Tweets - Topic Modelling LDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2096f355",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [10, 5]\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "from nltk.probability import FreqDist\n",
    "\n",
    "from wordcloud import WordCloud\n",
    "\n",
    "from gensim.corpora import Dictionary\n",
    "from gensim.models.ldamulticore import LdaMulticore\n",
    "\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim_models as gensimvis\n",
    "pyLDAvis.enable_notebook()\n",
    "\n",
    "from tqdm.auto import tqdm\n",
    "tqdm.pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7537f871",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3735462 entries, 0 to 3735461\n",
      "Data columns (total 5 columns):\n",
      " #   Column    Dtype \n",
      "---  ------    ----- \n",
      " 0   tweetid   int64 \n",
      " 1   text      object\n",
      " 2   hashtags  object\n",
      " 3   language  object\n",
      " 4   date      object\n",
      "dtypes: int64(1), object(4)\n",
      "memory usage: 142.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('Cleaned Tweets - Topic Modelling.csv')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cc48262c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweetid</th>\n",
       "      <th>text</th>\n",
       "      <th>hashtags</th>\n",
       "      <th>language</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1499174584720969730</td>\n",
       "      <td>['map', 'situat', 'ukrain', 'seventh', 'day', ...</td>\n",
       "      <td>['Ukraine', 'RussiaUkraineConflict']</td>\n",
       "      <td>en</td>\n",
       "      <td>MAR03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1499174584976826368</td>\n",
       "      <td>['ukrain', 'let', 'say', 'take', 'russian', 's...</td>\n",
       "      <td>['Ukraine']</td>\n",
       "      <td>en</td>\n",
       "      <td>MAR03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1499174585073242116</td>\n",
       "      <td>['swift', 'compani', 'confirm', 'disconnect', ...</td>\n",
       "      <td>['EU', 'Russian']</td>\n",
       "      <td>en</td>\n",
       "      <td>MAR03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1499174585987600384</td>\n",
       "      <td>['ukrain', 'ukrainian', 'forc', 'recov', 'enik...</td>\n",
       "      <td>['Ukraine']</td>\n",
       "      <td>en</td>\n",
       "      <td>MAR03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1499174586159665155</td>\n",
       "      <td>['volunt', 'need', 'dh', 'digitalhuman', 'inte...</td>\n",
       "      <td>['DH', 'DigitalHumanities', 'CulturalHeritage']</td>\n",
       "      <td>en</td>\n",
       "      <td>MAR03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweetid                                               text  \\\n",
       "0  1499174584720969730  ['map', 'situat', 'ukrain', 'seventh', 'day', ...   \n",
       "1  1499174584976826368  ['ukrain', 'let', 'say', 'take', 'russian', 's...   \n",
       "2  1499174585073242116  ['swift', 'compani', 'confirm', 'disconnect', ...   \n",
       "3  1499174585987600384  ['ukrain', 'ukrainian', 'forc', 'recov', 'enik...   \n",
       "4  1499174586159665155  ['volunt', 'need', 'dh', 'digitalhuman', 'inte...   \n",
       "\n",
       "                                          hashtags language   date  \n",
       "0             ['Ukraine', 'RussiaUkraineConflict']       en  MAR03  \n",
       "1                                      ['Ukraine']       en  MAR03  \n",
       "2                                ['EU', 'Russian']       en  MAR03  \n",
       "3                                      ['Ukraine']       en  MAR03  \n",
       "4  ['DH', 'DigitalHumanities', 'CulturalHeritage']       en  MAR03  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "57b50e61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4070186cc2714c0982e6a273ec66d41f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3735462 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7fd60f4e7c30405f84bc4ef0d3fcbbfd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3735462 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['text'] = df.text.progress_apply(eval)\n",
    "df['hashtags'] = df.hashtags.progress_apply(eval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6936678b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "60909435 words total, with a vocabulary size of 292565\n",
      "Max tweet length is 72\n"
     ]
    }
   ],
   "source": [
    "all_words = [word for tokens in df['text'] for word in tokens]\n",
    "tweet_lengths = [len(tokens) for tokens in df['text']]\n",
    "vocab = sorted(list(set(all_words)))\n",
    "\n",
    "print(f'{len(all_words)} words total, with a vocabulary size of {len(vocab)}')\n",
    "print(f'Max tweet length is {max(tweet_lengths)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cbdb94be",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(tweet_lengths, bins=20)\n",
    "plt.title(\"Tweet length frequency\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5c205a74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('ukrain', 2841598),\n",
       " ('russia', 1355833),\n",
       " ('russian', 941289),\n",
       " ('putin', 815104),\n",
       " ('war', 552171),\n",
       " ('ukrainian', 494677),\n",
       " ('amp', 446751),\n",
       " ('peopl', 413656),\n",
       " ('stop', 347744),\n",
       " ('standwithukrain', 327395),\n",
       " ('need', 299674),\n",
       " ('nato', 292844),\n",
       " ('kyiv', 284243),\n",
       " ('world', 273730),\n",
       " ('civilian', 271697),\n",
       " ('ukrainerussiawar', 247336),\n",
       " ('us', 247223),\n",
       " ('ukrainerussianwar', 237260),\n",
       " ('weapon', 234017),\n",
       " ('stopputin', 232971),\n",
       " ('support', 227727),\n",
       " ('provid', 225388),\n",
       " ('humanitarian', 215899),\n",
       " ('defend', 214668),\n",
       " ('countri', 206446),\n",
       " ('potu', 204886),\n",
       " ('one', 203512),\n",
       " ('help', 189210),\n",
       " ('innoc', 178872),\n",
       " ('like', 173944),\n",
       " ('death', 173922),\n",
       " ('forc', 173376),\n",
       " ('day', 170917),\n",
       " ('assist', 170251),\n",
       " ('go', 164281),\n",
       " ('today', 162193),\n",
       " ('safeairliftukrain', 161104),\n",
       " ('russianukrainianwar', 150037),\n",
       " ('citi', 145522),\n",
       " ('say', 136138),\n",
       " ('kill', 135849),\n",
       " ('militari', 135259),\n",
       " ('invas', 131935),\n",
       " ('kharkiv', 131733),\n",
       " ('video', 124783),\n",
       " ('children', 124370),\n",
       " ('time', 122599),\n",
       " ('live', 122248),\n",
       " ('fight', 121445),\n",
       " ('attack', 120801),\n",
       " ('close', 119151),\n",
       " ('nuclear', 118763),\n",
       " ('presid', 118663),\n",
       " ('russiaukrainewar', 117843),\n",
       " ('use', 117196),\n",
       " ('ukrainewar', 116428),\n",
       " ('bomb', 113322),\n",
       " ('want', 112449),\n",
       " ('call', 111612),\n",
       " ('let', 111537),\n",
       " ('peac', 110731),\n",
       " ('russiaukrain', 110005),\n",
       " ('ukraineunderattack', 109577),\n",
       " ('pleas', 108782),\n",
       " ('get', 108196),\n",
       " ('state', 107441),\n",
       " ('power', 106816),\n",
       " ('report', 106469),\n",
       " ('stoprussia', 106454),\n",
       " ('take', 104560),\n",
       " ('stand', 103829),\n",
       " ('europ', 103224),\n",
       " ('un', 103095),\n",
       " ('soldier', 102633),\n",
       " ('would', 101766),\n",
       " ('mariupol', 98542),\n",
       " ('destroy', 98214),\n",
       " ('right', 96957),\n",
       " ('protest', 93069),\n",
       " ('armi', 92979),\n",
       " ('see', 92512),\n",
       " ('zelenski', 92495),\n",
       " ('must', 92179),\n",
       " ('sanction', 91985),\n",
       " ('shell', 91687),\n",
       " ('eu', 90358),\n",
       " ('make', 90080),\n",
       " ('said', 89974),\n",
       " ('know', 89555),\n",
       " ('refuge', 89112),\n",
       " ('stopputinnow', 88871),\n",
       " ('secur', 88058),\n",
       " ('moscow', 87876),\n",
       " ('sky', 87275),\n",
       " ('human', 85470),\n",
       " ('continu', 84072),\n",
       " ('new', 81529),\n",
       " ('nation', 80807),\n",
       " ('show', 80404),\n",
       " ('women', 80157)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_freq = FreqDist(all_words)\n",
    "word_freq.most_common(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1496b0c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "top_50_dictionary = {i[0]:i[1] for i in word_freq.most_common(50)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b3e832b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wordcloud = WordCloud(colormap = 'Accent', background_color = 'black').generate_from_frequencies(top_50_dictionary)\n",
    "\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.tight_layout(pad=0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "94362e83",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 7s, sys: 772 ms, total: 1min 7s\n",
      "Wall time: 1min 7s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "text_dict = Dictionary(df.text)\n",
    "\n",
    "tweets_bow = [text_dict.doc2bow(tweet) for tweet in df['text']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ecb77ab4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, '0.042*\"ukrain\" + 0.023*\"student\" + 0.020*\"border\" + 0.018*\"indian\" + 0.018*\"poland\" + 0.017*\"evacu\" + 0.016*\"amp\" + 0.013*\"refuge\" + 0.011*\"india\" + 0.010*\"team\"'), (1, '0.070*\"ukrain\" + 0.023*\"support\" + 0.022*\"help\" + 0.022*\"peopl\" + 0.019*\"standwithukrain\" + 0.017*\"nuclear\" + 0.016*\"plant\" + 0.015*\"ukrainian\" + 0.014*\"power\" + 0.013*\"pleas\"'), (2, '0.050*\"ukrain\" + 0.044*\"russian\" + 0.023*\"russia\" + 0.020*\"forc\" + 0.015*\"ukrainian\" + 0.012*\"citi\" + 0.011*\"mariupol\" + 0.011*\"kharkiv\" + 0.010*\"kyiv\" + 0.010*\"armi\"'), (3, '0.063*\"close\" + 0.063*\"ukrain\" + 0.056*\"nato\" + 0.053*\"stoprussia\" + 0.047*\"sky\" + 0.043*\"russia\" + 0.036*\"stopputin\" + 0.026*\"russian\" + 0.024*\"stop\" + 0.023*\"un\"'), (4, '0.062*\"weapon\" + 0.059*\"provid\" + 0.059*\"defend\" + 0.059*\"humanitarian\" + 0.059*\"putin\" + 0.058*\"stop\" + 0.057*\"need\" + 0.057*\"ukrain\" + 0.056*\"potu\" + 0.056*\"civilian\"'), (5, '0.056*\"russia\" + 0.047*\"ukrain\" + 0.016*\"nato\" + 0.014*\"russian\" + 0.011*\"amp\" + 0.009*\"eu\" + 0.008*\"invas\" + 0.008*\"state\" + 0.008*\"sanction\" + 0.007*\"us\"'), (6, '0.030*\"putin\" + 0.028*\"ukrain\" + 0.023*\"world\" + 0.023*\"war\" + 0.018*\"russia\" + 0.013*\"peopl\" + 0.013*\"amp\" + 0.012*\"us\" + 0.009*\"know\" + 0.008*\"want\"'), (7, '0.064*\"ukrain\" + 0.063*\"russian\" + 0.036*\"ukrainian\" + 0.024*\"russia\" + 0.023*\"kyiv\" + 0.019*\"video\" + 0.018*\"ukrainerussiawar\" + 0.018*\"ukrainerussianwar\" + 0.017*\"ukraineunderattaсk\" + 0.016*\"kherson\"'), (8, '0.023*\"ukrain\" + 0.022*\"year\" + 0.022*\"women\" + 0.018*\"protest\" + 0.016*\"day\" + 0.015*\"nazi\" + 0.014*\"children\" + 0.014*\"freedom\" + 0.013*\"law\" + 0.013*\"fight\"'), (9, '0.050*\"ukrain\" + 0.047*\"putin\" + 0.043*\"ukrainerussianwar\" + 0.023*\"zelenski\" + 0.021*\"presid\" + 0.021*\"russianukrainianwar\" + 0.021*\"russia\" + 0.018*\"zelenskyy\" + 0.017*\"go\" + 0.016*\"let\"')]\n",
      "CPU times: user 2min 38s, sys: 41.4 s, total: 3min 19s\n",
      "Wall time: 2min 56s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "tweets_lda = LdaMulticore(tweets_bow,\n",
    "                          num_topics = 10,\n",
    "                          id2word = text_dict,\n",
    "                          workers = 4,\n",
    "                          random_state = 42,\n",
    "                          passes=1)\n",
    "\n",
    "tweets_lda.show_topics()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d25e1028",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.3.1/pyLDAvis/js/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el92191398240891991046955229031\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
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\"simpl\", \"sing\", \"sing\", \"sing\", \"sing\", \"situat\", \"situat\", \"situat\", \"situat\", \"situat\", \"situat\", \"sky\", \"slava\", \"slavaukraini\", \"slavaukraini\", \"slavaukraini\", \"slavaukraini\", \"slavaukraini\", \"slavaukraini\", \"slavaukraini\", \"slovakia\", \"so\", \"soldier\", \"soldier\", \"soldier\", \"somehow\", \"son\", \"son\", \"son\", \"spiritu\", \"stalin\", \"stand\", \"stand\", \"stand\", \"stand\", \"stand\", \"stand\", \"stand\", \"stand\", \"stand\", \"standtogeth\", \"standwithukrain\", \"standwithukrain\", \"standwithukrain\", \"standwithukrain\", \"standwithukrain\", \"standwithukrain\", \"standwithukrain\", \"standwithukrain\", \"standwithukrain\", \"standwithukrain\", \"starbuck\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"station\", \"station\", \"station\", \"station\", \"stay\", \"stay\", \"stay\", \"stay\", \"stay\", \"staywithukrain\", \"steve\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"still\", \"stop\", \"stop\", \"stop\", \"stop\", \"stop\", \"stop\", \"stop\", \"stop\", \"stopputin\", \"stopputin\", \"stopputinnow\", \"stopputinnow\", \"stopputinnow\", \"stopputinnow\", \"stopputinnow\", \"stopputinnow\", \"stopputinnow\", \"stopputinnow\", \"stopputinnow\", \"stopputinnow\", \"stoprussia\", \"stoprussia\", \"stoprussia\", \"stoprussianaggress\", \"stoprussianaggress\", \"stoprussianaggress\", \"stopthewar\", \"stopthewar\", \"stopthewar\", \"stopthewar\", \"store\", \"store\", \"store\", \"stpetersburg\", \"strand\", \"street\", \"street\", \"street\", \"street\", \"strike\", \"strike\", \"strike\", \"strongertogeth\", \"stuck\", \"stuck\", \"stuck\", \"student\", \"stupid\", \"stupid\", \"sumi\", \"sumi\", \"sunday\", \"sunday\", \"sunday\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"supportukrain\", \"supportukrain\", \"supportukrain\", \"supportukrain\", \"supportukrain\", \"surrend\", \"surviv\", \"surviv\", \"suspend\", \"suspend\", \"sweden\", \"tankmetavers\", \"target\", \"target\", \"target\", \"target\", \"target\", \"target\", \"tbilisi\", \"team\", \"team\", \"team\", \"team\", \"temporarili\", \"ten\", \"thank\", \"thank\", \"thank\", \"thank\", \"thank\", \"thank\", \"thing\", \"thing\", \"thing\", \"thing\", \"think\", \"think\", \"think\", \"think\", \"think\", \"tigray\", \"tigray\", \"tigray\", \"tigray\", \"tigraygenocid\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"tonight\", \"tonight\", \"tonight\", \"tonight\", \"tonight\", \"tonight\", \"tonight\", \"tonight\", \"tonight\", \"transfer\", \"transpar\", \"trap\", \"treatment\", \"tribun\", \"tribun\", \"troop\", \"troop\", \"troop\", \"troop\", \"troop\", \"troop\", \"trophi\", \"truck\", \"trump\", \"trump\", \"trump\", \"truth\", \"truth\", \"truth\", \"truth\", \"turkey\", \"tv\", \"tv\", \"tv\", \"tv\", \"tv\", \"twitter\", \"twitter\", \"twitter\", \"uk\", \"uk\", \"uk\", \"uk\", \"ukrain\", \"ukrain\", \"ukrain\", \"ukrain\", \"ukrain\", \"ukrain\", \"ukrain\", \"ukrain\", \"ukrain\", \"ukrain\", \"ukraineapp\", \"ukraineinvas\", \"ukraineinvas\", \"ukraineinvas\", \"ukraineinvas\", \"ukrainerussia\", \"ukrainerussia\", \"ukrainerussia\", \"ukrainerussia\", \"ukrainerussia\", \"ukrainerussia\", \"ukrainerussia\", \"ukrainerussiaconflict\", \"ukrainerussiaconflict\", \"ukrainerussiacrisi\", \"ukrainerussiacrisi\", \"ukrainerussianwar\", \"ukrainerussianwar\", \"ukrainerussianwar\", \"ukrainerussianwar\", \"ukrainerussianwar\", \"ukrainerussianwar\", \"ukrainerussianwar\", \"ukrainerussianwar\", \"ukrainerussiawar\", \"ukrainerussiawar\", \"ukrainerussiawar\", \"ukrainerussiawar\", \"ukrainerussiawar\", \"ukrainerussiawar\", \"ukrainerussiawar\", \"ukrainerussiawar\", \"ukrainerussiawar\", \"ukraineunderattack\", \"ukraineunderattack\", \"ukraineunderattack\", \"ukraineunderattack\", \"ukraineunderatta\\u0441k\", \"ukraineunderatta\\u0441k\", \"ukraineunderatta\\u0441k\", \"ukraineunderatta\\u0441k\", \"ukraineunderatta\\u0441k\", \"ukrainewar\", \"ukrainewar\", \"ukrainewar\", \"ukrainewar\", \"ukrainewar\", \"ukrainewar\", \"ukrainewar\", \"ukrainewar\", \"ukraini\", \"ukrainian\", \"ukrainian\", \"ukrainian\", \"ukrainian\", \"ukrainian\", \"ukrainian\", \"ukrainian\", \"ukrainian\", \"ukrainian\", \"ukrainian\", \"ukrian\", \"ukrian\", \"ukrian\", \"ukrian\", \"ukrian\", \"ukrian\", \"un\", \"un\", \"unbreak\", \"understand\", \"understand\", \"understand\", \"understand\", \"unit\", \"unit\", \"unit\", \"unit\", \"unit\", \"unit\", \"unit\", \"univers\", \"unknown\", \"unprovok\", \"unshak\", \"us\", \"us\", \"us\", \"us\", \"us\", \"us\", \"us\", \"us\", \"us\", \"us\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"usg\", \"utterli\", \"vdv\", \"vehicl\", \"vehicl\", \"verifi\", \"verifi\", \"verifi\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"veteran\", \"vicin\", \"video\", \"video\", \"video\", \"video\", \"video\", \"video\", \"visual\", \"vladimir\", \"vladimir\", \"volnovakha\", \"volodymyr\", \"volodymyr\", \"vonderleyen\", \"wake\", \"wall\", \"wall\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"war\", \"war\", \"war\", \"war\", \"war\", \"war\", \"war\", \"war\", \"war\", \"war\", \"warinukrain\", \"warinukrain\", \"warinukrain\", \"weapon\", \"weapon\", \"weapon\", \"weapon\", \"weapon\", \"weareallukrainian\", \"weekend\", \"weekend\", \"whatev\", \"whatev\", \"whatev\", \"william\", \"win\", \"win\", \"win\", \"wipe\", \"withdrawn\", \"woman\", \"woman\", \"women\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"worker\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"worst\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"wound\", \"wound\", \"wound\", \"written\", \"written\", \"wrong\", \"wwii\", \"yalanskaya\", \"year\", \"year\", \"year\", \"year\", \"yelena\", \"zaporizhzhia\", \"zaporizhzhia\", \"zelenski\", \"zelenski\", \"zelenski\", \"zelenski\", \"zelenski\", \"zelenskyy\", \"zelenskyy\", \"zelenskyyua\", \"zelenskyyua\", \"zelenskyyua\", \"zelenskyyua\", \"zelenskyyua\", \"zelenskyyua\", \"zelenskyyua\", \"zelenskyyua\", \"zelenskyyua\", \"zhytomyr\", \"zone\", \"zone\", \"zone\", \"zone\", \"zone\", \"zone\", \"zoom\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [7, 6, 3, 2, 8, 10, 5, 1, 9, 4]};\n",
       "\n",
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       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el92191398240891991046955229031\", ldavis_el92191398240891991046955229031_data);\n",
       "   }(LDAvis);\n",
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       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://d3js.org/d3.v5\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.3.1/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el92191398240891991046955229031\", ldavis_el92191398240891991046955229031_data);\n",
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       "</script>"
      ],
      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "6      0.100806  0.057772       1        1  19.785225\n",
       "5      0.114072  0.071207       2        1  16.922213\n",
       "2      0.116470  0.022776       3        1  14.400777\n",
       "1      0.115128  0.007604       4        1  10.964014\n",
       "7      0.065438 -0.008268       5        1   8.837900\n",
       "9      0.017783  0.084567       6        1   7.441908\n",
       "4     -0.390384  0.121934       7        1   6.384535\n",
       "0      0.125086  0.079651       8        1   6.366175\n",
       "8     -0.024063 -0.397112       9        1   4.472928\n",
       "3     -0.240336 -0.040131      10        1   4.424324, topic_info=             Term          Freq         Total Category  logprob  loglift\n",
       "90          putin  8.768360e+05  8.768360e+05  Default  30.0000  30.0000\n",
       "11        russian  9.948080e+05  9.948080e+05  Default  29.0000  29.0000\n",
       "920          nato  4.092580e+05  4.092580e+05  Default  28.0000  28.0000\n",
       "78         russia  1.346273e+06  1.346273e+06  Default  27.0000  27.0000\n",
       "121          stop  3.697540e+05  3.697540e+05  Default  26.0000  26.0000\n",
       "..            ...           ...           ...      ...      ...      ...\n",
       "212         peopl  5.342957e+04  4.325435e+05  Topic10  -3.9207   1.0267\n",
       "11        russian  7.039696e+04  9.948088e+05  Topic10  -3.6449   0.4697\n",
       "563          potu  3.189337e+04  2.510681e+05  Topic10  -4.4367   1.0547\n",
       "646  stopputinnow  2.639873e+04  1.199072e+05  Topic10  -4.6258   1.6047\n",
       "156           amp  1.944184e+04  4.268411e+05  Topic10  -4.9317   0.0291\n",
       "\n",
       "[724 rows x 6 columns], token_table=       Topic      Freq      Term\n",
       "term                            \n",
       "3987       3  0.999910  accident\n",
       "6554       1  0.999933    actnow\n",
       "18449      5  0.000194  aeroflot\n",
       "18449      8  0.999746  aeroflot\n",
       "2001       2  0.999899    affair\n",
       "...      ...       ...       ...\n",
       "398        3  0.002848      zone\n",
       "398        4  0.057021      zone\n",
       "398        5  0.000041      zone\n",
       "398        8  0.023546      zone\n",
       "4860       3  0.999947      zoom\n",
       "\n",
       "[1862 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[7, 6, 3, 2, 8, 10, 5, 1, 9, 4])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vis = gensimvis.prepare(tweets_lda, tweets_bow, dictionary=tweets_lda.id2word)\n",
    "vis"
   ]
  }
 ],
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