{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 查看数据基本信息、使用textrank进行关键词提取、词云图可视化" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 导入必要的包" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import jieba.analyse\n", "import jieba.posseg as psg\n", "from os import path\n", "import matplotlib.pyplot as plt\n", "from wordcloud import WordCloud\n", "import jieba.analyse\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 读取数据与数据基础信息查看" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "raw_df = pd.read_csv(r'rawdata_reprocessed.csv')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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weibo_usernameweibo_verificationweibo_contentweibo_content_preprocessedsubmit_timeforward_countscomments_countspoints_times
0辣子鸡谁做的好吃NaN好像可以在自己幻想的元宇宙里过一辈子好像已经过完了一辈子双鱼座的脑子要不得好像 幻想 元宇宙 里 一辈子 好像 完 一辈子 双鱼座 脑子 要不得01月10日 23:59000
1远古的刀NaN反正闭关锁宇宙我们将会面临下一次的闭关锁国融入不了全球经济王峻涛跟你们讲我相信这个元宇宙真的...反正 闭关 锁 宇宙 将会 面临 闭关锁国 融入 全球 经济 王峻涛 讲 元宇宙 真的 一下...01月10日 23:583230
2暮景烟_深浅NaN周深先生之夜元宇宙周深拥有了生米就像拥有了梦的翅膀卡布叻周深放心飞吧生米永相随时尚先生元宇宙...周深 之夜 元宇宙 周深 拥有 生米 拥有 梦 翅膀 卡布 叻 周深 放心 飞 生米 永 相...01月10日 23:58000
3东辉毅恒传媒NaN王峻涛其实吧你有空可以再看看这个视频跟你们讲我相信这个元宇宙真的会来虽然不是一下子就到来还需...王峻涛 有空 视频 讲 元宇宙 真的 一下子 到来 技术 突破 社会 讲 玩 后果 人会 分...01月10日 23:57000
4在寒蝉鸣泣中等待夏日重现NaN敬元宇宙让基尔希斯坦的女朋友的微博视频敬 元宇宙 基尔 希斯 坦 女朋友 微博 视频01月10日 23:57005
\n", "
" ], "text/plain": [ " weibo_username weibo_verification \\\n", "0 辣子鸡谁做的好吃 NaN \n", "1 远古的刀 NaN \n", "2 暮景烟_深浅 NaN \n", "3 东辉毅恒传媒 NaN \n", "4 在寒蝉鸣泣中等待夏日重现 NaN \n", "\n", " weibo_content \\\n", "0 好像可以在自己幻想的元宇宙里过一辈子好像已经过完了一辈子双鱼座的脑子要不得 \n", "1 反正闭关锁宇宙我们将会面临下一次的闭关锁国融入不了全球经济王峻涛跟你们讲我相信这个元宇宙真的... \n", "2 周深先生之夜元宇宙周深拥有了生米就像拥有了梦的翅膀卡布叻周深放心飞吧生米永相随时尚先生元宇宙... \n", "3 王峻涛其实吧你有空可以再看看这个视频跟你们讲我相信这个元宇宙真的会来虽然不是一下子就到来还需... \n", "4 敬元宇宙让基尔希斯坦的女朋友的微博视频 \n", "\n", " weibo_content_preprocessed submit_time \\\n", "0 好像 幻想 元宇宙 里 一辈子 好像 完 一辈子 双鱼座 脑子 要不得 01月10日 23:59 \n", "1 反正 闭关 锁 宇宙 将会 面临 闭关锁国 融入 全球 经济 王峻涛 讲 元宇宙 真的 一下... 01月10日 23:58 \n", "2 周深 之夜 元宇宙 周深 拥有 生米 拥有 梦 翅膀 卡布 叻 周深 放心 飞 生米 永 相... 01月10日 23:58 \n", "3 王峻涛 有空 视频 讲 元宇宙 真的 一下子 到来 技术 突破 社会 讲 玩 后果 人会 分... 01月10日 23:57 \n", "4 敬 元宇宙 基尔 希斯 坦 女朋友 微博 视频 01月10日 23:57 \n", "\n", " forward_counts comments_counts points_times \n", "0 0 0 0 \n", "1 32 3 0 \n", "2 0 0 0 \n", "3 0 0 0 \n", "4 0 0 5 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 导出微博内容用于BTM聚类分析" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "raw_df['weibo_content_preprocessed'].to_csv('weibo_content_preprocessed.txt',header=None,index=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 数据量大电脑配置不行导致程序经常崩溃,所以采样20000条进行分析" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "raw_df['weibo_content_preprocessed'].sample(20000).to_csv('weibo_content_preprocessed_20000sample.txt',header=None,index=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 查看各种认证信息的数量" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NaN 87597\n", "微博个人认证 33489\n", "微博官方认证 11118\n", "Name: weibo_verification, dtype: int64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_df['weibo_verification'].value_counts(dropna=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 查看转评赞数据平均值" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15.12959517109921\n", "9.262329430274425\n", "14722.48153611086\n" ] } ], "source": [ "print(raw_df['forward_counts'].mean())\n", "print(raw_df['comments_counts'].mean())\n", "print(raw_df['points_times'].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 使用jieba.textrank进行关键词提取" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 加载用户词典" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Building prefix dict from the default dictionary ...\n", "Loading model from cache C:\\Users\\25795\\AppData\\Local\\Temp\\jieba.cache\n", "Loading model cost 0.863 seconds.\n", "Prefix dict has been built successfully.\n" ] } ], "source": [ "jieba.load_userdict('userdic.txt')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "jieba.add_word('元宇宙')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 进行关键词提取并查看" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "text = ' '.join(map(str,raw_df['weibo_content_preprocessed'].values))\n", "\n", "keywords = jieba.analyse.textrank(text,topK=50,withWeight=True,allowPOS=['a','d','n','ns','nr','x','vn'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[('元宇宙', 1.0), ('数字', 0.17124186487688306), ('板块', 0.12655198908970852), ('公司', 0.12143604437289619), ('科技', 0.11711449316867813), ('宇宙', 0.11168316843637238), ('游戏', 0.11167033329905332), ('世界', 0.10852528749451718), ('市场', 0.10625178295237088), ('概念', 0.10585377096590465), ('股份', 0.10217423516337541), ('技术', 0.09635749128561137), ('链接', 0.08799507105575208), ('发展', 0.08378682618721717), ('中国', 0.07648853917732781), ('网页', 0.07509794886409835), ('平台', 0.06775042538561524), ('区块', 0.0656150754655005), ('投资', 0.06306128466289182), ('行业', 0.05942135611133051), ('项目', 0.0591643572102727), ('视频', 0.05262038179690696), ('经济', 0.050925033563070814), ('货币', 0.04719321421580891), ('现实', 0.0461948187018246), ('互联网', 0.045610263540478854), ('藏品', 0.04502954254657213), ('全球', 0.04331268749533565), ('资金', 0.043108810088672865), ('人类', 0.0424905282021997), ('机会', 0.042480916474729034), ('产品', 0.041969518385569386), ('社区', 0.04073608342143041), ('领域', 0.040233735322282076), ('真的', 0.04019051506032536), ('时代', 0.039913094842451806), ('方向', 0.03961305833177352), ('产业', 0.03903979003210436), ('企业', 0.038457079785671686), ('汽车', 0.037998947891446255), ('空间', 0.03733762110010057), ('个股', 0.03629124597747897), ('智能', 0.03613558965148411), ('体验', 0.03586864909103434), ('数据', 0.0358646978206041), ('时间', 0.03584245661809108), ('文化', 0.035634101583426926), ('行情', 0.03547737555211919), ('新能源', 0.03533766946169598), ('财经', 0.035181380418320876)]\n" ] } ], "source": [ "print(keywords)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 词云图可视化" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'元宇宙': 1.0,\n", " '数字': 0.17124186487688306,\n", " '板块': 0.12655198908970852,\n", " '公司': 0.12143604437289619,\n", " '科技': 0.11711449316867813,\n", " '宇宙': 0.11168316843637238,\n", " '游戏': 0.11167033329905332,\n", " '世界': 0.10852528749451718,\n", " '市场': 0.10625178295237088,\n", " '概念': 0.10585377096590465,\n", " '股份': 0.10217423516337541,\n", " '技术': 0.09635749128561137,\n", " '链接': 0.08799507105575208,\n", " '发展': 0.08378682618721717,\n", " '中国': 0.07648853917732781,\n", " '网页': 0.07509794886409835,\n", " '平台': 0.06775042538561524,\n", " '区块': 0.0656150754655005,\n", " '投资': 0.06306128466289182,\n", " '行业': 0.05942135611133051,\n", " '项目': 0.0591643572102727,\n", " '视频': 0.05262038179690696,\n", " '经济': 0.050925033563070814,\n", " '货币': 0.04719321421580891,\n", " '现实': 0.0461948187018246,\n", " '互联网': 0.045610263540478854,\n", " '藏品': 0.04502954254657213,\n", " '全球': 0.04331268749533565,\n", " '资金': 0.043108810088672865,\n", " '人类': 0.0424905282021997,\n", " '机会': 0.042480916474729034,\n", " '产品': 0.041969518385569386,\n", " '社区': 0.04073608342143041,\n", " '领域': 0.040233735322282076,\n", " '真的': 0.04019051506032536,\n", " '时代': 0.039913094842451806,\n", " '方向': 0.03961305833177352,\n", " '产业': 0.03903979003210436,\n", " '企业': 0.038457079785671686,\n", " '汽车': 0.037998947891446255,\n", " '空间': 0.03733762110010057,\n", " '个股': 0.03629124597747897,\n", " '智能': 0.03613558965148411,\n", " '体验': 0.03586864909103434,\n", " '数据': 0.0358646978206041,\n", " '时间': 0.03584245661809108,\n", " '文化': 0.035634101583426926,\n", " '行情': 0.03547737555211919,\n", " '新能源': 0.03533766946169598,\n", " '财经': 0.035181380418320876}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "words_frequence = {x[0]:x[1] for x in keywords}\n", "words_frequence" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "backgroud_Image=plt.imread(r'./METAVERSE3.jpg')\n", "# 若是有中文的话,font_path ='simsun.ttc'必须添加,不然会出现方框,不出现汉字\n", "# simsun.ttc为汉字编码文件,可以从本地windows系统找一个汉字编码文件上传, 如C:\\\\Windows\\Fonts下有许多汉字编码文件\n", "wordcloud = WordCloud(font_path ='simsun.ttc',repeat=True,mask=backgroud_Image,background_color='white',width=2000,height=1000,colormap='cool')\n", "wordcloud = wordcloud.fit_words(words_frequence)\n", "wordcloud.to_file('wordcloud_textrank.png')\n", "plt.imshow(wordcloud)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 保存提取的关键词" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def save_dic(dic,path):\n", " '''\n", " 将字典输出到指定目录下的文件中\n", " 若文件不存在则会自动创建\n", " :param dic: 需要输出的字典\n", " :param path: 输出路径\n", " :return: 无\n", " '''\n", " with open(path,'w') as out_file:\n", " for key in dic.keys():\n", " out_file.write(\"{}:{}\\n\".format(key, dic.get(key)))\n", " out_file.flush()\n", " out_file.close()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "save_dic(words_frequence,'keywords.txt')" ] } ], "metadata": { "interpreter": { "hash": "7758e92e9a61d7a3490898707f7eeb937c85e9d1e8d4e877cc6c187218f226d5" }, "kernelspec": { "display_name": "Python 3.6.13 ('base')", "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": "3.6.13" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }