“占领华尔街”运动中的民众表达

——基于推特评论的数据分析

组员:王玉,赵恩澈,丁文娴

一、摘要

本文致力于对占领华尔街运动的相关推特进行研究分析。首先对推特内容进行清洗和描述,并选择2012年1月27日的11992条推特进行进一步分析,发现推特数和发布人数之间存在幂律分布关系,凌晨和晚间是推特发布高峰。同时提取积极与消极言论,建立情感模型,并构建出给用户推荐Hashtag的推荐系统。最后根据推特评论构建出关系网络,经分析发现发现绝大多数用户集中在网络边缘,意见领袖数量较少且比较分散。

二、引言

2011年9月17日,上千名示威者聚集在美国纽约曼哈顿,试图占领华尔街。人们通过互联网组织起来,宣称要反对美国政治中权钱交易、两党政争以及社会不公正的状况。抗议活动逐渐升级,逐渐成为席卷全美的群众性社会运动。而推特是西方民众发表观点的重要平台,从中可一窥舆情态势。网民对占领华尔街运动持怎样的态度?推特的发布在时间等维度上有何特点?评论的网络又存在怎样的特征?带着诸多好奇与疑问,我们展开了对推特评论的分析。

三、研究思路

本文的研究思路是从整体到具体、由浅入深、由单独个人到社交关联。首先对整体推特文本进行分析描述,观察特征后,选择其中具体一天的本文展开深入研究。
对具体某天的推特文本首先进行总体描述,而后深入挖掘文本,包括建立情感分析模型与推荐系统,最后构建评论网络,对其进行描述分析,观察网民之间的互动关系。

四、研究发现

1.homework1

解决的问题:对推特数据进行总体分析,计算每一天有多少条tweets,提取某一天的数据dat,存到硬盘里。

过程:解压文件,在python中打开,查看总行数与变量名,处理错误换行,用pandas正确分列,查看每一天的tweets数量,随机选择了1月27日,将27日的tweets保存为一个新的dat格式文件,那天有11992条tweets。

2.homework2

解决的问题:对1月27日的dat数据进行清洗和描述,进行文本分析,建立情感分析模型。

过程:首先读取1月27日的数据,查看总行数与变量名,处理错误换行,删除无意义字符。然后对数据进行统计和描述,当天共有11992条推文发出,来自4785名用户,有9442条原创内容,发文数量最多的作者名为owsar,一天发布了469条;而人气最高的推文是用户OccupyWallStNYC发布的,得到89次转载。此外,我们还发现推特数和发布人数之间存在幂律分布关系,绝大部分人在这一天中发布的推特数都很少,只有少数人发布的推特达到两位数。将发布推特数和概率进行拟合,发现二者呈现反比关系。以一天内发布的时间和推特数分别为横纵坐标绘制散点图,我们可以看到这天凌晨和晚上20时左右是推特发布的两个高峰时段,早上10时是发布推特最少的时间。由于该日为工作日,上午10时为工作、学习时间,可能导致发推数量进入低谷。而凌晨和晚间是个人使用网络的集中时间段,这也与我们认知中的生活习惯相吻合。

接着我们对该日的推特的内容进行了清洗,把内容列单独保存成txt文件,进行文本分析。首先打开文件,观察前几页评论内容,发现对于占领华尔街运动网民的情绪和态度基本以负面为主,几乎没有看到正面言论,有一些是反讽的语句,所以我们将包含“fuck”“shut up”“jerk”等愤怒情绪的评论定义为“negative”,将理性表达观点、参与讨论的评论定义为“positive”,如“OWS has left an indelible impression on the GOP race; time will tell what effect it has on the Democratic side politics Water Has A “Memory” |Watch:tcot tlot ows p2 teaparty”。我们各选择了五句negative和positive的评论作为训练集,选择了朴素贝叶斯分类器,构建情感分析模型。然后我们随机选择了几句评论进行试验,例如i've fallen in love with the badass members of Poland\'s parliament protesting ACTA :)Anonymous OWS SOPA,虽然我们没有定义badass为negative,但是模型做出了正确的识别,情感为positive的评论也都能够正确识别。经计算,此模型的总准确率为60.000000%。

3.homework3

解决的问题1:构建给用户推荐Hashtag的推荐系统,将数据整理为人、hashtag、次数的格式,对以上数据构建基于物的相似性的推荐系统。
过程:首先对tweets文本中的数据进行整理,构建出{用户名:{hashtag:次数}}的字典,而后定义系列函数,构建基于物的相似性的推荐系统。

解决的问题2:构建评论网络,对评论网络进行描述和分析。
过程:首先从推特文本中利用正则表达式提取出@的用户,将@用户和原用户一一对应,构建出关系网络列表,其中共有5333个节点,8247条边,平均度是1.5464,并对网络的平均连接度、平均邻度、紧密中心度进行了计算。而后根据数据绘图,观察图形发现绝大多数用户集中在网络边缘,意见领袖数量较少且较为分散。27号一日之内,绝大多数推特得到转发的次数都很少。

五、总结论

1.通过对内容的分析,发现关于占领华尔街运动的推特内容以负面言论为主,其中不乏言辞激烈的语句,多见俚语脏话。
2.推特数和发布人数之间存在幂律分布关系,绝大部分人在这一天中发布的推特数都很少,只有少数人发布的推特达到两位数。而生活中许多事情也都符合这一关系,比如商品市场中广为应用的长尾理论。
3.经过对推特转发网络的分析,发现绝大多数用户集中在网络边缘。在我们所选取的27日,没有出现明显的意见领袖,没有诞生出现象级推文。

In [3]:
with open("/Users/YOLLY/desktop/cjc/ows-raw") as f:
    tweets = f.readlines()
In [2]:
len(tweets)
Out[2]:
6900830
In [3]:
varNames = tweets[0].replace('\n', '').split(',')
varNames
Out[3]:
['"Twitter ID"',
 'Text',
 '"Profile Image URL"',
 'Day',
 'Hour',
 'Minute',
 '"Created At"',
 'Geo',
 '"From User"',
 '"From User ID"',
 'Language',
 '"To User"',
 '"To User ID"',
 'Source']
In [4]:
with open("/Users/YOLLY/desktop/cjc/ows-raw", 'w') as f:
    right_line = '' 
    blocks = [] 
    for line in tweets:
        right_line += line.replace('\n', ' ')
        line_length = len(right_line.split(','))
        if line_length >= 14:
            blocks.append(right_line)
            right_line = ''
    for i in blocks:
        f.write(i + '\n')
In [5]:
with open("/Users/YOLLY/desktop/cjc/ows-raw", 'rb') as f:
    chunk = f.readlines()
In [6]:
len(chunk)
Out[6]:
6602186
In [7]:
import csv
clean_lines = (line.replace('\x00','') \
               for line in chunk[1:])
lines = csv.reader(clean_lines, delimiter=',', \
                   quotechar='"')
In [8]:
import pandas as pd

df = pd.read_csv("/Users/YOLLY/desktop/cjc/ows-raw",\
                 sep = ',', quotechar='"',error_bad_lines=False)
Skipping line 5051743: expected 14 fields, saw 15

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In [10]:
df[:3]
Out[10]:
Twitter ID Text Profile Image URL Day Hour Minute Created At Geo From User From User ID Language To User To User ID Source
0 121813144174727168 RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLIN... http://a2.twimg.com/profile_images/1539375713/... 2011-10-06 5 4 2011-10-06 05:04:51 N; Anonops_Cop 401240477 en NaN 0 <a href="http://twitter.com/">...
1 121813146137657344 @jamiekilstein @allisonkilkenny Interesting in... http://a2.twimg.com/profile_images/1574715503/... 2011-10-06 5 4 2011-10-06 05:04:51 N; KittyHybrid 34532053 en jamiekilstein 2149053 <a href="http://twitter.com/">...
2 121813150000619521 @Seductivpancake Right! Those guys have a vict... http://a1.twimg.com/profile_images/1241412831/... 2011-10-06 5 4 2011-10-06 05:04:52 N; nerdsherpa 95067344 en Seductivpancake 19695580 <a href="http://www.echofon.com/"...
In [9]:
from collections import defaultdict
data_dict = defaultdict(int)
line_num = 0
tweets = csv.reader((line.replace('\x00','') for line in chunk[1:]), delimiter=',', quotechar='"')
for i in tweets:
    line_num +=1
    data_dict[i[3]] +=1 # i[3] 是日期列
In [10]:
data_dict.items()[:]
Out[10]:
[('', 1),
 ('http://a0.twimg.com/profile_images/1662841731/tree_6_normal.jpg', 1),
 ('2012-01-23', 14896),
 ('http://a3.twimg.com/profile_images/1678532567/upAv-4edf08b0b4d66_normal.jpg',
  1),
 ('http://a3.twimg.com/profile_images/1797168631/Blue_Flame_Eagle__normal.jpg',
  1),
 (' ... http://t.co/xYApxZYN #google #OWS #US"', 1),
 ('2011-10-24', 64571),
 ('2011-12-10', 33987),
 ('2011-12-11', 26604),
 ('2011-12-12', 50448),
 ('2011-12-13', 39982),
 ('2011-12-14', 39399),
 ('2011-12-15', 36426),
 ('2011-12-16', 28107),
 ('2011-12-17', 37983),
 ('2011-12-18', 29022),
 ('2011-12-19', 20893),
 ('2012-02-16', 12837),
 ('2012-02-17', 12468),
 ('2012-02-14', 13580),
 ('2012-02-15', 13248),
 ('2012-02-12', 11178),
 ('2012-02-13', 13600),
 ('2012-02-10', 14083),
 ('2012-02-11', 12920),
 ('2012-02-18', 4859),
 ('2011-12-07', 45440),
 ('2011-12-06', 46917),
 ('2011-12-05', 42429),
 ('2011-12-04', 42326),
 ('2011-12-03', 35760),
 ('2011-12-02', 43135),
 ('2011-12-01', 48062),
 ('2011-11-20', 99365),
 ('2011-11-21', 87818),
 ('2011-11-22', 81802),
 ('2011-11-23', 61471),
 ('2011-11-24', 40522),
 ('2011-11-25', 40930),
 ('2011-12-09', 43030),
 ('2011-12-08', 40733),
 ('2012-02-05', 13656),
 ('2012-02-04', 16591),
 ('2012-02-07', 14940),
 ('2012-02-06', 14446),
 ('2012-02-01', 16578),
 ('2012-02-03', 14371),
 ('2012-02-02', 14995),
 ('2012-02-09', 13944),
 ('2012-02-08', 13451),
 ('2011-11-11', 48997),
 ('2011-10-31', 64256),
 ('2011-11-28', 53505),
 ('2012-01-28', 11530),
 ('2011-11-29', 40152),
 ('2012-01-26', 15159),
 ('2012-01-27', 11992),
 ('2012-01-24', 14290),
 ('2012-01-25', 18812),
 ('2012-01-22', 11948),
 ('2011-10-29', 75741),
 ('2012-01-20', 19840),
 ('2012-01-21', 15459),
 ('2011-10-28', 87216),
 ('http://a2.twimg.com/profile_images/1706563831/tw_13557041_1324496816_normal.jpg',
  1),
 ('2011-11-30', 59289),
 ('http://a2.twimg.com/profile_images/1545568775/dont_upload__1__normal.jpg',
  1),
 ('2011-10-23', 64808),
 ('2011-10-22', 70368),
 ('2011-10-21', 75256),
 ('2011-10-20', 73159),
 ('http://a3.twimg.com/profile_images/1736694761/upAv-4f06b39e8faf7_normal.jpg',
  1),
 ('2011-10-27', 137172),
 ('2012-01-31', 18682),
 ('2012-01-30', 27198),
 ('2011-10-26', 141729),
 ('http://a3.twimg.com/profile_images/1165782455/l_12d207f66b2b47a1a3ac1111c3b30f5f_normal.jpg',
  1),
 ('2011-11-26', 44523),
 ('2011-11-27', 42614),
 ('http://a2.twimg.com/profile_images/1557875906/ghostshell02_normal.jpg', 1),
 ('2012-01-01', 33192),
 ('2012-01-02', 19529),
 ('2012-01-03', 22790),
 ('2012-01-04', 16827),
 ('2012-01-05', 11227),
 ('2012-01-06', 10770),
 ('2012-01-07', 14432),
 ('2012-01-08', 15209),
 ('2012-01-09', 16589),
 ('2011-11-01', 62286),
 ('http://a3.twimg.com/profile_images/1630750314/hh_normal.png', 3),
 ('2011-10-12', 67753),
 ('2011-10-13', 98954),
 ('2011-10-10', 78619),
 ('2011-10-11', 67596),
 ('2011-10-16', 165381),
 ('2011-10-17', 113628),
 ('2011-10-14', 148062),
 ('2011-10-15', 161802),
 ('2011-10-18', 103337),
 ('2011-10-19', 88874),
 ('http://a3.twimg.com/profile_images/1744758211/upAv-4f0b8929e74c8_normal.jpg',
  1),
 ('http://a2.twimg.com/profile_images/1178248651/IMG000037_normal.jpg', 1),
 ('2012-01-17', 20692),
 ('2012-01-16', 15844),
 ('2012-01-15', 16264),
 ('2012-01-14', 15046),
 ('2012-01-13', 15683),
 ('2012-01-12', 17705),
 ('2012-01-11', 22665),
 ('2012-01-10', 16829),
 ('http://a0.twimg.com/profile_images/1429928340/1__28__normal.jpeg', 1),
 ('2012-01-19', 14533),
 ('2012-01-18', 18162),
 ('2011-11-06', 55511),
 ('2011-11-07', 52820),
 ('2011-11-04', 63529),
 ('2011-11-05', 65019),
 ('2011-11-02', 74554),
 ('2011-11-03', 92698),
 ('2011-10-07', 65238),
 ('2011-10-06', 49638),
 ('2011-10-09', 65097),
 ('2011-10-08', 65949),
 ('2011-11-08', 47453),
 ('2011-11-09', 46503),
 ('http://a1.twimg.com/profile_images/1227414827/Minas_veste_azul_2_normal.jpg',
  1),
 ('http://a0.twimg.com/profile_images/1609943884/Occupy_USA-logo_normal.jpg',
  1),
 ('http://a2.twimg.com/profile_images/1766564610/rainbow_body_squared_normal.jpg',
  1),
 ('2011-12-30', 17367),
 ('2011-12-31', 14692),
 ('2011-11-15', 409075),
 ('2011-11-14', 59815),
 ('2011-11-17', 279349),
 ('2011-11-16', 126520),
 ('2011-10-30', 77813),
 ('2011-11-10', 52664),
 ('2011-11-13', 45470),
 ('2011-11-12', 38189),
 ('2011-11-19', 107747),
 ('2011-11-18', 154395),
 ('http://a0.twimg.com/profile_images/1687725111/hand_art_normal.jpg', 1),
 ('2011-12-26', 12515),
 ('2012-01-29', 27219),
 ('2011-12-29', 17100),
 ('2011-12-28', 19117),
 ('2011-12-25', 10538),
 ('2011-12-24', 14196),
 ('2011-12-27', 16772),
 ('2011-10-25', 74641),
 ('2011-12-21', 20091),
 ('2011-12-20', 24045),
 ('2011-12-23', 19031),
 ('2011-12-22', 21972)]
In [11]:
alist = ['2012-01-27']
df['Day'].isin(alist) 
df[df['Day'].isin(alist)] 
Out[11]:
Twitter ID Text Profile Image URL Day Hour Minute Created At Geo From User From User ID Language To User To User ID Source
6263754 162686269481156608 The 27 Republican Bills That Aren't About Jobs... http://a3.twimg.com/profile_images/1739660175/... 2012-01-27 0 0 2012-01-27 00:00:03 N; zengreen 170208476 en NaN 0 <a href="http://www.tweetdeck.com&quot...
6263755 162686280986140672 For those interested in #FinancialFriday, the ... http://a1.twimg.com/profile_images/1751422937/... 2012-01-27 0 0 2012-01-27 00:00:06 N; OccupyManJose 386911819 en NaN 0 <a href="http://twitter.com/">...
6263756 162686293048954880 The 27 Republican Bills That Aren't About Jobs... http://a0.twimg.com/profile_images/1209829084/... 2012-01-27 0 0 2012-01-27 00:00:09 N; dohlink 21453088 en NaN 0 <a href="http://www.tweetdeck.com&quot...
6263757 162686297276817408 RT @TheNewDeal: Dear Republicans, ALL YOUR ANC... http://a1.twimg.com/profile_images/1361063617/... 2012-01-27 0 0 2012-01-27 00:00:10 N; CoolR1a 289005244 en NaN 0 <a href="http://twitter.com/">...
6263758 162686299298476032 #WTF?! G3t your FILTHY hand5 0ff my int3rnet! ... http://a2.twimg.com/profile_images/1571529600/... 2012-01-27 0 0 2012-01-27 00:00:10 N; St0pFear 372610625 en NaN 0 <a href="http://twitter.com/download/a...
6263759 162686332718686208 A new quarter of Occupy begins at UC Davis - h... http://a1.twimg.com/profile_images/1768816974/... 2012-01-27 0 0 2012-01-27 00:00:18 N; symphily 238744876 en NaN 0 <a href="http://www.hootsuite.com&quot...
6263760 162686364293406720 RT @TheNewDeal: Dear Republicans, ALL YOUR ANC... http://a0.twimg.com/profile_images/1162964653/... 2012-01-27 0 0 2012-01-27 00:00:26 N; Amy_Etkind 15992672 en NaN 0 <a href="http://twitter.com/">...
6263761 162686372648452096 RT @OccupyAustin: MT @kennethlipp: #Twitter ca... http://a1.twimg.com/profile_images/1768327896/... 2012-01-27 0 0 2012-01-27 00:00:28 N; SilverJediShade 333464348 en NaN 0 <a href="http://www.tweetdeck.com&quot...
6263762 162686390763663360 RT @TheNewDeal: Republicans are Worried About ... http://a1.twimg.com/profile_images/1763408133/... 2012-01-27 0 0 2012-01-27 00:00:32 N; neutronneedle 133609928 en NaN 0 <a href="http://twitter.com/">...
6263763 162686401643679744 ICYMI: February 2009: UBS to Forfeit Secret Cl... http://a2.twimg.com/profile_images/320055989/C... 2012-01-27 0 0 2012-01-27 00:00:35 N; superguts 56390535 en NaN 0 <a href="http://twitter.com/">...
6263764 162686401811451904 'Sorry, knowledge isn't free in your country' ... http://a3.twimg.com/profile_images/1581242447/... 2012-01-27 0 0 2012-01-27 00:00:35 N; Daniel_James80 266994101 en NaN 0 <a href="http://twitter.com/">...
6263765 162686403224928256 RT @TheNewDeal: Dear Republicans, ALL YOUR ANC... http://a0.twimg.com/profile_images/1098021238/... 2012-01-27 0 0 2012-01-27 00:00:35 N; Violetrical 67548940 en NaN 0 <a href="http://twitter.com/">...
6263766 162686404726501376 MAY15 - MAY21 #NATOG8 . #OCCUPYCHICAGO http://... http://a3.twimg.com/profile_images/1759977902/... 2012-01-27 0 0 2012-01-27 00:00:36 N; TrutherHipster 465086652 it NaN 0 <a href="http://www.hootsuite.com&quot...
6263767 162686404730687488 MAY15 - MAY21 #NATOG8 . #OCCUPYCHICAGO http://... http://a1.twimg.com/profile_images/1782615823/... 2012-01-27 0 0 2012-01-27 00:00:36 N; Abdusters 474932367 it NaN 0 <a href="http://www.hootsuite.com&quot...
6263768 162686404911054848 RT @occupywallstnyc: You can now easily contac... http://a2.twimg.com/profile_images/1134620212/... 2012-01-27 0 0 2012-01-27 00:00:36 N; micubita 130863358 en NaN 0 <a href="http://www.hootsuite.com&quot...
6263769 162686405313691648 MAY15 - MAY21 #NATOG8 . #OCCUPYCHICAGO http://... http://a1.twimg.com/profile_images/1246546879/... 2012-01-27 0 0 2012-01-27 00:00:36 N; JuliusMassage 253273286 it NaN 0 <a href="http://www.hootsuite.com&quot...
6263770 162686405934465024 MAY15 - MAY21 #NATOG8 . #OCCUPYCHICAGO http://... http://a2.twimg.com/profile_images/1248584533/... 2012-01-27 0 0 2012-01-27 00:00:36 N; WiziLeaks 254250010 it NaN 0 <a href="http://www.hootsuite.com&quot...
6263771 162686408799174656 Penny Stock Analyst Peter Leeds, publisher of ... http://a0.twimg.com/profile_images/1608614983/... 2012-01-27 0 0 2012-01-27 00:00:37 N; OWSTimes 399166033 en NaN 0 <a href="http://twitterfeed.com" ...
6263772 162686421163978752 Sen. Sanders Pledges to Introduce Legislation ... http://a2.twimg.com/profile_images/1770144757/... 2012-01-27 0 0 2012-01-27 00:00:40 N; EcoJive 338162588 en NaN 0 <a href="http://www.hootsuite.com&quot...
6263773 162686442370367488 RT @TheNewDeal: Republicans are Worried About ... http://a3.twimg.com/profile_images/1372742054/... 2012-01-27 0 0 2012-01-27 00:00:45 N; LipstickLibShow 306872064 en NaN 0 <a href="http://twitter.com/">...
6263774 162686449727180800 RT @TheNewDeal: Dear Republicans, ALL YOUR ANC... http://a0.twimg.com/profile_images/1756094796/... 2012-01-27 0 0 2012-01-27 00:00:46 N; DutchessOfDork 307535336 en NaN 0 <a href="http://twitter.com/">...
6263775 162686457931243520 RT @phenytoin_E: If you have been swept away b... http://a1.twimg.com/profile_images/1770495259/... 2012-01-27 0 0 2012-01-27 00:00:48 N; letfreedomspk 148421672 en NaN 0 <a href="http://www.tweetcaster.com&qu...
6263776 162686462863749120 HEADS UP #occupy @Occupy_DC: Occupy the Alfalf... http://a0.twimg.com/profile_images/1759086170/... 2012-01-27 0 0 2012-01-27 00:00:49 N; kleinjos 371749764 en NaN 0 <a href="http://twitter.com/#!/downloa...
6263777 162686484011417600 Jumping on an outreach/actions meeting call w ... http://a3.twimg.com/profile_images/1652774957/... 2012-01-27 0 0 2012-01-27 00:00:55 N; OccupyFreedomLA 394186223 en NaN 0 <a href="http://twitter.com/">...
6263778 162686496111988736 RT @OpWallStreet: #OccupyWallStreet #OWS : BR... http://a3.twimg.com/profile_images/1781280880/... 2012-01-27 0 0 2012-01-27 00:00:57 N; mom4solidarity 381050725 en NaN 0 <a href="http://twitter.com/">...
6263779 162686499178029056 It's catching. RT @AnonOps: #Polish Parliamen... http://a1.twimg.com/profile_images/1757455275/... 2012-01-27 0 0 2012-01-27 00:00:58 N; Being_James 15137167 en NaN 0 <a href="http://www.hootsuite.com&quot...
6263780 162686517024800768 RT @TheNewDeal: Dear Republicans, ALL YOUR ANC... http://a1.twimg.com/sticky/default_profile_ima... 2012-01-27 0 1 2012-01-27 00:01:02 N; craigsdaughter 346153355 en NaN 0 <a href="http://twitter.com/">...
6263781 162686546225541120 Jan Brewer pointing finger better than Obama b... http://a1.twimg.com/profile_images/1780860320/... 2012-01-27 0 1 2012-01-27 00:01:09 N; NoObamaZombie 474176608 en NaN 0 <a href="http://twitter.com/">...
6263782 162686554500902912 RT @OpWallStreet: #OccupyWallStreet #OWS : BR... http://a3.twimg.com/profile_images/1719301054/... 2012-01-27 0 1 2012-01-27 00:01:11 N; Wildey2 386653565 en NaN 0 <a href="http://twitter.com/">...
6263783 162686555981488128 RT @TheNewDeal: Dear Republicans, ALL YOUR ANC... http://a2.twimg.com/profile_images/1782441286/... 2012-01-27 0 1 2012-01-27 00:01:12 N; dilekdt 193699557 en NaN 0 <a href="http://twitter.com/">...
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6275716 163047679369297920 RT @DecolonizeWS: Don't #Decolonize Your Mind,... http://a3.twimg.com/profile_images/636387153/P... 2012-01-27 23 56 2012-01-27 23:56:10 N; realtucsonn8tiv 105675535 en NaN 0 <a href="http://twitter.com/">...
6275717 163047688454152192 @WeGotEd I am curating all the objections to #... http://a2.twimg.com/profile_images/1668244520/... 2012-01-27 23 56 2012-01-27 23:56:12 N; kbucketusa 260377929 en WeGotEd 37666933 <a href="http://www.socialoomph.com&qu...
6275718 163047692996579328 RT @JCActive: #OWS, #99% of USA, dare to go #b... http://a2.twimg.com/profile_images/1661525666/... 2012-01-27 23 56 2012-01-27 23:56:13 N; WhoMakesTheFood 423013004 en NaN 0 <a href="http://www.tweets60.com/&quot...
6275719 163047714664361984 RT @LCranston1939: Daily Kos: Wall Street dono... http://a3.twimg.com/profile_images/1756080735/... 2012-01-27 23 56 2012-01-27 23:56:19 N; hotcoffeeandpie 86164231 en NaN 0 <a href="http://levelupstudio.com/plum...
6275720 163047741340123136 [Dr. Pat] occupy london http://t.co/JkmurNoD ... http://a3.twimg.com/profile_images/1744758211/... 2012-01-27 23 56 2012-01-27 23:56:26 N; occupyFlickr 428174621 it NaN 0 <a href="http://props.org/" rel=&...
6275721 163047753486839808 RT @Orion_Anon: FBI arrests cops for rampant a... http://a0.twimg.com/profile_images/1748716852/... 2012-01-27 23 56 2012-01-27 23:56:28 N; JamiaKelly 377540405 en NaN 0 <a href="http://twitter.com/">...
6275722 163047774840037376 #RonPaul live in Lewiston, Maine - Re-tweet P... http://a3.twimg.com/profile_images/1765779062/... 2012-01-27 23 56 2012-01-27 23:56:33 N; DebunkTheMedia 171389416 en NaN 0 <a href="http://www.tweetdeck.com&quot...
6275723 163047788861591552 RT @Occupy55: #OO #OWS #OSF #OSJ #StopACTA #Tw... http://a0.twimg.com/profile_images/1782845562/... 2012-01-27 23 56 2012-01-27 23:56:36 N; The99Percenters 16988154 en NaN 0 <a href="http://twitter.com/">...
6275724 163047804837691392 RT @TheNewDeal: Eric Cantor Busted Insider Tra... http://a0.twimg.com/profile_images/1152427324/... 2012-01-27 23 56 2012-01-27 23:56:40 N; myredmondonline 65036335 en NaN 0 <a href="http://twitter.com/tweetbutto...
6275725 163047807102631936 #SOPA, #PIPA, #ACTA, HR 1981 Vs Internet Free... http://a0.twimg.com/profile_images/1629408902/... 2012-01-27 23 56 2012-01-27 23:56:41 N; best_of_iran 408019422 it NaN 0 <a href="http://www.bestoftheinternets...
6275726 163047828044783616 RT @99_film: Penn Badgley Sticks It To Bloombe... http://a0.twimg.com/profile_images/1783890767/... 2012-01-27 23 56 2012-01-27 23:56:46 N; Krrrrrrristen 325340415 en NaN 0 <a href="http://www.tweetcaster.com&qu...
6275727 163047837049962496 RT @TheNewDeal: GOP Presidential Candidates Te... http://a1.twimg.com/profile_images/1223669720/... 2012-01-27 23 56 2012-01-27 23:56:48 N; careerfed 19262912 en NaN 0 <a href="http://twitter.com/tweetbutto...
6275728 163047844473872384 RT @preciousliberty: Mark Levin caller - a neu... http://a1.twimg.com/profile_images/1530342870/... 2012-01-27 23 56 2012-01-27 23:56:50 N; NNealWhitefield 43598363 en NaN 0 <a href="http://www.hootsuite.com&quot...
6275729 163047875482370048 non-toxic, edible #food? right on, birke baeh... http://a3.twimg.com/profile_images/1181177217/... 2012-01-27 23 56 2012-01-27 23:56:57 N; completelybaked 27754979 en NaN 0 <a href="http://twitter.com/tweetbutto...
6275730 163047920806014976 RT @TheNewDeal: THE ECONOMY IS IMPROVING UNDER... http://a2.twimg.com/profile_images/1379751985/... 2012-01-27 23 57 2012-01-27 23:57:08 N; 1Spinnellie 21301931 en NaN 0 <a href="http://twitter.com/tweetbutto...
6275731 163047998413221888 Curious who in the 99% has no aspirations to b... http://a3.twimg.com/profile_images/1771198372/... 2012-01-27 23 57 2012-01-27 23:57:26 a:2:{s:11:"coordinates";a:2:{i:0;d:41.80630000... cxi 7192292 en NaN 0 <a href="http://twitter.com/#!/downloa...
6275732 163048008366301184 RT @kgosztola: Remembering Howard Zinn: Noam C... http://a1.twimg.com/profile_images/1779796483/... 2012-01-27 23 57 2012-01-27 23:57:29 N; monic2420 347020278 en NaN 0 <a href="http://twitter.com/tweetbutto...
6275733 163048087890296832 @GOPLeader http://t.co/kkzwoPMt Rt #OWS #p2 #tcot http://a3.twimg.com/profile_images/1587482756/... 2012-01-27 23 57 2012-01-27 23:57:48 N; Kevin_byDesign 22533825 en GOPLeader 18891923 <a href="http://twitter.com/">...
6275734 163048180102070272 Read @CREDOMobile's update on their campaign t... http://a0.twimg.com/profile_images/1003438717/... 2012-01-27 23 58 2012-01-27 23:58:10 N; Mlary77 92143637 en NaN 0 <a href="http://twitter.com/tweetbutto...
6275735 163048192986988544 RT @TheNewDeal: GOP Presidential Candidates Te... http://a2.twimg.com/profile_images/1674180859/... 2012-01-27 23 58 2012-01-27 23:58:13 N; ibnkafka 14250699 en NaN 0 <a href="http://twitter.com/tweetbutto...
6275736 163048288482885632 Occupy protesters disrupt NY foreclosure aucti... http://a1.twimg.com/profile_images/1395669560/... 2012-01-27 23 58 2012-01-27 23:58:35 N; Vcrow 16489200 en NaN 0 <a href="http://twitter.com/tweetbutto...
6275737 163048312797282304 Thanks! RT @OccupyPeninsula "OccupyRWC" is now... http://a3.twimg.com/profile_images/1780629177/... 2012-01-27 23 58 2012-01-27 23:58:41 N; OccupyRWC 390244758 en OccupyPeninsula 399791922 <a href="http://twitter.com/">...
6275738 163048344015470592 Oakland! #OO #OSF #OSJ #OWS #OccupyOakland Rem... http://a2.twimg.com/profile_images/1713618046/... 2012-01-27 23 58 2012-01-27 23:58:49 N; Occupy55 409846832 en NaN 0 <a href="http://twitter.com/">...
6275739 163048358712324096 ALL NEED2know this Journey has been a #Devine ... http://a3.twimg.com/profile_images/1734635386/... 2012-01-27 23 58 2012-01-27 23:58:52 N; Anne124 29853783 en NaN 0 <a href="http://twitter.com/#!/downloa...
6275740 163048530280316928 RT @TheNewDeal: THE ECONOMY IS IMPROVING UNDER... http://a0.twimg.com/profile_images/1106458161/... 2012-01-27 23 59 2012-01-27 23:59:33 N; akabob2019 81951934 en NaN 0 <a href="http://twitter.com/tweetbutto...
6275741 163048533652549632 Twas an excellent day to shut Chase Bank DOWN!... http://a2.twimg.com/profile_images/1763300132/... 2012-01-27 23 59 2012-01-27 23:59:35 N; rosie2656 38104433 en NaN 0 <a href="http://twitter.com/#!/downloa...
6275742 163048592767070208 RT @LCranston1939: Daily Kos: Wall Street dono... http://a0.twimg.com/profile_images/1567858757/... 2012-01-27 23 59 2012-01-27 23:59:48 N; morphusbfly 122309663 en NaN 0 <a href="http://levelupstudio.com/plum...
6275743 163048603663867904 .@ClaudeAdair we #ows agree, comrade. We need... http://a0.twimg.com/profile_images/1700651771/... 2012-01-27 23 59 2012-01-27 23:59:51 N; TheOccupyCult 409122325 en ClaudeAdair 385736746 <a href="http://twitter.com/">...
6275744 163048604293013504 RT @OWSAtlanta: We're not leaving. Give the Pi... http://a3.twimg.com/profile_images/94202611/li... 2012-01-27 23 59 2012-01-27 23:59:51 N; connectedways 19837809 en NaN 0 <a href="http://twitter.com/#!/downloa...
6275745 163048621397389312 Get the #Renewable #Energy Story Straight, Big... http://a3.twimg.com/profile_images/1181177217/... 2012-01-27 23 59 2012-01-27 23:59:55 N; completelybaked 27754979 en NaN 0 <a href="http://twitter.com/tweetbutto...

11992 rows × 14 columns

In [12]:
df0127 = df[df['Day'].isin(alist)]
In [14]:
type(df0127)
Out[14]:
pandas.core.frame.DataFrame
In [86]:
df0127.to_csv("/Users/YOLLY/desktop/cjc/tweet0127.dat")