{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Topic Extraction in RSS-Feed Corpus\n", "\n", "- Author: Johannes Maucher\n", "- Last update: 2018-11-16\n", "\n", "In the [notebook 01gensimDocModelSimple](02gensimDocModelSimple.ipynb) the concepts of dictionaries, document models, tf-idf and similarity have been described using an example of a samll document collection. Moreover, in [notebook 02LatentSemanticIndexing](02LatentSemanticIndexing.ipynb) LSI based topic extraction and document clustering have also been introduced by a small playground example.\n", "\n", "The current notebook applies these concepts to a real corpus of RSS-Feeds, which has been generated and accessed in previous notebooks of this lecture:\n", "\n", "## Read documents from a corpus \n", "\n", "The contents of the RSS-Fedd corpus are imported by NLTK's `CategorizedPlaintextCorpusReader` as already done in previous notebooks of this lecture:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#!pip install wordcloud" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from nltk.corpus.reader import CategorizedPlaintextCorpusReader\n", "from nltk.corpus import stopwords\n", "stopwordlist=stopwords.words('english')\n", "from wordcloud import WordCloud\n", "\n", "rootDir=\"../Data/ENGLISH\"\n", "filepattern=r\"(?!\\.)[\\w_]+(/RSS/FeedText/)[\\w-]+/[\\w-]+\\.txt\"\n", "#filepattern=r\"(?!\\.)[\\w_]+(/RSS/FullText/)[\\w-]+/[\\w-]+\\.txt\"\n", "catpattern=r\"([\\w_]+)/.*\"\n", "rssreader=CategorizedPlaintextCorpusReader(rootDir,filepattern,cat_pattern=catpattern)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The first paragraph:\n", " [['Radar', 'trends', 'to', 'watch', ':', 'May', '2022', 'April', 'was', 'the', 'month', 'for', 'large', 'language', 'models', '.'], ['There', 'was', 'one', 'announcement', 'after', 'another', ';', 'most', 'new', 'models', 'were', 'larger', 'than', 'the', 'previous', 'ones', ',', 'several', 'claimed', 'to', 'be', 'significantly', 'more', 'energy', 'efficient', '.'], ['The', 'largest', '(', 'as', 'far', 'as', 'we', 'know', ')', 'is', 'Google', '’', 's', 'GLAM', ',', 'with', '1', '.', '2', 'trillion', 'parameters', '–', 'but', 'requiring', 'significantly', 'less', 'energy', 'to', 'train', 'than', 'GPT', '-', '3', '.'], ['Chinchilla', 'has', '[…]']]\n", "Number of paragraphs in the corpus: 40\n" ] } ], "source": [ "singleDoc=rssreader.paras(categories=\"TECH\")[0]\n", "print(\"The first paragraph:\\n\",singleDoc)\n", "print(\"Number of paragraphs in the corpus: \",len(rssreader.paras(categories=\"TECH\")))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of documents in category Tech: 40\n" ] } ], "source": [ "techdocs=[[w.lower() for sent in singleDoc for w in sent if (len(w)>1 and w.lower() not in stopwordlist)] for singleDoc in rssreader.paras(categories=\"TECH\")]\n", "print(\"Number of documents in category Tech: \",len(techdocs))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of documents in category General: 40\n" ] } ], "source": [ "generaldocs=[[w.lower() for sent in singleDoc for w in sent if (len(w)>1 and w.lower() not in stopwordlist)] for singleDoc in rssreader.paras(categories=\"GENERAL\")]\n", "print(\"Number of documents in category General: \",len(generaldocs))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of documents: 80\n" ] } ], "source": [ "alldocs=techdocs+generaldocs\n", "print(\"Total number of documents: \",len(alldocs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Remove duplicate news" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def removeDuplicates(nestedlist):\n", " listOfTuples=[tuple(liste) for liste in nestedlist]\n", " uniqueListOfTuples=list(set(listOfTuples))\n", " return [list(menge) for menge in uniqueListOfTuples]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of unique documents in category Tech: 20\n", "Number of unique documents in category General: 18\n", "Total number of unique documents: 38\n" ] } ], "source": [ "techdocs=removeDuplicates(techdocs)\n", "generaldocs=removeDuplicates(generaldocs)\n", "alldocs=removeDuplicates(alldocs)\n", "print(\"Number of unique documents in category Tech: \",len(techdocs))\n", "print(\"Number of unique documents in category General: \",len(generaldocs))\n", "print(\"Total number of unique documents: \",len(alldocs))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7364\n", "2146\n" ] } ], "source": [ "alltechString=\" \".join([w for doc in techdocs for w in doc])\n", "print(len(alltechString))\n", "allgeneralString=\" \".join([w for doc in generaldocs for w in doc])\n", "print(len(allgeneralString))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 399.5, 199.5, -0.5)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "wordcloudTech=WordCloud().generate(alltechString)\n", "wordcloudGeneral=WordCloud().generate(allgeneralString)\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.figure(figsize=(20,18))\n", "plt.title(\"Tech News\")\n", "plt.subplot(1,2,1)\n", "plt.imshow(wordcloudTech, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.subplot(1,2,2)\n", "plt.imshow(wordcloudGeneral, interpolation='bilinear')\n", "plt.title(\"General News\")\n", "plt.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gensim-representation of imported RSS-feeds " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "820\n" ] } ], "source": [ "from gensim import corpora, models, similarities\n", "dictionary = corpora.Dictionary(alldocs)\n", "dictionary.save('../Data/feedwordsDE.dict') # store the dictionary, for future reference\n", "print(len(dictionary))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['recommendations', 'us', 'live', 'household', 'communal', 'device', 'like', 'amazon', 'echo', 'google', 'home', 'hub', 'probably', 'use', 'play', 'music', 'live', 'people', 'may', 'find', 'time', 'spotify', 'pandora', 'algorithm', 'seems', 'know', 'well', 'find', 'songs', 'creeping', '[…]']\n", "Sparse BoW representation of single document: [(0, 1), (1, 1), (2, 1), (3, 1), (4, 1), (5, 1), (6, 1), (7, 2), (8, 1), (9, 1), (10, 1), (11, 1), (12, 1), (13, 1), (14, 2), (15, 1), (16, 1), (17, 1), (18, 1), (19, 1), (20, 1), (21, 1), (22, 1), (23, 1), (24, 1), (25, 1), (26, 1), (27, 1), (28, 1)]\n", "Index of word echo is 6\n", "Index of word device is 5\n", "Index of word spotify is 24\n" ] } ], "source": [ "import random\n", "\n", "first_doc = techdocs[0]\n", "print(first_doc)\n", "\n", "first_vec = dictionary.doc2bow(first_doc)\n", "print(f\"Sparse BoW representation of single document: {first_vec}\")\n", "\n", "for word in random.choices(first_doc, k=3):\n", " print(f\"Index of word {word} is {dictionary.token2id[word]}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sparse BoW representation of entire tech-corpus and entire general-news-corpus: " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "techcorpus = [dictionary.doc2bow(doc) for doc in techdocs]\n", "generalcorpus = [dictionary.doc2bow(doc) for doc in generaldocs]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[['women', 'waiting', 'hear', 'vanished', 'loved', 'ones', 'stop', 'village', 'region', 'west', 'kyiv', 'hear', 'story', 'someone', 'vanished'], ['sainsbury', 'says', 'shoppers', 'watching', 'every', 'penny', 'supermarket', 'profits', 'jump', 'warns', 'tougher', 'times', 'ahead', 'consumers', 'finances', 'squeezed'], ['brings', 'back', 'passengers', 'cross', 'channel', 'route', 'sackings', 'tuesday', 'marks', 'first', 'time', 'drive', 'passengers', 'tourists', 'use', 'almost', 'six', 'weeks']]\n" ] } ], "source": [ "print(generaldocs[:3])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find similiar documents" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "index = similarities.SparseMatrixSimilarity(techcorpus, num_features=len(dictionary))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 2 7 18 4 11 5 9 8 6 12 16 19 17 3 14 13 10 15 1 0]\n" ] } ], "source": [ "sims = index[first_vec]\n", "#print(list(enumerate(sims)))\n", "simlist = sims.argsort()\n", "print(simlist)\n", "mostSimIdx=simlist[-2]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refernce document is:\n", " ['microsoft365r', 'outlook', 'support', 'cran', 'hong', 'ooi', 'happy', 'announce', 'microsoft365r', 'cran', 'outlook', 'email', 'support', 'quick', 'summary', 'new', 'features', 'send', 'reply', 'forward', 'emails', 'optionally', 'composed', 'blastula', 'emayili', 'copy', 'move', 'emails', 'folders', 'create', 'delete', 'copy', 'move', 'folders', 'add', 'remove', 'download', 'attachments', 'sample', 'write', 'email', 'using', 'blastula', 'library', 'microsoft365r', '1st', 'one', 'personal', 'microsoft', 'account', '2nd', 'work', 'school', 'account', 'outl']\n", "Most similar document:\n", " ['outlook', 'client', 'support', 'microsoft365r', 'available', 'beta', 'test', 'hong', 'ooi', 'announcement', 'beta', 'outlook', 'email', 'client', 'part', 'microsoft365r', 'package', 'install', 'github', 'repository', 'devtools', '::', 'install_github', '(\"', 'azure', 'microsoft365r', '\")', 'client', 'provides', 'following', 'features', 'send', 'reply', 'forward', 'emails', 'optionally', 'composed', 'blastula', 'emayili', 'copy', 'move', 'emails', 'folders', 'create', 'delete', 'copy', 'move', 'folders', 'add', 'remove', 'download', 'attachments', 'plan', 'submit', 'cran', 'sometime', 'next', 'month', 'period', 'public', 'testing', 'please', 'give', 'try', 'give', 'feedback', 'either', 'via', 'email', 'opening', 'issue', '...']\n" ] } ], "source": [ "print(\"Refernce document is:\\n\",first_doc)\n", "print(\"Most similar document:\\n\",techdocs[mostSimIdx])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find topics by Latent Semantic Indexing (LSI)\n", "### Generate tf-idf model of corpus" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Display TF-IDF- Model of first 2 documents of the corpus\n", "[(13, 0.055648773453563255), (19, 0.15879721214500278), (20, 0.15879721214500278), (21, 0.31759442429000556), (22, 0.08531278174327886), (23, 0.10056217885820973), (24, 0.12205499694414082), (25, 0.24410999388828164), (26, 0.12205499694414082), (27, 0.24410999388828164), (28, 0.1469688608034478), (29, 0.08531278174327886), (30, 0.12205499694414082), (31, 0.12205499694414082), (32, 0.17062556348655772), (33, 0.24410999388828164), (34, 0.12205499694414082), (35, 0.08531278174327886), (36, 0.24410999388828164), (37, 0.12205499694414082), (38, 0.10056217885820973), (39, 0.04857056654241692), (40, 0.15879721214500278), (41, 0.08531278174327886), (42, 0.19145989097204336), (43, 0.24410999388828164), (44, 0.055648773453563255), (45, 0.04857056654241692), (46, 0.12205499694414082), (47, 0.15879721214500278), (48, 0.20112435771641946), (49, 0.15879721214500278), (50, 0.15879721214500278), (51, 0.12205499694414082), (52, 0.12205499694414082), (53, 0.15879721214500278), (54, 0.15879721214500278), (55, 0.10056217885820973), (56, 0.12205499694414082), (57, 0.11129754690712651), (58, 0.10056217885820973), (59, 0.12205499694414082), (60, 0.12205499694414082)]\n", "[(22, 0.06757935386523892), (24, 0.09668419738474388), (25, 0.09668419738474388), (26, 0.09668419738474388), (27, 0.19336839476948775), (28, 0.058209687039009896), (29, 0.06757935386523892), (30, 0.09668419738474388), (31, 0.09668419738474388), (32, 0.13515870773047783), (33, 0.19336839476948775), (34, 0.09668419738474388), (35, 0.06757935386523892), (36, 0.19336839476948775), (37, 0.09668419738474388), (39, 0.03847451034573397), (42, 0.15166233545091412), (43, 0.19336839476948775), (45, 0.03847451034573397), (46, 0.09668419738474388), (48, 0.15931791067295262), (51, 0.09668419738474388), (52, 0.09668419738474388), (55, 0.07965895533647631), (57, 0.04408141519405023), (61, 0.12578904090424883), (62, 0.09668419738474388), (63, 0.058209687039009896), (64, 0.09668419738474388), (65, 0.09668419738474388), (66, 0.09668419738474388), (67, 0.058209687039009896), (68, 0.25157808180849767), (69, 0.37736712271274647), (70, 0.09668419738474388), (71, 0.12578904090424883), (72, 0.12578904090424883), (73, 0.09668419738474388), (74, 0.07965895533647631), (75, 0.25157808180849767), (76, 0.09668419738474388), (77, 0.09668419738474388), (78, 0.12578904090424883), (79, 0.07965895533647631), (80, 0.12578904090424883), (81, 0.12578904090424883), (82, 0.06757935386523892), (83, 0.12578904090424883), (84, 0.12578904090424883), (85, 0.12578904090424883), (86, 0.12578904090424883), (87, 0.09668419738474388), (88, 0.12578904090424883), (89, 0.12578904090424883), (90, 0.12578904090424883), (91, 0.12578904090424883), (92, 0.12578904090424883), (93, 0.12578904090424883), (94, 0.12578904090424883), (95, 0.12578904090424883)]\n" ] } ], "source": [ "tfidf = models.TfidfModel(techcorpus)\n", "corpus_tfidf = tfidf[techcorpus]\n", "print(\"Display TF-IDF- Model of first 2 documents of the corpus\")\n", "for doc in corpus_tfidf[:2]:\n", " print(doc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate LSI model from tf-idf model" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "techdictionary = corpora.Dictionary(techdocs)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "NumTopics=20\n", "lsi = models.LsiModel(corpus_tfidf, id2word=dictionary, num_topics=NumTopics) # initialize an LSI transformation" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "corpus_lsi = lsi[corpus_tfidf]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display first 10 topics:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(0,\n", " '-0.349*\"microsoft365r\" + -0.189*\"microsoft\" + -0.156*\"outlook\" + -0.155*\"move\" + -0.155*\"emails\" + -0.155*\"folders\" + -0.155*\"copy\" + -0.142*\"teams\" + -0.133*\"365\" + -0.132*\"email\"'),\n", " (1,\n", " '0.195*\"move\" + 0.195*\"folders\" + 0.195*\"emails\" + 0.195*\"copy\" + 0.174*\"client\" + -0.163*\"app\" + 0.150*\"blastula\" + 0.144*\"outlook\" + 0.137*\"account\" + -0.125*\"shiny\"'),\n", " (2,\n", " '-0.180*\"gpt\" + -0.179*\"models\" + -0.179*\"significantly\" + -0.179*\"energy\" + -0.144*\"tool\" + -0.144*\"verbal\" + -0.144*\"descriptions\" + -0.144*\"surprising\" + -0.133*\"metaverse\" + -0.128*\"2022\"'),\n", " (3,\n", " '-0.225*\"packages\" + -0.215*\"azurer\" + 0.188*\"azure\" + 0.159*\"cosmos\" + 0.159*\"db\" + -0.156*\"update\" + -0.126*\"june\" + -0.126*\"caching\" + 0.119*\"azurecosmosr\" + 0.114*\"functions\"'),\n", " (4,\n", " '-0.204*\"teams\" + -0.181*\"team\" + 0.145*\"app\" + 0.137*\"metaverse\" + 0.135*\"azure\" + -0.135*\"()\" + -0.133*\"list_teams\" + -0.126*\"chats\" + -0.116*\"list\" + 0.115*\"cosmos\"'),\n", " (5,\n", " '0.254*\"metaverse\" + 0.164*\"could\" + 0.163*\"live\" + 0.134*\"barr\" + 0.134*\"cause\" + 0.134*\"epstein\" + 0.133*\"think\" + 0.131*\"get\" + -0.129*\"packages\" + 0.127*\"find\"'),\n", " (6,\n", " '0.316*\"ai\" + 0.237*\"adoption\" + 0.200*\"security\" + 0.200*\"companies\" + 0.200*\"data\" + 0.181*\"secure\" + 0.181*\"future\" + 0.125*\"ukraine\" + 0.107*\"like\" + 0.101*\"help\"'),\n", " (7,\n", " '-0.249*\"party\" + -0.249*\"middleman\" + -0.246*\"two\" + -0.213*\"ukraine\" + -0.142*\"cyber\" + -0.142*\"offensive\" + -0.124*\"building\" + -0.124*\"actually\" + -0.124*\"despite\" + -0.124*\"comes\"'),\n", " (8,\n", " '0.305*\"pendulum\" + 0.305*\"slowly\" + 0.305*\"swing\" + 0.239*\"way\" + 0.153*\"underneath\" + 0.153*\"oscillate\" + 0.153*\"watching\" + 0.153*\"pendulums\" + 0.153*\"cliche\" + 0.153*\"earth\"'),\n", " (9,\n", " '-0.293*\"barr\" + -0.293*\"cause\" + -0.293*\"epstein\" + 0.226*\"find\" + -0.196*\"ms\" + 0.178*\"live\" + -0.147*\"think\" + -0.115*\"app\" + 0.113*\"hub\" + 0.113*\"probably\"')]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lsi.print_topics(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Determine the most relevant documents for a selected topic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate a numpy array `docTopic`. The entry in row $i$, column $j$ of this array is the relevance value for topic $j$ in document $i$." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "numdocs= len(corpus_lsi)\n", "docTopic=np.zeros((numdocs,NumTopics))" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(20, 20)\n", "[[-6.30607635e-01 5.36371130e-01 -5.55603925e-02 -1.10429913e-02\n", " 1.02211588e-01 -4.19538185e-02 5.23341721e-02 -2.01324536e-02\n", " 9.36476226e-03 1.48590022e-02 -5.64484933e-02 -1.76516387e-02\n", " -2.52711931e-02 3.12620379e-02 3.97842969e-03 9.22752537e-03\n", " -2.30506582e-02 -6.48237130e-02 -2.02715658e-01 -4.94701015e-01]\n", " [-6.04091276e-01 5.73628893e-01 -6.18943219e-02 6.50059353e-02\n", " 1.36255030e-01 -6.08886307e-02 1.62551604e-02 -4.69463769e-02\n", " 1.80244057e-03 2.64716158e-02 -4.91570907e-02 4.11850780e-04\n", " -1.38490360e-02 2.17868203e-02 -5.68861208e-02 -1.21444467e-03\n", " 1.17206225e-03 -1.12703328e-02 8.58949481e-02 5.08620690e-01]\n", " [-3.03491346e-02 -3.01121930e-02 -6.77552212e-02 3.23638202e-02\n", " -4.63767220e-02 1.53101006e-01 1.56397015e-01 -7.49283302e-01\n", " 8.67874972e-02 3.13360382e-02 1.88340293e-01 5.51809912e-01\n", " 4.37718308e-02 -1.52561947e-01 -5.61926302e-02 5.06158688e-02\n", " -2.66355793e-02 -7.51413228e-03 2.26857889e-02 -1.96536220e-02]\n", " [-2.38455142e-01 -2.19308458e-01 3.91593208e-02 -5.52749115e-01\n", " 8.52552324e-02 -3.03535230e-01 1.20765156e-01 -4.48972721e-02\n", " -4.98519173e-02 1.09683911e-01 -3.41206046e-01 6.74118871e-02\n", " 1.00182191e-01 -2.17779384e-01 1.85474429e-01 2.48904436e-01\n", " 6.05801293e-03 4.01479785e-01 -1.39144820e-01 4.57341981e-02]\n", " [-1.30514812e-01 -2.61599673e-01 -2.26025793e-02 3.51731394e-01\n", " 3.09718477e-01 -1.38122021e-01 -2.03790332e-01 2.26756102e-02\n", " 2.37883789e-02 2.09293409e-01 -4.34966679e-01 2.98409037e-01\n", " -2.08772531e-01 -6.63282576e-02 7.43404012e-02 -4.95913075e-01\n", " 8.03070307e-02 -1.54263843e-02 -6.70225583e-02 -4.82225129e-03]\n", " [-2.39291785e-02 -9.08826976e-02 -1.50914455e-01 1.84879449e-01\n", " 1.21793894e-01 -8.71784281e-02 6.09229394e-01 2.38374387e-01\n", " 1.17823122e-01 8.31075571e-02 4.36596145e-02 1.42232253e-01\n", " 6.09593569e-01 2.07261955e-01 4.14597348e-02 -1.56094605e-01\n", " -4.61079434e-03 2.59587458e-03 -1.30098110e-02 5.16299877e-03]\n", " [-6.00555645e-02 -4.24333870e-02 -5.37637107e-01 8.42846021e-02\n", " -2.83060151e-01 -3.15977611e-01 -2.30785026e-01 2.72557924e-03\n", " -4.79833413e-02 -1.04435348e-01 1.02944148e-01 7.97312448e-02\n", " 5.60029929e-03 9.24503801e-02 3.87596688e-01 -2.15310685e-02\n", " -5.24117200e-01 -1.97832407e-02 -1.64142487e-02 2.01135662e-02]\n", " [-5.20350369e-02 -1.27413098e-01 -1.70000161e-01 1.52500791e-01\n", " -2.59232036e-01 1.88208007e-03 2.92959380e-01 -4.84237389e-01\n", " -3.82058687e-02 2.65143039e-02 -3.73275357e-01 -5.49920209e-01\n", " -7.65006791e-02 2.18507134e-01 -1.21632828e-01 -1.31537160e-01\n", " -3.59551551e-02 9.40152611e-02 3.95207661e-02 -9.41403597e-03]\n", " [-3.31438174e-02 -5.85697458e-02 -2.37501046e-01 -7.34280933e-02\n", " 1.38103118e-01 3.49474204e-01 1.25963065e-02 9.85750386e-02\n", " -2.14843025e-01 -6.98404822e-01 -3.62263659e-01 1.47303665e-01\n", " 1.09220812e-01 -1.05286508e-01 -2.31339278e-01 -1.09470554e-03\n", " -1.33637238e-01 -3.11444068e-02 -1.79309295e-02 6.94238150e-03]\n", " [-1.61050673e-01 -2.91378078e-01 3.24281690e-03 4.59682332e-01\n", " 3.28382424e-01 -1.46496542e-01 -1.22444828e-01 -5.54832087e-02\n", " 9.10591673e-02 -1.30813831e-02 -1.11762204e-01 -1.33900871e-02\n", " 1.55657016e-02 2.04509065e-01 -5.91564921e-02 6.69807910e-01\n", " -2.56235721e-04 -1.22461081e-01 -1.82093736e-04 -1.17298188e-02]\n", " [-3.29249374e-01 -1.25962351e-01 5.96766984e-02 -1.05894085e-01\n", " -3.82966304e-01 1.41928175e-01 5.42660489e-03 2.31757937e-01\n", " 1.26086962e-01 3.81256938e-02 -5.32890500e-02 3.62634554e-01\n", " -2.47599249e-01 5.31280907e-01 -2.13788006e-01 3.97709499e-02\n", " -5.12263062e-03 2.61484597e-01 1.68221955e-01 -3.40522935e-02]\n", " [-3.25893490e-02 -8.76820895e-02 -2.27412859e-01 1.41942539e-01\n", " 6.05588332e-02 -1.16822246e-01 5.94238497e-01 2.00987313e-01\n", " 2.67688072e-02 -1.37257949e-01 1.87424278e-01 1.36874494e-02\n", " -6.05406630e-01 -2.74189112e-01 4.97206939e-02 7.97070518e-02\n", " 4.99653184e-02 2.22867194e-02 9.69866279e-03 8.62316810e-03]\n", " [-5.33905602e-02 -4.24298675e-02 -6.17203363e-01 -1.34125655e-02\n", " -2.08692510e-01 -2.45048817e-01 -2.14462005e-01 2.33784858e-02\n", " -1.35940941e-01 9.44141370e-03 9.69567755e-02 2.76592924e-02\n", " 1.23863952e-01 -6.73404319e-02 -2.27623925e-01 2.65831198e-02\n", " 6.01991599e-01 7.77353107e-03 -1.74550715e-03 -2.23350919e-02]\n", " [-4.00844315e-01 -3.24949514e-01 9.11471660e-02 1.04395173e-01\n", " 2.31670203e-01 1.16353600e-02 -1.46794990e-01 -9.07407616e-02\n", " -9.44173151e-03 -2.30344118e-01 4.97195570e-01 -1.91447431e-01\n", " 2.74699492e-02 7.53051304e-02 -1.39743044e-01 -2.12480301e-01\n", " -4.06660410e-02 3.60845244e-01 -2.97923148e-01 4.70168334e-02]\n", " [-4.45924921e-01 -3.05884540e-01 1.57109756e-01 2.12990044e-02\n", " -4.84610759e-01 2.37641647e-01 6.68994379e-02 8.80260282e-02\n", " -3.12489221e-02 6.06898283e-02 -5.06910900e-02 9.57178901e-03\n", " 3.55987544e-02 -1.19518735e-01 1.26107051e-01 5.05165707e-02\n", " 8.27138312e-02 -3.89276668e-01 -4.03182809e-01 1.29000337e-01]\n", " [-5.81560226e-01 -2.45734286e-01 1.23075810e-01 1.54166545e-01\n", " -1.14514682e-01 1.14518802e-01 -6.11618709e-02 5.62301732e-02\n", " -7.11764977e-02 -7.41040091e-03 6.73110933e-02 -1.22910218e-01\n", " 1.74988079e-01 -3.68605996e-01 1.40620323e-01 -3.26573462e-02\n", " 1.16039205e-03 4.75057047e-02 5.48853241e-01 -1.17337520e-01]\n", " [-5.44930230e-02 -5.21152589e-02 -3.05858855e-01 -1.76446419e-01\n", " 2.99841550e-01 5.42571242e-01 -2.17581122e-02 -6.70149820e-02\n", " 3.75545737e-02 2.77580366e-02 3.92058027e-02 -8.15804008e-02\n", " -8.16578008e-02 2.71991030e-01 5.64157257e-01 2.15813842e-02\n", " 2.61723574e-01 1.77175147e-02 3.96573579e-02 1.52695717e-02]\n", " [-2.40429387e-01 -3.00937333e-01 4.86646674e-03 -5.38328944e-01\n", " 2.71375403e-01 -3.04424712e-01 5.61104075e-02 -1.10447283e-01\n", " 5.53415322e-03 -6.77444081e-02 1.14757571e-01 -4.16385133e-02\n", " -8.48757857e-02 2.19092393e-01 -1.42329942e-01 -1.51535623e-01\n", " -4.75179702e-02 -4.80079755e-01 1.71547693e-01 -5.50752265e-03]\n", " [-4.17200254e-02 -1.12661003e-01 -3.56508178e-01 -9.65223444e-02\n", " 1.83043297e-01 3.61581754e-01 -6.04764837e-03 1.27011215e-01\n", " -2.72832045e-01 5.84164466e-01 6.55580141e-02 -5.56132826e-02\n", " -2.06603903e-02 -1.24119099e-01 -3.47351088e-01 7.34893572e-02\n", " -3.20369927e-01 -6.98185724e-04 -3.36751412e-02 2.06396280e-03]\n", " [-2.87846724e-02 -3.94687297e-02 -2.39531313e-01 -1.17457712e-01\n", " -4.48507424e-03 1.19559026e-01 -1.25202515e-01 6.12179492e-02\n", " 8.91104369e-01 -7.86395688e-03 -7.40060549e-02 -1.31303915e-01\n", " 3.36466165e-02 -2.16138123e-01 -1.46654709e-01 -1.72530754e-02\n", " -7.55198851e-02 -8.55902389e-03 -1.88849640e-02 8.46486444e-03]]\n" ] } ], "source": [ "for d,doc in enumerate(corpus_lsi): # both bow->tfidf and tfidf->lsi transformations are actually executed here, on the fly\n", " for t,top in enumerate(doc):\n", " docTopic[d,t]=top[1]\n", "print(docTopic.shape)\n", "print(docTopic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select an arbitrary topic-id and determine the documents, which have the highest relevance value for this topic:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "topicId=7 #select an arbitrary topic-id\n", "topicRelevance=docTopic[:,topicId]" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 2 7 17 13 16 9 1 3 0 6 4 12 15 19 14 8 18 11 10 5]\n", "[-0.7492833 -0.48423739 -0.11044728 -0.09074076 -0.06701498 -0.05548321\n", " -0.04694638 -0.04489727 -0.02013245 0.00272558 0.02267561 0.02337849\n", " 0.05623017 0.06121795 0.08802603 0.09857504 0.12701122 0.20098731\n", " 0.23175794 0.23837439]\n" ] } ], "source": [ "docsoftopic= np.array(topicRelevance).argsort()\n", "relevanceValue= np.sort(topicRelevance)\n", "print(docsoftopic) #most relevant document for selected topic is at first position\n", "print(relevanceValue) #highest relevance document/topic-relevance-value is at first position" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Selected Topic:\n", " [('party', -0.2488676878930281), ('middleman', -0.2488676878930281), ('two', -0.24596576983629964), ('ukraine', -0.2134234697117422), ('cyber', -0.1422823131411615), ('offensive', -0.1422823131411615), ('building', -0.12443384394651405), ('actually', -0.12443384394651405), ('despite', -0.12443384394651405), ('comes', -0.12443384394651405)]\n", "##################################################\n", "Docs with the highest negative value w.r.t the selected topic\n", "--------------------\n", "2 \n", " ['building', 'better', 'middleman', 'comes', 'mind', 'hear', 'term', 'two', 'sided', 'market', '?”', 'maybe', 'imagine', 'party', 'needs', 'something', 'interact', 'party', 'provides', 'despite', 'number', 'two', 'name', 'actually', 'someone', 'else', 'involved', 'middleman', 'entity', 'sits', 'parties', 'make', '[…]']\n", "--------------------\n", "7 \n", " ['day', 'kyiv', 'experience', 'working', 'ukraine', 'offensive', 'cyber', 'team', 'jeffrey', 'carrmarch', '22', '2022', 'russia', 'invaded', 'ukraine', 'february', '24th', 'working', 'two', 'offensive', 'cyber', 'operators', 'gurmo', 'main', 'intelligence', 'directorate', 'ministry', 'defense', 'ukraine', 'several', 'months', 'trying', 'help', 'raise', 'funds', 'expand', 'development', 'osint', 'open', '[…]']\n", "--------------------\n", "17 \n", " ['azurer', 'update', 'new', 'may', 'june', 'hong', 'ooi', 'summary', 'updates', 'azurer', 'family', 'packages', 'may', 'june', '2021', 'azureauth', 'change', 'default', 'caching', 'behaviour', 'disable', 'cache', 'running', 'inside', 'shiny', 'update', 'shiny', 'vignette', 'clean', 'redirect', 'page', 'authenticating', 'thanks', 'tyler', 'littlefield', ').', 'add', 'create_azurer_dir', 'function', 'create', 'caching', 'directory', 'manually', 'useful', 'non', 'interactive', 'sessions', 'also', 'jupyter', 'notebooks', 'technically', 'interactive', 'sense', 'cannot', 'read', 'user', 'input', 'console', 'prompt', 'azuregraph', 'add', 'enhanced', 'support', 'paging', 'api', 'many', '...']\n", "--------------------\n", "13 \n", " ['using', 'microsoft365r', 'shiny', 'hong', 'ooi', 'article', 'lightly', 'edited', 'version', 'microsoft365r', 'shiny', 'vignette', 'latest', 'microsoft365r', 'release', 'describe', 'incorporate', 'microsoft365r', 'interactive', 'authentication', 'azure', 'active', 'directory', 'aad', 'shiny', 'web', 'app', 'steps', 'involved', 'register', 'app', 'aad', 'use', 'app', 'id', 'authenticate', 'get', 'oauth', 'token', 'pass', 'token', 'microsoft365r', 'functions', 'app', 'registration', 'default', 'microsoft365r', 'app', 'registration', 'works', 'package', 'used', 'local', 'machine', 'support', 'running', 'remote', 'server', '...']\n", "--------------------\n", "16 \n", " ['identity', 'problems', 'get', 'bigger', 'metaverse', 'hype', 'surrounding', 'metaverse', 'results', 'something', 'real', 'could', 'improve', 'way', 'live', 'work', 'play', 'could', 'create', 'hellworld', 'get', 'want', 'whatever', 'people', 'think', 'read', 'metaverse', 'originally', 'imagined', 'snow', 'crash', 'vision', '[…]']\n", "--------------------\n", "9 \n", " ['azurecosmosr', 'interface', 'azure', 'cosmos', 'db', 'hong', 'ooi', 'last', 'week', 'announced', 'azurecosmosr', 'interface', 'azure', 'cosmos', 'db', 'fully', 'managed', 'nosql', 'database', 'service', 'azure', 'post', 'gives', 'short', 'rundown', 'main', 'features', 'azurecosmosr', 'explaining', 'azure', 'cosmos', 'db', 'tricky', 'excerpt', 'official', 'description', 'azure', 'cosmos', 'db', 'fully', 'managed', 'nosql', 'database', 'modern', 'app', 'development', 'single', 'digit', 'millisecond', 'response', 'times', 'automatic', 'instant', 'scalability', 'guarantee', 'speed', 'scale', 'business', 'continuity', 'assured', 'sla', 'backed', 'availability', 'enterprise', 'grade', 'security', 'app', 'development', 'faster', 'productive', 'thanks', 'turnkey', 'multi', 'region', '...']\n", "--------------------\n", "1 \n", " ['outlook', 'client', 'support', 'microsoft365r', 'available', 'beta', 'test', 'hong', 'ooi', 'announcement', 'beta', 'outlook', 'email', 'client', 'part', 'microsoft365r', 'package', 'install', 'github', 'repository', 'devtools', '::', 'install_github', '(\"', 'azure', 'microsoft365r', '\")', 'client', 'provides', 'following', 'features', 'send', 'reply', 'forward', 'emails', 'optionally', 'composed', 'blastula', 'emayili', 'copy', 'move', 'emails', 'folders', 'create', 'delete', 'copy', 'move', 'folders', 'add', 'remove', 'download', 'attachments', 'plan', 'submit', 'cran', 'sometime', 'next', 'month', 'period', 'public', 'testing', 'please', 'give', 'try', 'give', 'feedback', 'either', 'via', 'email', 'opening', 'issue', '...']\n", "--------------------\n", "3 \n", " ['new', 'azurer', 'hong', 'ooi', 'update', 'happening', 'azurer', 'suite', 'packages', 'first', 'may', 'noticed', 'holiday', 'season', 'packages', 'updated', 'cran', 'change', 'maintainer', 'email', 'non', 'microsoft', 'address', 'left', 'microsoft', 'role', 'westpac', 'bank', 'australia', 'sad', 'leaving', 'intend', 'continue', 'maintaining', 'updating', 'packages', 'end', 'changes', 'recently', 'submitted', 'cran', 'shortly', 'azureauth', 'allows', 'obtaining', 'tokens', 'organizations', '”...']\n", "##################################################\n", "Docs with the highest positive value w.r.t the selected topic\n", "--------------------\n", "15 \n", " ['microsoft365r', 'interface', 'microsoft', '365', 'suite', 'happy', 'announce', 'microsoft365r', 'package', 'working', 'microsoft', '365', 'formerly', 'known', 'office', '365', 'suite', 'cloud', 'services', 'microsoft365r', 'extends', 'interface', 'microsoft', 'graph', 'api', 'provided', 'azuregraph', 'package', 'provide', 'lightweight', 'yet', 'powerful', 'interface', 'sharepoint', 'onedrive', 'support', 'teams', 'outlook', 'soon', 'come', 'microsoft365r', 'available', 'cran', 'install', 'development', 'version', 'github', 'devtools', '::', 'install_github', '(\"', 'azure', 'microsoft365r', '\").', 'authentication', 'first', 'time', 'call', 'one', 'microsoft365r', 'functions', 'see', '),', 'use', 'internet', 'browser', 'authenticate', 'azure', 'active', 'directory', 'aad', '),...']\n", "--------------------\n", "19 \n", " ['general', 'purpose', 'pendulum', 'pendulums', 'swing', 'one', 'way', 'swing', 'back', 'way', 'oscillate', 'quickly', 'slowly', 'slowly', 'watch', 'earth', 'rotate', 'underneath', 'cliche', 'talk', 'technical', 'trend', 'pendulum', ',”', 'though', 'accurate', 'often', 'enough', 'may', 'watching', 'one', '[…]']\n", "--------------------\n", "14 \n", " ['teams', 'support', 'microsoft365r', 'hong', 'ooi', 'happy', 'announce', 'version', 'microsoft365r', 'interface', 'microsoft', '365', 'cran', 'version', 'adds', 'support', 'microsoft', 'teams', 'much', 'requested', 'feature', 'access', 'team', 'microsoft', 'teams', 'use', 'get_team', '()', 'function', 'provide', 'team', 'name', 'id', 'also', 'list', 'teams', 'list_teams', '().', 'return', 'objects', 'r6', 'class', 'ms_team', 'methods', 'working', 'channels', 'drives', 'list_teams', '()', 'team']\n", "--------------------\n", "8 \n", " ['epstein', 'barr', 'cause', 'cause', 'one', 'intriguing', 'news', 'stories', 'new', 'year', 'claimed', 'epstein', 'barr', 'virus', 'ebv', 'cause', 'multiple', 'sclerosis', 'ms', '),', 'suggested', 'antiviral', 'medications', 'vaccinations', 'epstein', 'barr', 'could', 'eliminate', 'ms', 'md', 'epidemiologist', 'think', 'article', 'forces', 'us', 'think', '[…]']\n", "--------------------\n", "18 \n", " ['recommendations', 'us', 'live', 'household', 'communal', 'device', 'like', 'amazon', 'echo', 'google', 'home', 'hub', 'probably', 'use', 'play', 'music', 'live', 'people', 'may', 'find', 'time', 'spotify', 'pandora', 'algorithm', 'seems', 'know', 'well', 'find', 'songs', 'creeping', '[…]']\n", "--------------------\n", "11 \n", " ['ai', 'adoption', 'enterprise', '2022', 'december', '2021', 'january', '2022', 'asked', 'recipients', 'data', 'ai', 'newsletters', 'participate', 'annual', 'survey', 'ai', 'adoption', 'particularly', 'interested', 'anything', 'changed', 'since', 'last', 'year', 'companies', 'farther', 'along', 'ai', 'adoption', 'working', 'applications', 'production', 'using', 'tools', 'like', 'automl', 'generate', '[…]']\n", "--------------------\n", "10 \n", " ['microsoft365r', 'testers', 'wanted', 'hong', 'ooi', 'microsoft365r', 'author', 'updated', 'package', 'github', 'following', 'features', 'add', 'support', 'shared', 'mailboxes', 'get_business_outlook', '().', 'access', 'shared', 'mailbox', 'supply', 'one', 'arguments', 'shared_mbox_id', 'shared_mbox_name', 'shared_mbox_email', 'specifying', 'id', 'displayname', 'email', 'address', 'mailbox', 'respectively', 'add', 'support', 'teams', 'chats', 'including', 'one', 'one', 'group', 'meeting', 'chats', ').', 'use', 'list_chats', '()', 'function', 'list', 'chats', 'participating', 'get_chat', '()`', 'function', 'retrieve', 'specific', 'chat', 'chat', 'object', 'class', 'ms_chat', 'similar', 'methods', 'channel', 'send', 'list', 'retrieve', 'messages', ',...']\n", "--------------------\n", "5 \n", " ['future', 'security', 'future', 'cybersecurity', 'shaped', 'need', 'companies', 'secure', 'networks', 'data', 'devices', 'identities', 'includes', 'adopting', 'security', 'frameworks', 'like', 'zero', 'trust', 'help', 'companies', 'secure', 'internal', 'information', 'systems', 'data', 'cloud', 'sheer', 'volume', 'new', 'threats', 'today', 'security', 'landscape', 'become', 'complex', '[…]']\n" ] } ], "source": [ "TOP=8\n", "print(\"Selected Topic:\\n\",lsi.show_topic(topicId))\n", "print(\"#\"*50)\n", "print(\"Docs with the highest negative value w.r.t the selected topic\")\n", "for idx in docsoftopic[:TOP]:\n", " print(\"-\"*20)\n", " print(idx,\"\\n\",techdocs[idx])\n", "print(\"#\"*50)\n", "print(\"Docs with the highest positive value w.r.t the selected topic\")\n", "for idx in docsoftopic[-TOP:]:\n", " print(\"-\"*20)\n", " print(idx,\"\\n\",techdocs[idx])" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "import gensim\n" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "lda = gensim.models.ldamodel.LdaModel(corpus_tfidf, num_topics=20, id2word = dictionary)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "#!pip install pyLDAvis" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "#import pyLDAvis.gensim as gensimvis\n", "#import pyLDAvis\n", "\n", "#vis_en = gensimvis.prepare(lda, corpus_tfidf, dictionary)\n", "#pyLDAvis.display(vis_en)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.10" }, "nav_menu": {}, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }