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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 43, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# http://www.bbc.com/news/business-38930699\n", | |
| "text = open('news1925462.txt').read()\n", | |
| "sents = [line.strip() for line in text.splitlines()]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "## 斷詞" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "### 使用 nltk斷詞" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "安裝 nltk 套件" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "!pip3 install nltk -U" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "下載斷詞模型" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "nltk.download('punkt')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "['It', \"'s\", 'amazing', 'to', 'think', 'that', 'just', '10', 'years', 'ago', ',', 'flat-rate', 'digital', 'music', 'streaming', 'services', 'were', 'a', 'mere', 'gleam', 'in', 'the', 'eye', 'of', 'industry', 'executives', '.']\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "from nltk import word_tokenize\n", | |
| "print(word_tokenize(sents[1]))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "['It', \"'\", 's', 'amazing', 'to', 'think', 'that', 'just', '10', 'years', 'ago', ',', 'flat', '-', 'rate', 'digital', 'music', 'streaming', 'services', 'were', 'a', 'mere', 'gleam', 'in', 'the', 'eye', 'of', 'industry', 'executives', '.']\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "from nltk import wordpunct_tokenize\n", | |
| "print(wordpunct_tokenize(sents[1]))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "## 停用字表" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "下載 nltk stopwords (Corpora -> stopwords)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import nltk\n", | |
| "nltk.download('stopwords')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from nltk.corpus import stopwords\n", | |
| "stopwords = set(stopwords.words('english'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "{'her', 'each', 'that', 'weren', 'of', 'themselves', 'does', 'more', 'you', 'any', 'at', 'very', 'from', 'above', 'he', 'should', 'an', 'haven', 'their', 'below', 'same', 'when', 'in', 'against', 'needn', 'will', 'yours', 'they', 'both', 'by', 'itself', 'the', 'for', 'off', 'what', 'have', 'am', 'with', 'my', 'its', 'are', 'as', 'm', 'few', 'she', 'most', 'those', 'yourselves', 'a', 'through', 'until', 'own', 'under', 'me', 'where', 'having', 'shouldn', 'which', 'once', 've', 'hasn', 'were', 'mustn', 'no', 're', 'then', 'was', 'couldn', 'won', 'wouldn', 's', 'nor', 'theirs', 'wasn', 'there', 'had', 'aren', 'doesn', 'this', 'but', 'over', 'doing', 'because', 'about', 'into', 'down', 'and', 'has', 'do', 'only', 'ain', 'so', 'shan', 'ourselves', 'how', 'ours', 'during', 'him', 'we', 'before', 'd', 'out', 'o', 'll', 'them', 'after', 't', 'on', 'your', 'don', 'our', 'mightn', 'is', 'too', 'isn', 'or', 'who', 'i', 'if', 'up', 'now', 'hers', 'whom', 'his', 'herself', 'can', 'why', 'been', 'further', 'being', 'not', 'hadn', 'again', 'than', 'be', 'some', 'yourself', 'it', 'did', 'other', 'here', 'ma', 'didn', 'just', 'all', 'myself', 'between', 'himself', 'such', 'to', 'y', 'while', 'these'}\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(stopwords)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "過濾停用字" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "['It', \"'s\", 'amazing', 'think', '10', 'years', 'ago', ',', 'flat-rate', 'digital', 'music', 'streaming', 'services', 'mere', 'gleam', 'eye', 'industry', 'executives', '.']\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "words = [word for word in word_tokenize(sents[1]) if word not in stopwords]\n", | |
| "print(words)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "## 文字雲測試" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "安裝文字雲函式庫" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "scrolled": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "!pip3 install matplotlib wordcloud pillow" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 32, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "cut_text = '\\n'.join(' '.join(word_tokenize(sent)) for sent in sents)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 33, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
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EmkKQ4PA/uvF2lfB1k5h3Z5DcoTI7V2gcfLGLbd8mWT+vCrO0ikMudZF9qMy8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\n3AAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x113ddfac8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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hcPxEN11h5+7HqyfIglG31KnNqlB06f2xY+vZ3dC8IcQkC3rYuCmOmwai+yNg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7aIDk4rpKxK8etfVtor8Xpj9VmJ12sqJmCTuhNVU9U/ayompD2XboRZUzExcawq8hEhZQWKVolm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\nyR1X/11d4QAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x11300eb38>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from wordcloud import WordCloud\n", | |
| "%matplotlib inline\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "wordcloud = WordCloud(font_path='/System/Library/Fonts/PingFang.ttc', stopwords=stopwords).generate(cut_text)\n", | |
| "plt.imshow(wordcloud)\n", | |
| "plt.axis(\"off\")\n", | |
| "\n", | |
| "# lower max_font_size\n", | |
| "wordcloud = WordCloud(max_font_size=40, font_path='/System/Library/Fonts/PingFang.ttc', stopwords=stopwords).generate(cut_text)\n", | |
| "plt.figure()\n", | |
| "plt.imshow(wordcloud)\n", | |
| "plt.axis(\"off\")\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "### 詞性標注 (Part-of-speech tagging)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "使用 nltk 內建標註模型" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "nltk.download('averaged_perceptron_tagger')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import nltk" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 36, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "words = word_tokenize(sents[1])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 37, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[('It', 'PRP'),\n", | |
| " (\"'s\", 'VBZ'),\n", | |
| " ('amazing', 'JJ'),\n", | |
| " ('to', 'TO'),\n", | |
| " ('think', 'VB'),\n", | |
| " ('that', 'DT'),\n", | |
| " ('just', 'RB'),\n", | |
| " ('10', 'CD'),\n", | |
| " ('years', 'NNS'),\n", | |
| " ('ago', 'RB'),\n", | |
| " (',', ','),\n", | |
| " ('flat-rate', 'JJ'),\n", | |
| " ('digital', 'JJ'),\n", | |
| " ('music', 'NN'),\n", | |
| " ('streaming', 'NN'),\n", | |
| " ('services', 'NNS'),\n", | |
| " ('were', 'VBD'),\n", | |
| " ('a', 'DT'),\n", | |
| " ('mere', 'JJ'),\n", | |
| " ('gleam', 'NN'),\n", | |
| " ('in', 'IN'),\n", | |
| " ('the', 'DT'),\n", | |
| " ('eye', 'NN'),\n", | |
| " ('of', 'IN'),\n", | |
| " ('industry', 'NN'),\n", | |
| " ('executives', 'NNS'),\n", | |
| " ('.', '.')]" | |
| ] | |
| }, | |
| "execution_count": 37, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "nltk.pos_tag(words)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 51, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "The/DT clock/NN is/VBZ ticking/VBG for/IN Spotify/NNP\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "for sent in nltk.pos_tag_sents(word_tokenize(sent) for sent in sents):\n", | |
| " print(' '.join('{0}/{1}'.format(word, pos) for word, pos in sent))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# spaCy\n", | |
| "Industrial-strength Natural Language Processing (NLP) with Python and Cython\n", | |
| "\n", | |
| "Homepage: https://spacy.io\n", | |
| "\n", | |
| "Github: https://github.com/explosion/spaCy" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Install spaCy" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "!pip3 install -U spaCy" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Download language models" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "!python3 -m spacy.en.download all" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### 使用 spaCy 斷詞、詞性標註" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Load language data might take some time..." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 41, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import spacy\n", | |
| "nlp = spacy.load('en')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 49, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "The/DET clock/NOUN is/VERB ticking/VERB for/ADP Spotify/PROPN \n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "for t in sents:\n", | |
| " doc = nlp(t)\n", | |
| " for sent in doc.sents:\n", | |
| " for token in sent:\n", | |
| " print('{}/{}'.format(token, token.pos_), end=' ')\n", | |
| " print()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 50, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "The/DET clock/NOUN is/VERB ticking/VERB for/ADP Spotify/PROPN \n", | |
| "/SPACE \n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "doc = nlp(text)\n", | |
| "for sent in doc.sents:\n", | |
| " for token in sent:\n", | |
| " print('{}/{}'.format(token, token.pos_), end=' ')\n", | |
| " print()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "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": "3.6.0" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 1 | |
| } |
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