{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# weibo_senti_100k 说明\n", "0. **下载地址:** [百度网盘](https://pan.baidu.com/s/1DoQbki3YwqkuwQUOj64R_g)\n", "1. **数据概览:** 10 万多条,带情感标注 新浪微博,正负向评论约各 5 万条\n", "2. **推荐实验:** 情感/观点/评论 倾向性分析\n", "2. **数据来源:** [新浪微博](https://weibo.com/)\n", "3. **原数据集:** [新浪微博,情感分析标记语料共12万条](https://download.csdn.net/download/weixin_38442818/10214750),网上搜集,具体作者、来源不详\n", "4. **加工处理:**\n", " 1. 将原来的 2 份文档,整合成 1 份 csv 文件\n", " 2. 编码统一为 UTF-8\n", " 3. 去重" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "path = 'weibo_senti_100k_文件夹_所在_路径'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. weibo_senti_100k.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 加载数据" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "评论数目(总体):119988\n", "评论数目(正向):59993\n", "评论数目(负向):59995\n" ] } ], "source": [ "pd_all = pd.read_csv(path + 'weibo_senti_100k.csv')\n", "\n", "print('评论数目(总体):%d' % pd_all.shape[0])\n", "print('评论数目(正向):%d' % pd_all[pd_all.label==1].shape[0])\n", "print('评论数目(负向):%d' % pd_all[pd_all.label==0].shape[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 字段说明\n", "\n", "| 字段 | 说明 |\n", "| ---- | ---- |\n", "| label | 1 表示正向评论,0 表示负向评论 |\n", "| review | 微博内容 |" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
| \n", " | label | \n", "review | \n", "
|---|---|---|
| 62050 | \n", "0 | \n", "太过分了@Rexzhenghao //@Janie_Zhang:招行最近负面新闻越来越多呀... | \n", "
| 68263 | \n", "0 | \n", "希望你?得好?我本"?肥血?史"[晕][哈哈]@Pete三姑父 | \n", "
| 81472 | \n", "0 | \n", "有点想参加????[偷?]想安排下时间再决定[抓狂]//@黑晶晶crystal: @细腿大羽... | \n", "
| 42021 | \n", "1 | \n", "[给力]感谢所有支持雯婕的芝麻![爱你] | \n", "
| 7777 | \n", "1 | \n", "2013最后一天,在新加坡开心度过,向所有的朋友们问声:新年快乐!2014年,我们会更好[调... | \n", "
| 100399 | \n", "0 | \n", "大中午出门办事找错路,曝晒中。要多杯具有多杯具。[泪][泪][汗] | \n", "
| 82398 | \n", "0 | \n", "马航还会否认吗?到底在隐瞒啥呢?[抓狂]//@头条新闻: 转发微博 | \n", "
| 106423 | \n", "0 | \n", "克罗地亚球迷很爱放烟火!球又没进,就硝烟四起。[晕] | \n", "
| 24798 | \n", "1 | \n", "[抱抱]福芦 TangRoulou 吉祥书 8.8折优惠 >>> http://t.cn/z... | \n", "
| 6598 | \n", "1 | \n", "回复@钱旭明QXM:[嘻嘻][嘻嘻] //@钱旭明QXM:杨大哥[good][good][g... | \n", "
| 53920 | \n", "1 | \n", "人家这脸长的!!!!!![哈哈] | \n", "
| 15587 | \n", "1 | \n", "这个价不算高,和一天内训相比相差无几。。[哈哈]//@博通传媒v: 6个月!一个月工资1万,... | \n", "
| 101237 | \n", "0 | \n", "终于收工啦,脚丫子快冻掉了[泪][泪][泪] | \n", "
| 82449 | \n", "0 | \n", "我决定从今天开始我想吃什么就去吃什么,一个人吃也无所谓,重点是不要因为别人的意见委屈了自己[... | \n", "
| 32537 | \n", "1 | \n", "飘雪的北京 需要双份早餐.......//@美食天下: [哈哈]//@王淼Margay: 屁... | \n", "
| 10630 | \n", "1 | \n", "[耶],这个太赞了,生活大爆炸第六季马上要出啦[鼓掌] //@-郑瑜-:这个不错 //@经典... | \n", "
| 85130 | \n", "0 | \n", "刚追完#倾世皇妃#,#千山暮雪#又紧随其后,网速和更新速度都太不给力,尽管我看过原著,还是焦... | \n", "
| 105956 | \n", "0 | \n", "晚上看金二胖?察前?,推出的火炮基座?糟了,可以PK了[泪] //@艾米粒er: //@wi... | \n", "
| 72391 | \n", "0 | \n", "必须把中国足球的伟大,用我的职业演说出来 //@袁腾飞:[泪] | \n", "
| 10761 | \n", "1 | \n", "[鼓掌] //@宁波香格里拉大酒店: 小编来答疑,周五晚惊艳全场的树根蛋糕到底有多长?蛋糕全... | \n", "