{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# 2A.eco - Introduction au text mining\n", "\n", "Dans ce TD, nous allons voir comment travailler avec du texte, \u00e0 partir d'extraits de textes de trois auteurs, Edgar Allan Poe, (EAP), HP Lovecraft (HPL), et Mary Wollstonecraft Shelley (MWS).\n", "\n", "Les donn\u00e9es sont disponibles ici : [spooky.csv](https://github.com/GU4243-ADS/spring2018-project1-ginnyqg/blob/master/data/spooky.csv).\n", "\n", "Le but va \u00eatre dans un premier temps de regarder dans le d\u00e9tail les termes les plus fr\u00e9quents utilis\u00e9s par les auteurs, de les repr\u00e9senter graphiquement puis on va ensuite essayer de pr\u00e9dire quel texte correspond \u00e0 quel auteur \u00e0 partir d'un mod\u00e8le Word2Vec. Ce notebook librement inspir\u00e9 de : \n", "\n", "- https://www.kaggle.com/enerrio/scary-nlp-with-spacy-and-keras\n", "- https://github.com/GU4243-ADS/spring2018-project1-ginnyqg\n", "- https://www.kaggle.com/meiyizi/spooky-nlp-and-topic-modelling-tutorial/notebook"]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["
"], "text/plain": [" Text Author\n", "ID \n", "id26305 This process, however, afforded me no means of... EAP\n", "id17569 It never once occurred to me that the fumbling... HPL\n", "id11008 In his left hand was a gold snuff box, from wh... EAP\n", "id27763 How lovely is spring As we looked from Windsor... MWS\n", "id12958 Finding nothing else, not even gold, the Super... HPL"]}, "execution_count": 10, "metadata": {}, "output_type": "execute_result"}], "source": ["train.head()"]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/html": ["
\n", "\n", "
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Text
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Author
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26305
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This process, however, afforded me no means of...
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EAP
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\n", "
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17569
\n", "
It never once occurred to me that the fumbling...
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HPL
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11008
\n", "
In his left hand was a gold snuff box, from wh...
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EAP
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\n", "
27763
\n", "
How lovely is spring As we looked from Windsor...
\n", "
MWS
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12958
\n", "
Finding nothing else, not even gold, the Super...
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HPL
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\n", "
"], "text/plain": [" Text Author\n", "26305 This process, however, afforded me no means of... EAP\n", "17569 It never once occurred to me that the fumbling... HPL\n", "11008 In his left hand was a gold snuff box, from wh... EAP\n", "27763 How lovely is spring As we looked from Windsor... MWS\n", "12958 Finding nothing else, not even gold, the Super... HPL"]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["# Delete the word 'id' from the ID columns\n", "train.index = [id[2:] for id in train.index]\n", "train.head()"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Training sample: This process, however, afforded me no means of ascertaining the dimensions of my dungeon; as I might make its circuit, and return to the point whence I set out, without being aware of the fact; so perfectly uniform seemed the wall.\n", "Author of sample: EAP\n", "Training Data Shape: (19579, 2)\n"]}], "source": ["print('Training sample:', train['Text'][0])\n", "print('Author of sample:', train['Author'][0])\n", "print('Training Data Shape:', train.shape)"]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["# Barplot of occurances of each author in the training dataset\n", "sns.barplot(x=['Edgar Allen Poe', 'Mary W. Shelley', 'H.P. Lovecraft'], y=train['Author'].value_counts());"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On se rend compte que les extraits des 3 auteurs ne sont pas forc\u00e9ment \u00e9quilibr\u00e9s dans le jeu de donn\u00e9es. Il faudra en tenir compte dans la pr\u00e9diction. "]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Bag of Words, IF TDF"]}, {"cell_type": "markdown", "metadata": {}, "source": ["L'approche bag of words : on ne tient pas compte de l'ordre des mots, ni du contexte dans lequel ils interviennent (ou alors de mani\u00e8re tr\u00e8s partielle, en \u00e9tudiant par exemple le mot suivant). \n", "\n", "L'id\u00e9e est d'\u00e9tudier la fr\u00e9quence des mots d'un document et la surrepr\u00e9sentation des mots par rapport \u00e0 un document de r\u00e9f\u00e9rence (appel\u00e9 corpus). Cette approche un peu simpliste mais tr\u00e8s efficace : on peut calculer des scores permettant par exemple de faire de classification automatique de document par th\u00e8me, de comparer la similarit\u00e9 de deux documents. Elle est souvent utilis\u00e9e en premi\u00e8re analyse, et elle reste la r\u00e9f\u00e9rence pour l'analyse de textes mal structur\u00e9s (tweets, dialogue tchat, etc.) Mot-cl\u00e9s : td-idf, indice de similarit\u00e9 cosine"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Fr\u00e9quence d'un mot\n", "\n", "On d\u00e9bute par une approche tr\u00e8s simple, compter le nombre d'occurence d'un mot qui nous int\u00e9resse, ici on prend l'exemple du mot le \"fear\" \n", "\n", "Et on utilise au passage un package assez sympa PyWaffle"]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"data": {"text/plain": ["{'EAP': 70, 'HPL': 160, 'MWS': 211}"]}, "execution_count": 14, "metadata": {}, "output_type": "execute_result"}], "source": ["train['word-fear'] = train['Text'].str.contains('fear').astype(int)\n", "table = pd.pivot_table(train, values='word-fear', index=['Author'], aggfunc=np.sum)\n", "data = table.to_dict()['word-fear']\n", "data"]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["c:\\python372_x64\\lib\\site-packages\\matplotlib\\figure.py:2369: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not compatible \"\n"]}, {"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["fig = plt.figure(\n", " FigureClass=Waffle, \n", " rows=15, \n", " values=data, \n", " title={'label': 'Utilisation du mot \"fear\" par les auteurs', 'loc': 'left'},\n", " labels=[\"{0} ({1})\".format(k, v) for k, v in data.items()],\n", ");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### WordCloud - premier exemple\n", "\n", "Ici, on va un cran plus loin, on prend tous les mots des textes et on cherche \u00e0 repr\u00e9senter la fr\u00e9quence des mots utilis\u00e9s par les auteurs. \n", "\n", "Pour cela, on va utiliser le package WordCloud - nuage de mots - qui prend en entr\u00e9e une liste de mots. \n", "\n", "Ce package peut \u00eatre tr\u00e8s largement personnalis\u00e9, par exemple en changeant la police (par d\u00e9faut, DroidSansMono)"]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Number of words in all_text: 2938231\n"]}], "source": ["# Combine all training text into one large string\n", "all_text = ' '.join([text for text in train['Text']])\n", "print('Number of words in all_text:', len(all_text))"]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["# Word cloud for entire training dataset\n", "# default width=400, height=200\n", "\n", "wordcloud = WordCloud(width=800, height=500,\n", " random_state=21, max_font_size=110).generate(all_text)\n", "plt.figure(figsize=(15, 12))\n", "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", "plt.axis('off');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Si vous voulez changer la police, il faudra \u00e9crire cela ainsi : "]}, {"cell_type": "raw", "metadata": {}, "source": ["wordcloud = WordCloud(font_path = \"DoubleFeature21.ttf\", width=800, height=500,\n", " random_state=21, max_font_size=110).generate(all_text)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Fr\u00e9quence des mots\n", "\n", "Une autre mani\u00e8re de voir la m\u00eame chose, un histogramme avec le compte des mots les plus fr\u00e9quents"]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": ["eap = train[train['Author'] == 'EAP']\n", "eap_text = ' '.join(text for text in eap['Text'])"]}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [{"data": {"image/png": 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["eap_list = eap_text.split()\n", "eap_counts = Counter(eap_list)\n", "eap_common_words = [word[0] for word in eap_counts.most_common(25)]\n", "eap_common_counts = [word[1] for word in eap_counts.most_common(25)]\n", "\n", "plt.style.use('dark_background')\n", "plt.figure(figsize=(15, 12))\n", "\n", "sns.barplot(x=eap_common_words, y=eap_common_counts)\n", "plt.title('Most Common Words used by Edgar Allen Poe');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Pas tr\u00e8s instructif.... On a beaucoup de mots \"commun\", comme \"the\", \"of\", \"my qui ne nous int\u00e9ressent pas. On va donc devoir nettoyer les textes. "]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Nettoyage du texte, suppression de la ponctuation et des stopwords"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Pour \"nettoyer\" le texte, on utilise les fonctions [tokenizer](https://www.nltk.org/api/nltk.tokenize.html?highlight=tokenizer) de [nltk](https://www.nltk.org/).\n", "\n", "C'est la t\u00e2che consistant \u00e0 d\u00e9composer une cha\u00eene de caract\u00e8res en unit\u00e9s lexicales, aussi appel\u00e9es tokens. Pour un ordinateur, une chaine de caract\u00e8re est juste une suite de symboles, il n'est pas capable seul de d\u00e9terminer quels sont les mots d'une phrase ; il n'y voit qu'une cha\u00eene de caract\u00e8res. Un processus de tokenization consiste donc \u00e0 s\u00e9parer ces mots, selon les espaces."]}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": ["eap_word_list = word_tokenize(eap_text)\n", "eap_word_list = [x.lower() for x in eap_word_list]\n", "\n", "# ensuite, on enl\u00e8ve les stopswords qui sont les mots comme if, then, the, and ... ainsi que la ponctuation\n", "\n", "eap_clean = [w.lower() for w in eap_word_list if w not in stopwords and w.isalpha()]\n", "eap_clean = ' '.join(text.lower() for text in eap_clean)"]}, {"cell_type": "code", "execution_count": 20, "metadata": {"scrolled": false}, "outputs": [{"data": {"text/plain": ["'process however afforded means ascertaining dimensions dungeon might make circuit return point whence set without aware fact perfectly uniform seemed wall left hand gold snuff box capered hill cutting...'"]}, "execution_count": 21, "metadata": {}, "output_type": "execute_result"}], "source": ["eap_clean[:200] + \"...\""]}, {"cell_type": "markdown", "metadata": {}, "source": ["Avec ce petit nettoyage, on arrive \u00e0 un texte plus \"pur\" et plus int\u00e9ressant en termes d'analyse lexicale"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Question 1)\n", "\n", "Reproduisez le wordcloud et le graphique des fr\u00e9quences sur la base du texte nettoy\u00e9 de Allan Edgar Poe, que remarquez-vous ?"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Tf-IDF - le calcul de fr\u00e9quence"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Le calcul [tf-idf](https://fr.wikipedia.org/wiki/TF-IDF) (term frequency\u2013inverse document frequency) permet de calculer un score de proximit\u00e9 entre un terme de recherche et un document (c'est ce que font les moteurs de recherche). La partie *tf* calcule une fonction croissante de la fr\u00e9quence du terme de recherche dans le document \u00e0 l'\u00e9tude, la partie idf calcule une fonction inversement proportionnelle \u00e0 la fr\u00e9quence du terme dans l'ensemble des documents (ou corpus). Le score total, obtenu en multipliant les deux composantes, permet ainsi de donner un score d'autant plus \u00e9lev\u00e9 que le terme est surr\u00e9pr\u00e9sent\u00e9 dans un document (par rapport \u00e0 l'ensemble des documents). Il existe plusieurs fonctions, qui p\u00e9nalisent plus ou moins les documents longs, ou qui sont plus ou moins smooth."]}, {"cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": ["from sklearn.feature_extraction.text import TfidfVectorizer\n", "tfidf = TfidfVectorizer(stop_words=stopwords)\n", "tfs = tfidf.fit_transform(train['Text'])"]}, {"cell_type": "code", "execution_count": 22, "metadata": {"scrolled": true}, "outputs": [{"data": {"text/plain": ["['process',\n", " 'however',\n", " 'afforded',\n", " 'means',\n", " 'ascertaining',\n", " 'dimensions',\n", " 'dungeon',\n", " 'might',\n", " 'make',\n", " 'circuit',\n", " '...']"]}, "execution_count": 23, "metadata": {}, "output_type": "execute_result"}], "source": ["list(tfidf.vocabulary_.keys())[:10] + ['...']"]}, {"cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": ["feature_names = tfidf.get_feature_names()\n", "corpus_index = [n for n in list(tfidf.vocabulary_.keys())]\n", "import pandas as pd\n", "df = pd.DataFrame(tfs.todense(), columns=feature_names)\n", "#print(df)"]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"data": {"text/html": ["
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"]}, {"cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["We could not fear we did not.\n", "\"And now I do not fear death.\n", "Be of heart and fear nothing.\n", "I smiled, for what had I to fear?\n", "Indeed I had no fear on her account.\n", "I have not the slightest fear for the result.\n", "At length, in an abrupt manner she asked, \"Where is he?\" \"O, fear not,\" she continued, \"fear not that I should entertain hope Yet tell me, have you found him?\n", "\"I fear you are right there,\" said the Prefect.\n", "I went down to open it with a light heart, for what had I now to fear?\n", "Do I fear, that my heart palpitates?\n"]}], "source": ["for x in df[\"fear\"].sort_values(ascending =False).head(n=10).index : \n", " print(train.iloc[x][\"Text\"])"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On remarque que les scores les plus \u00e9l\u00e9v\u00e9s sont soient des extraits courts o\u00f9 le mot apparait une seule fois, et des extraits plus longs o\u00f9 le mot fear apprait plusieurs fois."]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Question 2)\n", "\n", "Qu'en est-il pour le mot \"love\" ?"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Approche contextuelle : les n-gramms\n", "\n", "L'approche contextuelle : on s'int\u00e9resse non seulement aux mots et \u00e0 leur fr\u00e9quence, mais aussi aux mots qui suivent. Cette approche est essentielle pour d\u00e9sambiguiser les homonymes. Elle permet aussi d'affiner les mod\u00e8les \"bag-of-words\". Le calcul de n-grams (bigrams pour les co-occurences de mots deux-\u00e0-deux, tri-grams pour les co-occurences trois-\u00e0-trois, etc.) constitue la m\u00e9thode la plus simple pour tenir compte du contexte.\n", "\n", "\n", "\n", "nltk offre des methodes pour tenir compte du contexte : pour ce faire, nous calculons les n-grams, c'est-\u00e0-dire l'ensemble des co-occurrences successives de mots deux-\u00e0-deux (bigrams), trois-\u00e0-trois (tri-grams), etc.\n", "\n", "En g\u00e9n\u00e9ral, on se contente de bi-grams, au mieux de tri-grams :\n", "\n", "- les mod\u00e8les de classification, analyse du sentiment, comparaison de documents, etc. qui comparent des n-grams avec n trop grands sont rapidement confront\u00e9s au probl\u00e8me de donn\u00e9es sparse, cela r\u00e9duit la capacit\u00e9 pr\u00e9dictive des mod\u00e8les ;\n", "- les performances d\u00e9croissent tr\u00e8s rapidement en fonction de n, et les co\u00fbts de stockage des donn\u00e9es augmentent rapidement (environ n fois plus \u00e9lev\u00e9 que la base de donn\u00e9e initiale).\n"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Contexte du mot"]}, {"cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Nombre de caract\u00e8res : 696985\n", "\n", "\n", "Exemples d'occurences du terme 'fear' :\n", "Displaying 24 of 24 matches:\n", "mitted suicide went open light heart fear reason priori diddle would diddle wi\n", "loud quick unequal spoken apparently fear well anger said unintelligible words\n", " geneva seemed resolved give scruple fear wind night rain fell falling rain fa\n", "ick darkness shutters close fastened fear robbers knew could see opening door \n", "y ancient modes investigation smiled fear say mean average interval entire rew\n", "vision need go details even went far fear occasioned much trouble might glad c\n", "ed strong relish physical philosophy fear tinctured mind common error age mean\n", "er started hourly dreams unutterable fear find hot breath thing upon face vast\n", "lady seventy years age heard express fear never see marie observation attracte\n", "d propeller must entirely remodelled fear serious accident mean steel rod vane\n", "lliam legrand second place impressed fear indeed impossible make comprehended \n", "t move question oinos freely without fear adaptation eyes behold earth adelaid\n", " given scream took arm attended home fear shall never see marie imagine madame\n", "mentor came watched minutes somewhat fear wonder duc slips card horrible myste\n", "unbent freely conclusion absurd much fear replied monsieur maillard becoming e\n", "ind dreaded whip instantly converted fear summing seemed evident reasoner even\n", " spades whole insisted upon carrying fear seemed trusting either implements wi\n", " little doubt ultimately seeing pole fear right said prefect well talk facilis\n", "urred occurred never occurred indeed fear account moment wild lurid light alon\n", "nsieur maillard perhaps said legrand fear artist firm intention cut shop since\n", "e three four smart raps hammer heart fear nothing daughter mademoiselle moissa\n", "nt open reality thin replied entered fear unusual horror thing evident nucleus\n", "tly inappropriate splendor slightest fear result face far turned toward stage \n", "ervously around barriers iron hemmed fear mesmerized adding immediately afterw\n", "\n", "\n"]}], "source": ["print(\"Nombre de caract\u00e8res : \",len(eap_clean))\n", "print('\\n')\n", "\n", "#Tokenisation na\u00efve sur les espaces entre les mots => on obtient une liste de mots\n", "tokens = eap_clean.split()\n", "\n", "#On transforme cette liste en objet nltk \"Text\" (objet chaine de caract\u00e8re qui conserve la notion de tokens, et qui \n", "#comprend un certain nombre de m\u00e9thodes utiles pour explorer les donn\u00e9es.\n", "\n", "text = nltk.Text(tokens)\n", "\n", "#Comme par exemple \"concordance\" : montre les occurences d'un mot dans son contexte\n", "print(\"Exemples d'occurences du terme 'fear' :\")\n", "text.concordance(\"fear\")\n", "print('\\n')"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Co-occurences - version 1\n", "\n", "Analyse de la fr\u00e9quence des termes d'int\u00e9r\u00eat :"]}, {"cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Erreur...\n", "too many values to unpack (expected 2)\n"]}], "source": ["import io\n", "f = io.StringIO()\n", "try:\n", " text.collocations()\n", " print(\"Co-occurences fr\u00e9quentes :\")\n", " print(\"\\n\".join(f.getvalue().split(\"\\n\")[:3] + [\"...\"]))\n", "except ValueError as e:\n", " print(\"Erreur...\")\n", " print(e)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Si ces mots sont tr\u00e8s fortement associ\u00e9s, les expressions sont \u00e9galement peu fr\u00e9quentes. Il est donc parfois n\u00e9cessaire d'appliquer des filtres, par exemple ignorer les bigrammes qui apparaissent moins de 5 fois dans le corpus."]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Co-occurences - version 2\n", "\n", "avec le code ci dessous, on peut choisir un peu mieux ce qui nous int\u00e9resse. "]}, {"cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["mein gott\n", "ourang outang\n", "hans pfaall\n", "brevet brigadier\n", "du roule\n", "bas bleu\n", "ugh ugh\n", "tea pot\n", "gum elastic\n", "hu hu\n", "prodigies valor\n", "ha ha\n", "mille mille\n", "chess player\n", "drum dow\n"]}], "source": ["finder = nltk.BigramCollocationFinder.from_words(text)\n", "\n", "finder.apply_freq_filter(5)\n", "\n", "bigram_measures = nltk.collocations.BigramAssocMeasures()\n", "\n", "collocations = finder.nbest(bigram_measures.jaccard, 15) \n", "\n", "for collocation in collocations:\n", " c = ' '.join(collocation)\n", " print(c)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Co-occurences avec un mot sp\u00e9cifique\n", "\n", "Ici, on va chercher quelques sont les termes fr\u00e9quemment associ\u00e9s avec le mot \"fear\""]}, {"cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": ["try:\n", " nltk.corpus.genesis.words('english-web.txt')\n", "except LookupError:\n", " import nltk\n", " nltk.download('genesis')\n", " nltk.corpus.genesis.words('english-web.txt')"]}, {"cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["[('fear', 'of'), ('fear', 'God'), ('I', 'fear'), ('the', 'fear'), ('The', 'fear'), ('fear', 'him'), ('you', 'fear')]\n"]}], "source": ["bigram_measures = nltk.collocations.BigramAssocMeasures()\n", "\n", "# Ngrams with a specific name \n", "name_filter = lambda *w: 'fear' not in w\n", "\n", "\n", "## Bigrams\n", "finder = BigramCollocationFinder.from_words(\n", " nltk.corpus.genesis.words('english-web.txt'))\n", "\n", "# only bigrams that contain 'fear'\n", "finder.apply_ngram_filter(name_filter)\n", "\n", "# return the 100 n-grams with the highest PMI\n", "print(finder.nbest(bigram_measures.likelihood_ratio,100))"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Question 3)\n", "\n", "Retouvez les bi-gramms les plus fr\u00e9quents avec le mot \"love\""]}, {"cell_type": "markdown", "metadata": {}, "source": ["## LDA \n", "\n", "\n", "Le mod\u00e8le Latent Dirichlet Allocation (LDA) est un mod\u00e8le probabiliste g\u00e9n\u00e9ratif qui permet\n", "de d\u00e9crire des collections de documents de texte ou d\u2019autres types de donn\u00e9es discr\u00e8tes. LDA fait\n", "partie d\u2019une cat\u00e9gorie de mod\u00e8les appel\u00e9s \u201ctopic models\u201d, qui cherchent \u00e0 d\u00e9couvrir des structures\n", "th\u00e9matiques cach\u00e9es dans des vastes archives de documents.\n", "\n", "\n", "Ceci permet d\u2019obtenir des m\u00e9thodes\n", "efficaces pour le traitement et l\u2019organisation des documents de ces archives: organisation automatique\n", "des documents par sujet, recherche, compr\u00e9hension et analyse du texte, ou m\u00eame r\u00e9sumer des\n", "textes. \n", "\n", "Aujourd\u2019hui, ce genre de m\u00e9thodes s\u2019utilisent fr\u00e9quemment dans le web, par exemple pour\n", "analyser des ensemble d\u2019articles d\u2019actualit\u00e9, les regrouper par sujet, faire de la recommendation\n", "d\u2019articles, etc. "]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Sp\u00e9cification du mod\u00e8le"]}, {"cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["[nltk_data] Downloading package wordnet to\n", "[nltk_data] C:\\Users\\xavie\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n"]}], "source": ["try:\n", " nltk.download('wordnet')\n", "except LookupError:\n", " import nltk\n", " nltk.download('wordnet')"]}, {"cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["The lemmatized form of leaves is: woman\n", "The lemmatized form of leaves is: daughter\n", "The lemmatized form of leaves is: leaf\n"]}], "source": ["lemm = WordNetLemmatizer()\n", "\n", "# un exemple de ce que la notion de lemmatize veut dire\n", "\n", "print(\"The lemmatized form of leaves is: {}\".format(lemm.lemmatize(\"women\")))\n", "print(\"The lemmatized form of leaves is: {}\".format(lemm.lemmatize(\"daughters\")))\n", "print(\"The lemmatized form of leaves is: {}\".format(lemm.lemmatize(\"leaves\")))"]}, {"cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": ["lemm = WordNetLemmatizer()\n", "\n", "class LemmaCountVectorizer(CountVectorizer):\n", " def build_analyzer(self):\n", " analyzer = super(LemmaCountVectorizer, self).build_analyzer()\n", " return lambda doc: (lemm.lemmatize(w) for w in analyzer(doc))"]}, {"cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": ["# Storing the entire training text in a list\n", "\n", "text = list(train.Text.values)\n", "\n", "# Calling our overwritten Count vectorizer\n", "tf_vectorizer = LemmaCountVectorizer(max_df=0.95, \n", " min_df=2,\n", " stop_words='english',\n", " decode_error='ignore')\n", "tf = tf_vectorizer.fit_transform(text)"]}, {"cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": ["lda = LatentDirichletAllocation(n_components=11, max_iter=5,\n", " learning_method = 'online',\n", " learning_offset = 50.,\n", " random_state = 0)"]}, {"cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [{"data": {"text/plain": ["LatentDirichletAllocation(batch_size=128, doc_topic_prior=None,\n", " evaluate_every=-1, learning_decay=0.7,\n", " learning_method='online', learning_offset=50.0,\n", " max_doc_update_iter=100, max_iter=5,\n", " mean_change_tol=0.001, n_components=11, n_jobs=None,\n", " perp_tol=0.1, random_state=0, topic_word_prior=None,\n", " total_samples=1000000.0, verbose=0)"]}, "execution_count": 37, "metadata": {}, "output_type": "execute_result"}], "source": ["lda.fit(tf)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Repr\u00e9sentation des r\u00e9sultats"]}, {"cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": ["def print_top_words(model, feature_names, n_top_words):\n", " for topic_idx, topic in enumerate(model.components_):\n", " print(\"Topic #%d:\" % topic_idx)\n", " print(\" \".join([feature_names[i]\n", " for i in topic.argsort()[:-n_top_words - 1:-1]]))\n", " print()"]}, {"cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["\n", "Topics in LDA model: \n", "Topic #0:\n", "knew near raymond did hope death morning stood eye think little ground read attention know felt sense say creature sat gave table bed misery pleasure heart like till lay loved heavy high spirit desire rock hour father light presence lord\n", "Topic #1:\n", "make mr matter mean point fact called return present set person certain said reason case question result impossible self really doubt knowledge force ordinary merely altogether real duty discovery principle purpose course quite particular having second term perceive proportion machine\n", "Topic #2:\n", "left way place sea half far thing wall window ancient like possible land hill taken wood water strange black street motion right small world great short box long order little received spot having took city river shape cut said wind\n", "Topic #3:\n", "night thought house old earth man soon away young length men great god foot room beauty town fear people degree beneath oh remained know seen lady country happy replied street held long passion idea number woman come high certain home\n", "Topic #4:\n", "time dream did said long year friend went father love day men family speak child dear poor old happiness care came sure idris passed place death mother strange sister remember world girl account silence visit little company public state companion\n", "Topic #5:\n", "thing man say life manner said moon wild little secret like death great age appearance kind space mind given did year change tell word west nature observed just ye general come believe gave thrown power air better regard sir resolved\n", "Topic #6:\n", "saw door stone nearly perdita large terrible sleep tear thousand wish room surface instant later seen condition eye tried miserable caused elizabeth die position length mystery chair dark nose view succeeded probably known measure marked physical complete forced remembered affair\n", "Topic #7:\n", "eye came head let horror open suddenly deep form face hand close come arm appeared terror hideous mere gone lip wonder light vision grave new figure lost countenance darkness beheld sound escape hair fall shadow influence extreme chamber effort mouth\n", "Topic #8:\n", "shall good day feel sight sun soul look longer nature star evening grew world idea imagination work cloud cast arose study mind heart sky threw arrived true evil said melancholy continued glance hand situation clear feeling relief approached city lake\n", "Topic #9:\n", "heard word moment life body voice time dead hand character fell like heart turned adrian day felt best reached gentle friend ear rest sound tree necessary live blood wind road ship water tone hour servant closed seen sympathy hung bear\n", "Topic #10:\n", "fear memory month leave week course danger enemy hardly wished observation article le glimpse attended charge truly magnificent engaged beast wealth ve sit locked bob toil interrupted curiously oil universal la motive luxury et solid perpetual plan cruel boat pull\n", "\n"]}], "source": ["n_top_words = 40\n", "print(\"\\nTopics in LDA model: \")\n", "tf_feature_names = tf_vectorizer.get_feature_names()\n", "print_top_words(lda, tf_feature_names, n_top_words)"]}, {"cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": ["first_topic = lda.components_[0]\n", "second_topic = lda.components_[1]"]}, {"cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": ["first_topic_words = [tf_feature_names[i] for i in first_topic.argsort()[:-50 - 1 :-1]]\n", "second_topic_words = [tf_feature_names[i] for i in second_topic.argsort()[:-50 - 1 :-1]]"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Generating the wordcloud with the values under the category dataframe..."]}, {"cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", 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