{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### import" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "\n", " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n", "100 56087 100 56087 0 0 209k 0 --:--:-- --:--:-- --:--:-- 210k\n" ] } ], "source": [ "!curl -o car.jpg https://static.vecteezy.com/system/resources/previews/028/623/266/large_2x/car-icon-isolated-side-view-logo-vector.jpg" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "from wordcloud import WordCloud\n", "import jieba\n", "import numpy as np\n", "from collections import Counter\n", "import csv\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### data preprocess" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "news = []\n", "\n", "## Read csv file from news.csv\n", "with open('news.csv', 'r', encoding='utf-8-sig') as f:\n", " reader = csv.DictReader(f)\n", " for row in reader:\n", " news.append({\n", " 'title': row['Title'], \n", " 'content': row['Content']\n", " })\n", "\n", "# Replace_words\n", "replace_list = [\n", " '\\n',\n", " '\\r',\n", " '
',\n", " '
',\n", " '的',\n", " '及',\n", " '於',\n", " '並',\n", " '113'\n", "]\n", "\n", "with open('news.txt', 'w', encoding='utf-8') as f:\n", " for n in news:\n", " try:\n", " title = n['title']\n", " content = n['content']\n", " for replace_word in replace_list:\n", " title = title.replace(replace_word, ' ')\n", " content = content.replace(replace_word, ' ')\n", " f.write(title + '\\n')\n", " f.write(content + '\\n')\n", " f.write('\\n')\n", " # print(n)\n", " except:\n", " pass\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### word cloud" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Building prefix dict from c:\\Users\\user\\Desktop\\datamining-final\\dict.txt ...\n", "Loading model from cache C:\\Users\\user\\AppData\\Local\\Temp\\jieba.uc3fa8744ffddcdc52e0586d23ca417bf.cache\n", "Loading model cost 0.426 seconds.\n", "Prefix dict has been built successfully.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text = open('news.txt', \"r\",encoding=\"utf-8\").read() #讀文字資料\n", "\n", "jieba.set_dictionary('dict.txt')\n", "with open('stopWord_test.txt', 'r', encoding='utf-8-sig') as f: #設定停用詞\n", " stops = f.read().split('\\n')\n", "terms = [] #儲存字詞\n", "for t in jieba.cut(text, cut_all=False): #拆解句子為字詞\n", " if t not in stops: #不是停用詞\n", " terms.append(t)\n", "diction = Counter([x for x in terms if x != '\\n'])\n", "\n", "font = 'msyh.ttc' #設定字型\n", "mask = np.array(Image.open(\"car.jpg\")) #設定文字雲形狀\n", "wordcloud = WordCloud(font_path=font)\n", "wordcloud = WordCloud(background_color=\"white\",mask=mask,font_path=font) #背景顏色預設黑色,改為白色\n", "wordcloud.generate_from_frequencies(frequencies=diction) #產生文字雲\n", "\n", "#產生圖片\n", "plt.figure(figsize=(6,6))\n", "plt.imshow(wordcloud)\n", "plt.axis(\"off\")\n", "plt.show()\n", "\n", "wordcloud.to_file(\"news_Wordcloud.png\") #存檔" ] }, { "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }