下面是我优达学城项目三的记录报告 里面的思路和文字说明大多都在代码块里面的注释中，#后面?，可能不太容易看，需要认真看。?
#导入可能需要的包
import os
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import json
import os
import requests
from pprint import pprint
import re
1. 收集 # 通过编程方式获得文件，1）image-predictions.tsv
url = "https://raw.githubusercontent.com/udacity/new-dand-advanced-china/master/%E6%95%B0%E6%8D%AE%E6%B8%85%E6%B4%97/WeRateDogs%E9%A1%B9%E7%9B%AE/image-predictions.tsv"
response = requests.get(url)
with open (os.path.join(url.split("/")[-1]),mode="wb" ) as file:
file.write(response.content) #把文本文件写入文件中去。存下来
print("下载完毕！")
#!ls
下载完毕！
# 通过编程方式下载文件，2）twitter-archive-enhanced.csv 下载完成
url2 = "https://raw.githubusercontent.com/udacity/new-dand-advanced-china/master/%E6%95%B0%E6%8D%AE%E6%B8%85%E6%B4%97/WeRateDogs%E9%A1%B9%E7%9B%AE/twitter-archive-enhanced.csv"
# url = "https://raw.githubusercontent.com/udacity/new-dand-advanced-china/master/%E6%95%B0%E6%8D%AE%E6%B8%85%E6%B4%97/WeRateDogs%E9%A1%B9%E7%9B%AE/image-predictions.tsv"
response2 = requests.get(url2)
with open (os.path.join(url2.split("/")[-1]),mode="wb" ) as file:
file.write(response2.content) #把文本文件写入文件中去。存下来
print("下载完毕！")
#!ls
下载完毕！
# 通过编程方式下载文件，3）twitter-archive-enhanced.csv 下载完成
url3 = "https://raw.githubusercontent.com/udacity/new-dand-advanced-china/master/%E6%95%B0%E6%8D%AE%E6%B8%85%E6%B4%97/WeRateDogs%E9%A1%B9%E7%9B%AE/tweet_json.txt"
response3 = requests.get(url3)
with open (os.path.join(url3.split("/")[-1]),mode="wb" ) as file:
file.write(response3.content) #把文本文件写入文件中去。存下来
print("下载完毕！")
#!ls #检查文件是否有下载到路径中去。
下载完毕！
2.评估 陆续读取打开各个文件以查看数据情况 #先读取
#读取出这几个文件
twitter_achieve = pd.read_csv("twitter-archive-enhanced.csv")
image_predictions = pd.read_csv("image-predictions.tsv",sep="\t")
twitter_achieve[twitter_achieve['expanded_urls'].isnull()]
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo 30 886267009285017600 8.862664e+17 2.281182e+09 2017-07-15 16:51:35 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @NonWhiteHat @MayhewMayhem omg hello tanner yo... NaN NaN NaN NaN 12 10 None None None None None 55 881633300179243008 8.816070e+17 4.738443e+07 2017-07-02 21:58:53 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @roushfenway These are good dogs but 17/10 is ... NaN NaN NaN NaN 17 10 None None None None None 64 879674319642796034 8.795538e+17 3.105441e+09 2017-06-27 12:14:36 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @RealKentMurphy 14/10 confirmed NaN NaN NaN NaN 14 10 None None None None None 113 870726314365509632 8.707262e+17 1.648776e+07 2017-06-02 19:38:25 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" 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NaN NaN NaN NaN 10 10 None None None None None 148 863427515083354112 8.634256e+17 7.759620e+07 2017-05-13 16:15:35 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @Jack_Septic_Eye I'd need a few more pics to p... NaN NaN NaN NaN 12 10 None None None None None 179 857214891891077121 8.571567e+17 1.806710e+08 2017-04-26 12:48:51 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @Marc_IRL pixelated af 12/10 NaN NaN NaN NaN 12 10 None None None None None 185 856330835276025856 NaN NaN 2017-04-24 02:15:55 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... RT @Jenna_Marbles: @dog_rates Thanks for ratin... 8.563302e+17 66699013.0 2017-04-24 02:13:14 +0000 NaN 14 10 None None None None None 186 856288084350160898 8.562860e+17 2.792810e+08 2017-04-23 23:26:03 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @xianmcguire @Jenna_Marbles Kardashians wouldn... NaN NaN NaN NaN 14 10 None None None None None 188 855862651834028034 8.558616e+17 1.943518e+08 2017-04-22 19:15:32 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @dhmontgomery We also gave snoop dogg a 420/10... NaN NaN NaN NaN 420 10 None None None None None 189 855860136149123072 8.558585e+17 1.361572e+07 2017-04-22 19:05:32 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @s8n You tried very hard to portray this good ... NaN NaN NaN NaN 666 10 None None None None None 218 850333567704068097 8.503288e+17 2.195506e+07 2017-04-07 13:04:55 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @markhoppus MARK THAT DOG HAS SEEN AND EXPERIE... NaN NaN NaN NaN 13 10 None None None None None 228 848213670039564288 8.482121e+17 4.196984e+09 2017-04-01 16:41:12 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... Jerry just apuppologized to me. He said there ... NaN NaN NaN NaN 11 10 None None None None None 234 847617282490613760 8.476062e+17 4.196984e+09 2017-03-31 01:11:22 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... [email protected] PUPDATE: Cannon has a heart ... NaN NaN NaN NaN 13 10 None None None None None 274 840698636975636481 8.406983e+17 8.405479e+17 2017-03-11 22:59:09 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @0_kelvin_0 >10/10 is reserved for puppos s... NaN NaN NaN NaN 10 10 None None None None None 290 838150277551247360 8.381455e+17 2.195506e+07 2017-03-04 22:12:52 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external 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NaN NaN NaN NaN 15 10 None None None None None 313 835246439529840640 8.352460e+17 2.625958e+07 2017-02-24 21:54:03 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @jonnysun @Lin_Manuel ok jomny I know you're e... 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nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @docmisterio account started on 11/15/15 NaN NaN NaN NaN 11 15 None None None None None 346 831926988323639298 8.319030e+17 2.068372e+07 2017-02-15 18:03:45 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @UNC can confirm 12/10 NaN NaN NaN NaN 12 10 None None None None None 375 828361771580813312 NaN NaN 2017-02-05 21:56:51 +0000 <a href="http://twitter.com" target="_blank" rel="external nofollow" rel="nofollow">Tw... Beebop and Doobert should start a band 12/10 w... NaN NaN NaN NaN 12 10 None None None None None 387 826598799820865537 8.265984e+17 4.196984e+09 2017-02-01 01:11:25 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... I was going to do 007/10, but the joke wasn't ... NaN NaN NaN NaN 7 10 None None None None None 409 823333489516937216 8.233264e+17 1.582854e+09 2017-01-23 00:56:15 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @HistoryInPics 13/10 NaN NaN NaN NaN 13 10 None None None None None 427 821153421864615936 8.211526e+17 1.132119e+08 2017-01-17 00:33:26 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @imgur for a polar bear tho I'd say 13/10 is a... NaN NaN NaN NaN 13 10 None None None None None 498 813130366689148928 8.131273e+17 4.196984e+09 2016-12-25 21:12:41 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... I've been informed by multiple sources that th... NaN NaN NaN NaN 12 10 None None None None None 513 811647686436880384 8.116272e+17 4.196984e+09 2016-12-21 19:01:02 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... PUPDATE: I've been informed that Augie was act... NaN NaN NaN NaN 11 10 None None None None None 570 801854953262350336 8.018543e+17 1.185634e+07 2016-11-24 18:28:13 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... [email protected] OMG THE TINY HAT I'M GOING TO HAVE... NaN NaN NaN NaN 11 10 None None None None None 576 800859414831898624 8.008580e+17 2.918590e+08 2016-11-22 00:32:18 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @SkyWilliams doggo simply protecting you from ... NaN NaN NaN NaN 11 10 None doggo None None None 611 797165961484890113 7.971238e+17 2.916630e+07 2016-11-11 19:55:50 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @JODYHiGHROLLER it may be an 11/10 but what do... NaN NaN NaN NaN 11 10 None None None None None 701 786051337297522688 7.727430e+17 7.305050e+17 2016-10-12 03:50:17 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... 13/10 for breakdancing puppo @shibbnbot NaN NaN NaN NaN 13 10 None None None None puppo 707 785515384317313025 NaN NaN 2016-10-10 16:20:36 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... Today, 10/10, should be National Dog Rates Day NaN NaN NaN NaN 10 10 None None None None None 843 766714921925144576 7.667118e+17 4.196984e+09 2016-08-19 19:14:16 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... His name is Charley and he already has a new s... NaN NaN NaN NaN 13 10 None None None None None 857 763956972077010945 7.638652e+17 1.584641e+07 2016-08-12 04:35:10 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @TheEllenShow I'm not sure if you know this bu... NaN NaN NaN NaN 12 10 None doggo None None None 967 750381685133418496 7.501805e+17 4.717297e+09 2016-07-05 17:31:49 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... 13/10 such a good doggo\[email protected] NaN NaN NaN NaN 13 10 None doggo None None None 1005 747651430853525504 7.476487e+17 4.196984e+09 2016-06-28 04:42:46 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... Other pupper asked not to have his identity sh... NaN NaN NaN NaN 12 10 None None None pupper None 1080 738891149612572673 7.384119e+17 3.589728e+08 2016-06-04 00:32:32 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @mount_alex3 13/10 NaN NaN NaN NaN 13 10 None None None None None 1295 707983188426153984 7.079801e+17 2.319108e+09 2016-03-10 17:35:20 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... @serial @MrRoles OH MY GOD I listened to all o... NaN NaN NaN NaN 12 10 None None None None None 1345 704491224099647488 7.044857e+17 2.878549e+07 2016-03-01 02:19:31 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... 13/10 hero af\[email protected] NaN NaN NaN NaN 13 10 None None None None None 1445 696518437233913856 NaN NaN 2016-02-08 02:18:30 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... Oh my god 10/10 for every little hot dog pupper NaN NaN NaN NaN 10 10 None None None pupper None 1446 696490539101908992 6.964887e+17 4.196984e+09 2016-02-08 00:27:39 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... After reading the comments I may have overesti... NaN NaN NaN NaN 1 10 None None None None None 1474 693644216740769793 6.936422e+17 4.196984e+09 2016-01-31 03:57:23 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... BREAKING PUPDATE: I've just been notified that... NaN NaN NaN NaN 10 10 None None None None None 1479 693582294167244802 6.935722e+17 1.198989e+09 2016-01-30 23:51:19 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... Personally I'd give him an 11/10. Not sure why... NaN NaN NaN NaN 11 10 None None None None None 1497 692423280028966913 6.924173e+17 4.196984e+09 2016-01-27 19:05:49 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... PUPDATE: just noticed this dog has some extra ... NaN NaN NaN NaN 9 10 None None None None None 1523 690607260360429569 6.903413e+17 4.670367e+08 2016-01-22 18:49:36 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... 12/10 @LightningHoltt NaN NaN NaN NaN 12 10 None None None None None 1598 686035780142297088 6.860340e+17 4.196984e+09 2016-01-10 04:04:10 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... Yes I do realize a rating of 4/20 would've bee... NaN NaN NaN NaN 4 20 None None None None None 1605 685681090388975616 6.855479e+17 4.196984e+09 2016-01-09 04:34:45 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... Jack deserves another round of applause. If yo... NaN NaN NaN NaN 14 10 None None None None None 1618 684969860808454144 6.849598e+17 4.196984e+09 2016-01-07 05:28:35 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... For those who claim this is a goat, u are wron... NaN NaN NaN NaN 5 10 None None None None None 1663 682808988178739200 6.827884e+17 4.196984e+09 2016-01-01 06:22:03 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... I'm aware that I could've said 20/16, but here... NaN NaN NaN NaN 20 16 None None None None None 1689 681340665377193984 6.813394e+17 4.196984e+09 2015-12-28 05:07:27 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... I've been told there's a slight possibility he... NaN NaN NaN NaN 5 10 None None None None None 1774 678023323247357953 6.780211e+17 4.196984e+09 2015-12-19 01:25:31 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... After getting lost in Reese's eyes for several... NaN NaN NaN NaN 13 10 None None None None None 1819 676590572941893632 6.765883e+17 4.196984e+09 2015-12-15 02:32:17 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... After some outrage from the crowd. Bubbles is ... NaN NaN NaN NaN 7 10 None None None None None 1844 675849018447167488 6.758457e+17 4.196984e+09 2015-12-13 01:25:37 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... This dog is being demoted to a 9/10 for not we... NaN NaN NaN NaN 9 10 None None None None None 1895 674742531037511680 6.747400e+17 4.196984e+09 2015-12-10 00:08:50 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... Some clarification is required. The dog is sin... NaN NaN NaN NaN 11 10 None None None None None 1905 674606911342424069 6.744689e+17 4.196984e+09 2015-12-09 15:09:55 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... The 13/10 also takes into account this impecca... NaN NaN NaN NaN 13 10 None None None None None 1914 674330906434379776 6.658147e+17 1.637468e+07 2015-12-08 20:53:11 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... 13/10\[email protected] NaN NaN NaN NaN 13 10 None None None None None 1940 673716320723169284 6.737159e+17 4.196984e+09 2015-12-07 04:11:02 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... The millennials have spoken and we've decided ... NaN NaN NaN NaN 1 10 None None None None None 2038 671550332464455680 6.715449e+17 4.196984e+09 2015-12-01 04:44:10 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... After 22 minutes of careful deliberation this ... NaN NaN NaN NaN 1 10 None None None None None 2149 669684865554620416 6.693544e+17 4.196984e+09 2015-11-26 01:11:28 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... After countless hours of research and hundreds... NaN NaN NaN NaN 11 10 None None None None None 2189 668967877119254528 6.689207e+17 2.143566e+07 2015-11-24 01:42:25 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... 12/10 good shit Bubka\[email protected] NaN NaN NaN NaN 12 10 None None None None None 2298 667070482143944705 6.670655e+17 4.196984e+09 2015-11-18 20:02:51 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... After much debate this dog is being upgraded t... NaN NaN NaN NaN 10 10 None None None None None
twitter_achieve.head(3)
#大概查看数据集情况，发现质量问题
# 1）质量问题：source 里面包含html的标签，可以进一步提取
# 2）整洁性问题：狗的地位stage(体型而定的) 应该为分类数据，应该放在同一列中
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... This is Phineas. He's a mystical boy. Only eve... NaN NaN NaN https://twitter.com/dog_rates/status/892420643... 13 10 Phineas None None None None 1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... This is Tilly. She's just checking pup on you.... NaN NaN NaN https://twitter.com/dog_rates/status/892177421... 13 10 Tilly None None None None 2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" r... This is Archie. He is a rare Norwegian Pouncin... NaN NaN NaN https://twitter.com/dog_rates/status/891815181... 12 10 Archie None None None None
twitter_achieve.name.value_counts()
#3）质量问题：狗的名字可以相同，但是 有异常的 a，None the an
None 745
a 55
Charlie 12
Oliver 11
Lucy 11
Cooper 11
Lola 10
Tucker 10
Penny 10
Bo 9
Winston 9
Sadie 8
the 8
Buddy 7
Daisy 7
Toby 7
Bailey 7
an 7
Scout 6
Jack 6
Dave 6
Oscar 6
Koda 6
Stanley 6
Leo 6
Milo 6
Rusty 6
Jax 6
Bella 6
Finn 5
...
Gustav 1
Andy 1
Pippin 1
Molly 1
Sage 1
Ashleigh 1
Schnozz 1
Shiloh 1
Margo 1
Tito 1
Brownie 1
my 1
Pherb 1
Colin 1
Buckley 1
Alexander 1
Kulet 1
Trigger 1
Aja 1
Petrick 1
Izzy 1
Milky 1
Dido 1
Kara 1
Wiggles 1
Carter 1
JD 1
by 1
Boston 1
Jarod 1
Name: name, Length: 957, dtype: int64
twitter_achieve.retweeted_status_user_id.notnull().value_counts()
# 4)retweeted_status_user_id 不为空的是 转发的推文 ，需要清理掉，只留下非转发的推文
False 2175
True 181
Name: retweeted_status_user_id, dtype: int64
twitter_achieve.info()
# 5）质量问题： 发现in_reply_to_status_id in_reply_to_user_id 都只有78条，基本都是空值，需要清理
# 6) 质量问题： tweet_id 用户id应该为字符串类型，而不是int64 数值类型，所以需要修改。后面读取完三个表后同样发现都需要统一成字符串类型
# 7) 质量问题： expanded_urls是推文的链接地址，存在缺失值，缺失的行可能已经失效，需要处理
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id 2356 non-null int64
in_reply_to_status_id 78 non-null float64
in_reply_to_user_id 78 non-null float64
timestamp 2356 non-null object
source 2356 non-null object
text 2356 non-null object
retweeted_status_id 181 non-null float64
retweeted_status_user_id 181 non-null float64
retweeted_status_timestamp 181 non-null object
expanded_urls 2297 non-null object
rating_numerator 2356 non-null int64
rating_denominator 2356 non-null int64
name 2356 non-null object
doggo 2356 non-null object
floofer 2356 non-null object
pupper 2356 non-null object
puppo 2356 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 313.0+ KB
twitter_achieve.expanded_urls
# 8)整洁性问题，expanded_urls里面有写链接有多条链接重复在一起,用逗号分隔的，如6这种。
0 https://twitter.com/dog_rates/status/892420643...
1 https://twitter.com/dog_rates/status/892177421...
2 https://twitter.com/dog_rates/status/891815181...
3 https://twitter.com/dog_rates/status/891689557...
4 https://twitter.com/dog_rates/status/891327558...
5 https://twitter.com/dog_rates/status/891087950...
6 https://gofundme.com/ydvmve-surgery-for-jax,ht...
7 https://twitter.com/dog_rates/status/890729181...
8 https://twitter.com/dog_rates/status/890609185...
9 https://twitter.com/dog_rates/status/890240255...
10 https://twitter.com/dog_rates/status/890006608...
11 https://twitter.com/dog_rates/status/889880896...
12 https://twitter.com/dog_rates/status/889665388...
13 https://twitter.com/dog_rates/status/889638837...
14 https://twitter.com/dog_rates/status/889531135...
15 https://twitter.com/dog_rates/status/889278841...
16 https://twitter.com/dog_rates/status/888917238...
17 https://twitter.com/dog_rates/status/888804989...
18 https://twitter.com/dog_rates/status/888554962...
19 https://twitter.com/dog_rates/status/887473957...
20 https://twitter.com/dog_rates/status/888078434...
21 https://twitter.com/dog_rates/status/887705289...
22 https://twitter.com/dog_rates/status/887517139...
23 https://twitter.com/dog_rates/status/887473957...
24 https://twitter.com/dog_rates/status/887343217...
25 https://twitter.com/dog_rates/status/887101392...
26 https://twitter.com/dog_rates/status/886983233...
27 https://www.gofundme.com/mingusneedsus,https:/...
28 https://twitter.com/dog_rates/status/886680336...
29 https://twitter.com/dog_rates/status/886366144...
...
2326 https://twitter.com/dog_rates/status/666411507...
2327 https://twitter.com/dog_rates/status/666407126...
2328 https://twitter.com/dog_rates/status/666396247...
2329 https://twitter.com/dog_rates/status/666373753...
2330 https://twitter.com/dog_rates/status/666362758...
2331 https://twitter.com/dog_rates/status/666353288...
2332 https://twitter.com/dog_rates/status/666345417...
2333 https://twitter.com/dog_rates/status/666337882...
2334 https://twitter.com/dog_rates/status/666293911...
2335 https://twitter.com/dog_rates/status/666287406...
2336 https://twitter.com/dog_rates/status/666273097...
2337 https://twitter.com/dog_rates/status/666268910...
2338 https://twitter.com/dog_rates/status/666104133...
2339 https://twitter.com/dog_rates/status/666102155...
2340 https://twitter.com/dog_rates/status/666099513...
2341 https://twitter.com/dog_rates/status/666094000...
2342 https://twitter.com/dog_rates/status/666082916...
2343 https://twitter.com/dog_rates/status/666073100...
2344 https://twitter.com/dog_rates/status/666071193...
2345 https://twitter.com/dog_rates/status/666063827...
2346 https://twitter.com/dog_rates/status/666058600...
2347 https://twitter.com/dog_rates/status/666057090...
2348 https://twitter.com/dog_rates/status/666055525...
2349 https://twitter.com/dog_rates/status/666051853...
2350 https://twitter.com/dog_rates/status/666050758...
2351 https://twitter.com/dog_rates/status/666049248...
2352 https://twitter.com/dog_rates/status/666044226...
2353 https://twitter.com/dog_rates/status/666033412...
2354 https://twitter.com/dog_rates/status/666029285...
2355 https://twitter.com/dog_rates/status/666020888...
Name: expanded_urls, Length: 2356, dtype: object
twitter_achieve.rating_denominator.value_counts()
# 9）质量问题：评分的分母除了10，还有少量不为10，如11，2，7，10的倍数等，需要重新检查或者重新提取
10 2333
11 3
50 3
80 2
20 2
2 1
16 1
40 1
70 1
15 1
90 1
110 1
120 1
130 1
150 1
170 1
7 1
0 1
Name: rating_denominator, dtype: int64
image_predictions.info() #评估image_predictions 表
image_predictions.head(4)
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id 2075 non-null int64
jpg_url 2075 non-null object
img_num 2075 non-null int64
p1 2075 non-null object
p1_conf 2075 non-null float64
p1_dog 2075 non-null bool
p2 2075 non-null object
p2_conf 2075 non-null float64
p2_dog 2075 non-null bool
p3 2075 non-null object
p3_conf 2075 non-null float64
p3_dog 2075 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 152.1+ KB
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg 1 Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 0.061428 True 1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 0.072010 True 2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 0.116197 True 3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 0.222752 True
image_predictions[image_predictions['jpg_url'].duplicated()==True]['jpg_url'].value_counts()
# 10）image_predictions 有很多重复的图片链接有 66条之多，需要删除
https://pbs.twimg.com/media/CtzKC7zXEAALfSo.jpg 1
https://pbs.twimg.com/media/CvoBPWRWgAA4het.jpg 1
https://pbs.twimg.com/media/Co-hmcYXYAASkiG.jpg 1
https://pbs.twimg.com/media/CsrjryzWgAAZY00.jpg 1
https://pbs.twimg.com/media/Cp6db4-XYAAMmqL.jpg 1
https://pbs.twimg.com/media/CV_cnjHWUAADc-c.jpg 1
https://pbs.twimg.com/media/CdHwZd0VIAA4792.jpg 1
https://pbs.twimg.com/media/Crwxb5yWgAAX5P_.jpg 1
https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg 1
https://pbs.twimg.com/media/CVgdFjNWEAAxmbq.jpg 1
https://pbs.twimg.com/media/CUN4Or5UAAAa5K4.jpg 1
https://pbs.twimg.com/media/CuRDF-XWcAIZSer.jpg 1
https://pbs.twimg.com/media/Cq9guJ5WgAADfpF.jpg 1
https://pbs.twimg.com/media/Ct2qO5PXEAE6eB0.jpg 1
https://pbs.twimg.com/media/CxqsX-8XUAAEvjD.jpg 1
https://pbs.twimg.com/ext_tw_video_thumb/817423809049493505/pu/img/5OFW0yueFu9oTUiQ.jpg 1
https://pbs.twimg.com/media/CWyD2HGUYAQ1Xa7.jpg 1
https://pbs.twimg.com/media/CYLDikFWEAAIy1y.jpg 1
https://pbs.twimg.com/media/CVuQ2LeUsAAIe3s.jpg 1
https://pbs.twimg.com/media/CvaYgDOWgAEfjls.jpg 1
https://pbs.twimg.com/media/C4bTH6nWMAAX_bJ.jpg 1
https://pbs.twimg.com/media/CW88XN4WsAAlo8r.jpg 1
https://pbs.twimg.com/media/CvJCabcWgAIoUxW.jpg 1
https://pbs.twimg.com/media/Ck2d7tJWUAEPTL3.jpg 1
https://pbs.twimg.com/media/CtKHLuCWYAA2TTs.jpg 1
https://pbs.twimg.com/media/Cwx99rpW8AMk_Ie.jpg 1
https://pbs.twimg.com/media/CvyVxQRWEAAdSZS.jpg 1
https://pbs.twimg.com/media/CvT6IV6WEAQhhV5.jpg 1
https://pbs.twimg.com/ext_tw_video_thumb/815965888126062592/pu/img/JleSw4wRhgKDWQj5.jpg 1
https://pbs.twimg.com/media/C3nygbBWQAAjwcW.jpg 1
..
https://pbs.twimg.com/media/CiyHLocU4AI2pJu.jpg 1
https://pbs.twimg.com/media/Ct72q9jWcAAhlnw.jpg 1
https://pbs.twimg.com/media/CkNjahBXAAQ2kWo.jpg 1
https://pbs.twimg.com/media/CwJR1okWIAA6XMp.jpg 1
https://pbs.twimg.com/tweet_video_thumb/CeBym7oXEAEWbEg.jpg 1
https://pbs.twimg.com/media/CsVO7ljW8AAckRD.jpg 1
https://pbs.twimg.com/ext_tw_video_thumb/807106774843039744/pu/img/8XZg1xW35Xp2J6JW.jpg 1
https://pbs.twimg.com/media/CU1zsMSUAAAS0qW.jpg 1
https://pbs.twimg.com/media/Cbs3DOAXIAAp3Bd.jpg 1
https://pbs.twimg.com/media/Cveg1-NXgAASaaT.jpg 1
https://pbs.twimg.com/media/ChK1tdBWwAQ1flD.jpg 1
https://pbs.twimg.com/media/CwiuEJmW8AAZnit.jpg 1
https://pbs.twimg.com/media/CU3mITUWIAAfyQS.jpg 1
https://pbs.twimg.com/media/CZhn-QAWwAASQan.jpg 1
https://pbs.twimg.com/media/CmoPdmHW8AAi8BI.jpg 1
https://pbs.twimg.com/media/Cx5R8wPVEAALa9r.jpg 1
https://pbs.twimg.com/media/CpmyNumW8AAAJGj.jpg 1
https://pbs.twimg.com/media/Cs_DYr1XEAA54Pu.jpg 1
https://pbs.twimg.com/media/C12whDoVEAALRxa.jpg 1
https://pbs.twimg.com/media/CtVAvX-WIAAcGTf.jpg 1
https://pbs.twimg.com/media/C4KHj-nWQAA3poV.jpg 1
https://pbs.twimg.com/media/CrXhIqBW8AA6Bse.jpg 1
https://pbs.twimg.com/media/CVMOlMiWwAA4Yxl.jpg 1
https://pbs.twimg.com/media/C12x-JTVIAAzdfl.jpg 1
https://pbs.twimg.com/media/C2oRbOuWEAAbVSl.jpg 1
https://pbs.twimg.com/media/CWza7kpWcAAdYLc.jpg 1
https://pbs.twimg.com/media/CsGnz64WYAEIDHJ.jpg 1
https://pbs.twimg.com/media/C2kzTGxWEAEOpPL.jpg 1
https://pbs.twimg.com/media/CiibOMzUYAA9Mxz.jpg 1
https://pbs.twimg.com/media/CwS4aqZXUAAe3IO.jpg 1
Name: jpg_url, Length: 66, dtype: int64
Series([], Name: jpg_url, dtype: int64)
image_predictions[(image_predictions['p1_dog']==False)&(image_predictions['p2_dog']==False)&(image_predictions['p3_dog']==False) ]
# 11) 质量问题： image_predictions 中预测完全不属于狗的 数据有324条，需要处理删除处理
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog 6 666051853826850816 https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg 1 box_turtle 0.933012 False mud_turtle 4.588540e-02 False terrapin 1.788530e-02 False 17 666104133288665088 https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg 1 hen 0.965932 False cock 3.391940e-02 False partridge 5.206580e-05 False 18 666268910803644416 https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg 1 desktop_computer 0.086502 False desk 8.554740e-02 False bookcase 7.947970e-02 False 21 666293911632134144 https://pbs.twimg.com/media/CT8mx7KW4AEQu8N.jpg 1 three-toed_sloth 0.914671 False otter 1.525000e-02 False great_grey_owl 1.320720e-02 False 25 666362758909284353 https://pbs.twimg.com/media/CT9lXGsUcAAyUFt.jpg 1 guinea_pig 0.996496 False skunk 2.402450e-03 False hamster 4.608630e-04 False 29 666411507551481857 https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg 1 coho 0.404640 False barracouta 2.714850e-01 False gar 1.899450e-01 False 45 666786068205871104 https://pbs.twimg.com/media/CUDmZIkWcAAIPPe.jpg 1 snail 0.999888 False slug 5.514170e-05 False acorn 2.625800e-05 False 50 666837028449972224 https://pbs.twimg.com/media/CUEUva1WsAA2jPb.jpg 1 triceratops 0.442113 False armadillo 1.140710e-01 False common_iguana 4.325530e-02 False 51 666983947667116034 https://pbs.twimg.com/media/CUGaXDhW4AY9JUH.jpg 1 swab 0.589446 False chain_saw 1.901420e-01 False wig 3.450970e-02 False 53 667012601033924608 https://pbs.twimg.com/media/CUG0bC0U8AAw2su.jpg 1 hyena 0.987230 False African_hunting_dog 1.260080e-02 False coyote 5.735010e-05 False 56 667065535570550784 https://pbs.twimg.com/media/CUHkkJpXIAA2w3n.jpg 1 jigsaw_puzzle 0.560001 False doormat 1.032590e-01 False space_heater 4.256800e-02 False 69 667188689915760640 https://pbs.twimg.com/media/CUJUk2iWUAAVtOv.jpg 1 vacuum 0.335830 False swab 2.652780e-01 False toilet_tissue 1.407030e-01 False 73 667369227918143488 https://pbs.twimg.com/media/CUL4xR9UkAEdlJ6.jpg 1 teddy 0.709545 False bath_towel 1.272850e-01 False Christmas_stocking 2.856750e-02 False 77 667437278097252352 https://pbs.twimg.com/media/CUM2qWaWoAUZ06L.jpg 1 porcupine 0.989154 False bath_towel 6.300490e-03 False badger 9.663400e-04 False 78 667443425659232256 https://pbs.twimg.com/media/CUM8QZwW4AAVsBl.jpg 1 goose 0.980815 False drake 6.917770e-03 False hen 5.255170e-03 False 93 667549055577362432 https://pbs.twimg.com/media/CUOcVCwWsAERUKY.jpg 1 electric_fan 0.984377 False spotlight 7.736710e-03 False lampshade 1.901230e-03 False 94 667550882905632768 https://pbs.twimg.com/media/CUObvUJVEAAnYPF.jpg 1 web_site 0.998258 False dishwasher 2.010840e-04 False oscilloscope 1.417360e-04 False 96 667724302356258817 https://pbs.twimg.com/media/CUQ7tv3W4AA3KlI.jpg 1 ibex 0.619098 False bighorn 1.251190e-01 False ram 7.467320e-02 False 98 667766675769573376 https://pbs.twimg.com/media/CURiQMnUAAAPT2M.jpg 1 fire_engine 0.883493 False tow_truck 7.473390e-02 False jeep 1.277260e-02 False 100 667782464991965184 https://pbs.twimg.com/media/CURwm3cUkAARcO6.jpg 1 lorikeet 0.466149 False hummingbird 8.301100e-02 False African_grey 5.424740e-02 False 106 667866724293877760 https://pbs.twimg.com/media/CUS9PlUWwAANeAD.jpg 1 jigsaw_puzzle 1.000000 False prayer_rug 1.011300e-08 False doormat 1.740170e-10 False 107 667873844930215936 https://pbs.twimg.com/media/CUTDtyGXIAARxus.jpg 1 common_iguana 0.999647 False frilled_lizard 1.811500e-04 False African_chameleon 1.283570e-04 False 112 667911425562669056 https://pbs.twimg.com/media/CUTl5m1WUAAabZG.jpg 1 frilled_lizard 0.257695 False ox 2.351600e-01 False triceratops 8.531690e-02 False 115 667937095915278337 https://pbs.twimg.com/media/CUT9PuQWwAABQv7.jpg 1 hamster 0.172078 False guinea_pig 9.492420e-02 False Band_Aid 5.999520e-02 False 117 668142349051129856 https://pbs.twimg.com/media/CUW37BzWsAAlJlN.jpg 1 Angora 0.918834 False hen 3.779340e-02 False wood_rabbit 1.101490e-02 False 118 668154635664932864 https://pbs.twimg.com/media/CUXDGR2WcAAUQKz.jpg 1 Arctic_fox 0.473584 False wallaby 2.614110e-01 False white_wolf 8.094780e-02 False 123 668226093875376128 https://pbs.twimg.com/media/CUYEFlQXAAUkPGm.jpg 1 trombone 0.390339 False cornet 3.141490e-01 False French_horn 2.551820e-01 False 130 668291999406125056 https://pbs.twimg.com/media/CUZABzGW4AE5F0k.jpg 1 web_site 0.995535 False skunk 1.363490e-03 False badger 6.856500e-04 False 132 668466899341221888 https://pbs.twimg.com/media/CUbfGbbWoAApZth.jpg 1 shopping_basket 0.398361 False hamper 3.632220e-01 False bassinet 8.417350e-02 False 140 668544745690562560 https://pbs.twimg.com/media/CUcl5jeWsAA6ufS.jpg 1 bearskin 0.427870 False bow 2.588580e-01 False panpipe 2.156260e-02 False ... ... ... ... ... ... ... ... ... ... ... ... ... 1839 837482249356513284 https://pbs.twimg.com/media/C59VqMUXEAAzldG.jpg 2 birdhouse 0.541196 False can_opener 1.210940e-01 False carton 5.613670e-02 False 1844 838916489579200512 https://pbs.twimg.com/media/C6RkiQZUsAAM4R4.jpg 2 web_site 0.993651 False monitor 1.405900e-03 False envelope 1.093090e-03 False 1847 839290600511926273 https://pbs.twimg.com/media/C6XBt9XXEAEEW9U.jpg 1 web_site 0.670892 False monitor 1.015650e-01 False screen 7.530610e-02 False 1851 840370681858686976 https://pbs.twimg.com/media/C6mYrK0UwAANhep.jpg 1 teapot 0.981819 False cup 1.402580e-02 False coffeepot 2.420540e-03 False 1853 840696689258311684 https://pbs.twimg.com/media/C6rBLenU0AAr8MN.jpg 1 web_site 0.841768 False rule 7.087310e-03 False envelope 6.820300e-03 False 1869 844580511645339650 https://pbs.twimg.com/media/C7iNfq1W0AAcbsR.jpg 1 washer 0.903064 False dishwasher 3.248900e-02 False printer 1.645620e-02 False 1886 847962785489326080 https://pbs.twimg.com/media/C8SRpHNUIAARB3j.jpg 1 sea_lion 0.882654 False mink 6.688020e-02 False otter 2.567870e-02 False 1887 847971574464610304 https://pbs.twimg.com/media/C8SZH1EWAAAIRRF.jpg 1 coffee_mug 0.633652 False cup 2.733920e-01 False toilet_tissue 6.665580e-02 False 1891 849051919805034497 https://pbs.twimg.com/media/C8hwNxbXYAAwyVG.jpg 1 fountain 0.997509 False American_black_bear 1.413120e-03 False sundial 6.811150e-04 False 1892 849336543269576704 https://pbs.twimg.com/media/C8lzFC4XcAAQxB4.jpg 1 patio 0.521788 False prison 1.495440e-01 False restaurant 2.715260e-02 False 1900 851464819735769094 https://pbs.twimg.com/media/C9ECujZXsAAPCSM.jpg 2 web_site 0.919649 False menu 2.630610e-02 False crossword_puzzle 3.481510e-03 False 1902 851861385021730816 https://pbs.twimg.com/media/C8W6sY_W0AEmttW.jpg 1 pencil_box 0.662183 False purse 6.650550e-02 False pillow 4.472530e-02 False 1905 852226086759018497 https://pbs.twimg.com/ext_tw_video_thumb/85222... 1 prison 0.352793 False dishwasher 1.107230e-01 False file 9.411200e-02 False 1906 852311364735569921 https://pbs.twimg.com/media/C9QEqZ7XYAIR7fS.jpg 1 barbell 0.971581 False dumbbell 2.841790e-02 False go-kart 5.595040e-07 False 1910 853299958564483072 https://pbs.twimg.com/media/C9eHyF7XgAAOxPM.jpg 1 grille 0.652280 False beach_wagon 1.128460e-01 False convertible 8.625230e-02 False 1931 859074603037188101 https://pbs.twimg.com/media/C-wLyufW0AA546I.jpg 1 revolver 0.190292 False projectile 1.490640e-01 False fountain 6.604660e-02 False 1936 860184849394610176 https://pbs.twimg.com/media/C-_9jWWUwAAnwkd.jpg 1 chimpanzee 0.267612 False gorilla 1.042930e-01 False orangutan 5.990750e-02 False 1937 860276583193509888 https://pbs.twimg.com/media/C_BQ_NlVwAAgYGD.jpg 1 lakeside 0.312299 False dock 1.598420e-01 False canoe 7.079450e-02 False 1940 860924035999428608 https://pbs.twimg.com/media/C_KVJjDXsAEUCWn.jpg 2 envelope 0.933016 False oscilloscope 1.259140e-02 False paper_towel 1.117850e-02 False 1946 862457590147678208 https://pbs.twimg.com/media/C_gQmaTUMAAPYSS.jpg 1 home_theater 0.496348 False studio_couch 1.672560e-01 False barber_chair 5.262500e-02 False 1953 863907417377173506 https://pbs.twimg.com/media/C_03NPeUQAAgrMl.jpg 1 marmot 0.358828 False meerkat 1.747030e-01 False weasel 1.234850e-01 False 1956 864873206498414592 https://pbs.twimg.com/media/DAClmHkXcAA1kSv.jpg 2 pole 0.478616 False lakeside 1.141820e-01 False wreck 5.592650e-02 False 1975 870063196459192321 https://pbs.twimg.com/media/DBMV3NnXUAAm0Pp.jpg 1 comic_book 0.534409 False envelope 2.807220e-01 False book_jacket 4.378550e-02 False 1979 870804317367881728 https://pbs.twimg.com/media/DBW35ZsVoAEWZUU.jpg 1 home_theater 0.168290 False sandbar 9.804040e-02 False television 7.972940e-02 False 2012 879050749262655488 https://pbs.twimg.com/media/DDMD_phXoAQ1qf0.jpg 1 tabby 0.311861 False window_screen 1.691230e-01 False Egyptian_cat 1.329320e-01 False 2021 880935762899988482 https://pbs.twimg.com/media/DDm2Z5aXUAEDS2u.jpg 1 street_sign 0.251801 False umbrella 1.151230e-01 False traffic_light 6.953380e-02 False 2022 881268444196462592 https://pbs.twimg.com/media/DDrk-f9WAAI-WQv.jpg 1 tusker 0.473303 False Indian_elephant 2.456460e-01 False ibex 5.566070e-02 False 2046 886680336477933568 https://pbs.twimg.com/media/DE4fEDzWAAAyHMM.jpg 1 convertible 0.738995 False sports_car 1.399520e-01 False car_wheel 4.417270e-02 False 2052 887517139158093824 https://pbs.twimg.com/ext_tw_video_thumb/88751... 1 limousine 0.130432 False tow_truck 2.917540e-02 False shopping_cart 2.632080e-02 False 2074 892420643555336193 https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg 1 orange 0.097049 False bagel 8.585110e-02 False banana 7.611000e-02 False
324 rows × 12 columns
# 读取出各个文件。
tweetIdList = [] #这个是装提取出来的id的
tweetReTList = [] #这个是转推次数的提取
tweetFavList = [] # 喜欢数的提取。
tweetTextList =[]
with open('tweet_json.txt') as json_file: #直接打开文件的方式打开失败，于是改用按行读取的方式
for oneLine in json_file.readlines():
tempDic= json.loads(oneLine) #每部分都是字典的东西放在这儿。
tempID = tempDic['id_str'] #根据需求分别提取推文用户id,喜欢数，转发数
tempRe = tempDic['retweet_count']
tempFa = tempDic['favorite_count']
tweetIdList.append(tempID)
tweetReTList.append(tempRe)
tweetFavList.append(tempFa)
tweet_json = pd.DataFrame({'tweet_id':tweetIdList,'retweet_count':tweetReTList,'favorite_count':tweetFavList})
tweet_json #从tweet_json.txt 中提取出 用户id，喜欢数，转发数
# 12)发现问题 ，整洁度问题： 三个表格有相同tweet_id的字段，可以合并成一个进行操作。
tweet_id retweet_count favorite_count 892420643555336193 8842 39492 1 892177421306343426 6480 33786 2 891815181378084864 4301 25445 3 891689557279858688 8925 42863 4 891327558926688256 9721 41016 5 891087950875897856 3240 20548 6 890971913173991426 2142 12053 7 890729181411237888 19548 66596 8 890609185150312448 4403 28187 9 890240255349198849 7684 32467 10 890006608113172480 7584 31127 11 889880896479866881 5116 28208 12 889665388333682689 8502 38745 13 889638837579907072 4705 27633 14 889531135344209921 2309 15329 15 889278841981685760 5635 25712 16 888917238123831296 4681 29555 17 888804989199671297 4535 26021 18 888554962724278272 3722 20267 19 888078434458587136 3637 22144 20 887705289381826560 5584 30690 21 887517139158093824 12053 46940 22 887473957103951883 18813 70007 23 887343217045368832 10713 34223 24 887101392804085760 6147 31045 25 886983233522544640 8045 35786 26 886736880519319552 3420 12286 27 886680336477933568 4597 22802 28 886366144734445568 3297 21488 29 886267009285017600 4 117 ... ... ... ... 2322 666411507551481857 337 457 2323 666407126856765440 43 113 2324 666396247373291520 91 171 2325 666373753744588802 99 194 2326 666362758909284353 590 801 2327 666353288456101888 76 228 2328 666345417576210432 146 308 2329 666337882303524864 96 203 2330 666293911632134144 365 519 2331 666287406224695296 71 152 2332 666273097616637952 81 183 2333 666268910803644416 37 108 2334 666104133288665088 6835 14703 2335 666102155909144576 15 81 2336 666099513787052032 73 160 2337 666094000022159362 78 168 2338 666082916733198337 47 121 2339 666073100786774016 173 334 2340 666071193221509120 67 154 2341 666063827256086533 230 494 2342 666058600524156928 61 117 2343 666057090499244032 146 304 2344 666055525042405380 261 449 2345 666051853826850816 877 1250 2346 666050758794694657 60 136 2347 666049248165822465 41 111 2348 666044226329800704 147 309 2349 666033412701032449 47 128 2350 666029285002620928 48 132 2351 666020888022790149 530 2528
2352 rows × 3 columns
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2352 entries, 0 to 2351
Data columns (total 3 columns):
tweet_id 2352 non-null object
retweet_count 2352 non-null int64
favorite_count 2352 non-null int64
dtypes: int64(2), object(1)
memory usage: 55.2+ KB
3.清洗 将上面评估时发现的数据问题汇总如下 问题定义
质量问题： 1)质量问题： tweet_id 用户id应该为字符串类型，而不是int64 数值类型，所以需要修改。 2)质量问题： expanded_urls是推文的链接地址，存在缺失值，缺失的行可能已经失效，需要处理 3)质量问题： source 里面包含html的标签，可以进一步提取出去html标签的文本内容，表示来源。 4)质量问题： jpg_url是发现有重复值，需要清理。 5)retweeted_status_user_id 不为空的是 转发的推文 ，需要清理掉，只留下非转发的推文 6)质量问题： 质量问题：狗的名字可以相同，但是 有异常的 a，None the an 7)质量问题： 发现in_reply_to_status_id in_reply_to_user_id 都只有78条，基本都是空值，需要清理 8)质量问题： image_predictions 三次预测中完全不属于狗的 数据有324条，需要处理删除处理 9)质量问题： 评分的分母除了10和10的倍数的，还有少量不为10，如11，2，7需要重新检查或者重新提取 整洁性问题： 10)三个表格有相同tweet_id的字段，可以合并成一个进行操作。 expanded_urls 中有些列里面有多个相同的expanded_urls 观察到。 整洁性问题：狗的地位stage(体型而定的) 应该为分类数据，应该放在同一列中 下面总体按照顺序进行处理，但是因为有些处理完了才能继续处理后面的，所以些许顺序对不上，如下tweet_id因为合并需要格式相同，故提前处理，不过总共是可以确认处理完了8个质量问题，和2个整洁性问题的。
# 展开所有的column
pd.options.display.max_columns=500
pd.set_option('max_colwidth',200)
#定义: 1)质量问题： tweet_id 用户id应该为字符串类型，而不是int64 数值类型，所以需要修改。
#定义: 9)整洁性问题： 合并三个表
# 编码 解决tweet_id 数据类型不对和 合并三个数据集
tempTable = pd.merge(twitter_achieve,image_predictions,on="tweet_id") #类型需要转换成相同的才可以。
tempTable_clean = tempTable.copy() #复制一份
tempTable_clean['tweet_id'] = tempTable_clean['tweet_id'].apply(str) #把前两列合并成的tweet_id 格式转成字符串类型。
tempTable_all = pd.merge(tempTable_clean,tweet_json,on="tweet_id")
final_Data_clean = tempTable_all.copy() #复制一份，不改变原来数据集
final_Data_clean.info()
#测试 检查数据集格式tweet_id 是否为字符串类型，已确认修改成功；合并三个表，已确认，成功。
final_Data_clean.head(4)
<class 'pandas.core.frame.DataFrame'>
Int64Index: 2073 entries, 0 to 2072
Data columns (total 30 columns):
tweet_id 2073 non-null object
in_reply_to_status_id 23 non-null float64
in_reply_to_user_id 23 non-null float64
timestamp 2073 non-null object
source 2073 non-null object
text 2073 non-null object
retweeted_status_id 79 non-null float64
retweeted_status_user_id 79 non-null float64
retweeted_status_timestamp 79 non-null object
expanded_urls 2073 non-null object
rating_numerator 2073 non-null int64
rating_denominator 2073 non-null int64
name 2073 non-null object
doggo 2073 non-null object
floofer 2073 non-null object
pupper 2073 non-null object
puppo 2073 non-null object
jpg_url 2073 non-null object
img_num 2073 non-null int64
p1 2073 non-null object
p1_conf 2073 non-null float64
p1_dog 2073 non-null bool
p2 2073 non-null object
p2_conf 2073 non-null float64
p2_dog 2073 non-null bool
p3 2073 non-null object
p3_conf 2073 non-null float64
p3_dog 2073 non-null bool
retweet_count 2073 non-null int64
favorite_count 2073 non-null int64
dtypes: bool(3), float64(7), int64(5), object(15)
memory usage: 459.5+ KB
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog retweet_count favorite_count 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" rel="nofollow">Twitter for iPhone</a> This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU NaN NaN NaN https://twitter.com/dog_rates/status/892420643555336193/photo/1 13 10 Phineas None None None None https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg 1 orange 0.097049 False bagel 0.085851 False banana 0.076110 False 8842 39492 1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" rel="nofollow">Twitter for iPhone</a> This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV NaN NaN NaN https://twitter.com/dog_rates/status/892177421306343426/photo/1 13 10 Tilly None None None None https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg 1 Chihuahua 0.323581 True Pekinese 0.090647 True papillon 0.068957 True 6480 33786 2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" rel="nofollow">Twitter for iPhone</a> This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB NaN NaN NaN https://twitter.com/dog_rates/status/891815181378084864/photo/1 12 10 Archie None None None None https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg 1 Chihuahua 0.716012 True malamute 0.078253 True kelpie 0.031379 True 4301 25445 3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" target="_blank" rel="external nofollow" rel="nofollow">Twitter for iPhone</a> This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ NaN NaN NaN https://twitter.com/dog_rates/status/891689557279858688/photo/1 13 10 Darla None None None None https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg 1 paper_towel 0.170278 False Labrador_retriever 0.168086 True spatula 0.040836 False 8925 42863
# 定义: 2)质量问题： expanded_urls是推文的链接地址，存在缺失值，缺失的行可能已经失效，需要处理
#编码
final_Data_clean = final_Data_clean[final_Data_clean['expanded_urls'].notnull()] #把缺失值的 expanded_urls 去掉。留下没有缺失的。
#测试
final_Data_clean.expanded_urls.isnull().value_counts() #验证完毕，不再出现含有缺失值的 expanded_urls了。
False 2073
Name: expanded_urls, dtype: int64
# 定义：3）质量问题：source 里面包含html的标签，可以进一步提取
#编码
urlString = '<a href="https://www.baidu.com/link?url=A3b9CWrhoCv4Oxw6z40oAU2_qNwN9756AJwaCLaPmBpK0bFjU8Rjv2LwWLL7fvHwgyq4cwaMfgO6_as6CpzUg_&wd=&eqid=be1ccee200026e65000000065c81f06b" target="_blank" rel="external nofollow" target="_blank"><em>Beautiful Soup</em> Documentation — <em>Beautiful Soup</em> 4.4.0 ...</a>'
from bs4 import BeautifulSoup
def phraseHtml(string): #编写函数用来提取source中a标签中的链接内容
soup = BeautifulSoup(string,'lxml') #使用BeautifulSoup来解析html
url = soup.find("a").string
return url
final_Data_clean['source'] = final_Data_clean['source'].apply(phraseHtml) # 应用函数提取出a标签内url 。
#测试： 检查source是否提取成功url，已验证，提取成功。
print(final_Data_clean['source'].value_counts())
final_Data_clean.head(4)
Twitter for iPhone 2032
Twitter Web Client 30
TweetDeck 11
Name: source, dtype: int64
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog retweet_count favorite_count 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 Twitter for iPhone This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU NaN NaN NaN https://twitter.com/dog_rates/status/892420643555336193/photo/1 13 10 Phineas None None None None https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg 1 orange 0.097049 False bagel 0.085851 False banana 0.076110 False 8842 39492 1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 Twitter for iPhone This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV NaN NaN NaN https://twitter.com/dog_rates/status/892177421306343426/photo/1 13 10 Tilly None None None None https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg 1 Chihuahua 0.323581 True Pekinese 0.090647 True papillon 0.068957 True 6480 33786 2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 Twitter for iPhone This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB NaN NaN NaN https://twitter.com/dog_rates/status/891815181378084864/photo/1 12 10 Archie None None None None https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg 1 Chihuahua 0.716012 True malamute 0.078253 True kelpie 0.031379 True 4301 25445 3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 Twitter for iPhone This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ NaN NaN NaN https://twitter.com/dog_rates/status/891689557279858688/photo/1 13 10 Darla None None None None https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg 1 paper_towel 0.170278 False Labrador_retriever 0.168086 True spatula 0.040836 False 8925 42863
# 定义：4)质量问题： jpg_url是发现有重复值，需要清理。
#编码
print(final_Data_clean[final_Data_clean['jpg_url'].duplicated() ==True].iloc[:,0].size)# #检查到有79条之行的jpg_url是重复的。
final_Data_clean = final_Data_clean[final_Data_clean['jpg_url'].duplicated() ==False] #直接保留没重复的jpg_url的数据
#测试
final_Data_clean[final_Data_clean['jpg_url'].duplicated() ==True] #正确除去了包含jpg_url重复的内容
64
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog retweet_count favorite_count
# 定义： 5) retweeted_status_user_id 不为空的是 转发的推文 ，需要清理掉，只留下非转发的推文
#编码
final_Data_clean = final_Data_clean[final_Data_clean['retweeted_status_user_id'].isnull()] # 把去掉的改过去，
#测试，验证成功，已经删除了转发的推特文。
final_Data_clean[final_Data_clean['retweeted_status_user_id'].notnull()] #
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog retweet_count favorite_count
# 定义：6)质量问题：狗的名字可以相同，但是 有异常的 a，None the an
#编码
final_Data_clean['name'] = final_Data_clean['name'].replace(['a','None','the','an'],np.nan) # 把name中的 a None the 用NaN进行填充
#测试，已除去 a None the
final_Data_clean['name'].value_counts() #这样就看不到空值了咯。
Charlie 11
Cooper 10
Lucy 10
Oliver 10
Winston 8
Sadie 8
Penny 8
Tucker 8
Toby 7
Daisy 7
Stanley 6
Bella 6
Koda 6
Jax 6
Lola 6
Oscar 5
Leo 5
Chester 5
Louis 5
Buddy 5
Phil 4
Maggie 4
Duke 4
Gus 4
Rusty 4
Brody 4
Scout 4
Milo 4
Archie 4
Dexter 4
..
Blipson 1
Jangle 1
Taco 1
Willy 1
Pepper 1
Pipsy 1
Aja 1
Noah 1
Pip 1
Sailer 1
Clifford 1
Bertson 1
Thor 1
Julius 1
Flash 1
Binky 1
Ralphus 1
Rover 1
Shiloh 1
Margo 1
Tito 1
Brownie 1
my 1
Colin 1
Buckley 1
Alexander 1
Kulet 1
Keurig 1
Trigger 1
Jarod 1
Name: name, Length: 909, dtype: int64
# 定义 ：7)质量问题： 发现in_reply_to_status_id in_reply_to_user_id 都只有78条，基本都是空值，需要清理
#编码
final_Data_clean= final_Data_clean.drop(['in_reply_to_status_id','in_reply_to_user_id'],axis='columns')
#测试，以通过，去掉了不需要的这两列
final_Data_clean.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1930 entries, 0 to 2072
Data columns (total 28 columns):
tweet_id 1930 non-null object
timestamp 1930 non-null object
source 1930 non-null object
text 1930 non-null object
retweeted_status_id 0 non-null float64
retweeted_status_user_id 0 non-null float64
retweeted_status_timestamp 0 non-null object
expanded_urls 1930 non-null object
rating_numerator 1930 non-null int64
rating_denominator 1930 non-null int64
name 1333 non-null object
doggo 1930 non-null object
floofer 1930 non-null object
pupper 1930 non-null object
puppo 1930 non-null object
jpg_url 1930 non-null object
img_num 1930 non-null int64
p1 1930 non-null object
p1_conf 1930 non-null float64
p1_dog 1930 non-null bool
p2 1930 non-null object
p2_conf 1930 non-null float64
p2_dog 1930 non-null bool
p3 1930 non-null object
p3_conf 1930 non-null float64
p3_dog 1930 non-null bool
retweet_count 1930 non-null int64
favorite_count 1930 non-null int64
dtypes: bool(3), float64(5), int64(5), object(15)
memory usage: 397.7+ KB
#定义 8)质量问题： image_predictions 中预测完全不属于狗的 数据有324条，需要处理删除处理
#编码
final_Data_clean[(final_Data_clean['p1_dog']==False)&(final_Data_clean['p2_dog']==False)&(final_Data_clean['p3_dog']==False)] #图片识别为不是狗的，需要排除掉
final_Data_clean = final_Data_clean[(final_Data_clean['p1_dog']==True)|(final_Data_clean['p2_dog']==True)|(final_Data_clean['p3_dog']==True)] #这里这儿只保留识别成是狗的种类的
#测试，验证成功，已经除去了三次识别都不是狗的数据。
final_Data_clean[(final_Data_clean['p1_dog']==False)&(final_Data_clean['p2_dog']==False)&(final_Data_clean['p3_dog']==False)]
tweet_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog retweet_count favorite_count
# 定义：10 )评分的分母除了10和10的倍数的，还有少量不为10，如11，2，7需要重新检查或者重新提取 <第9个合并三个表在1)那儿一起解决了>
#编码
print(final_Data_clean[final_Data_clean['rating_denominator']!=10].iloc[:,0].size) #非0 数量不算多,所以直接目测手动处理
final_Data_clean[final_Data_clean['rating_denominator']!=10][['text','rating_numerator','rating_denominator']]
17
text rating_numerator rating_denominator 344 The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd 84 70 414 Meet Sam. She smiles 24/7 & secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx 24 7 734 Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE 165 150 876 After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ 9 11 967 Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a 4 20 1001 This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq 50 50 1022 Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 99 90 1047 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 80 80 1065 From left to right:\nCletus, Jerome, Alejandro, Burp, & Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK 45 50 1131 Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa 60 50 1207 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ 44 40 1379 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 143 130 1380 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 121 110 1405 This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5 7 11 1512 IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq 144 120 1571 Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw 88 80 2052 This is an Albanian 3 1/2 legged Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv 1 2
# 数量不多，故可以直接目测，目测结果，基本上没什么错误
# 出现错误的主要是 id=[876，967,1405,2052] 他们对应的正确的值应该是 values=["14/10",'13/10','10/10 ',' 9/10 '] 所以单独设置就可以
#修改值
final_Data_clean.loc[876,"rating_numerator" ] = 14 #修改分子和分母
final_Data_clean.loc[876,"rating_denominator" ]= 10
final_Data_clean.loc[967,"rating_numerator" ] = 13 #修改分子和分母
final_Data_clean.loc[967,"rating_denominator" ]= 10
final_Data_clean.loc[1405,"rating_numerator" ] =10 #修改分子和分母
final_Data_clean.loc[1405,"rating_denominator" ]= 10
final_Data_clean.loc[2052,"rating_numerator" ]=9 #修改分子和分母 ?因为不是顺序的，所以iloc会对应不上吗，loc，默认的是index
final_Data_clean.loc[2052,"rating_denominator" ]=10
#测试1
final_Data_clean[final_Data_clean['rating_denominator']!=10][['text','rating_numerator','rating_denominator']] #验证修改成功。
text rating_numerator rating_denominator 344 The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd 84 70 414 Meet Sam. She smiles 24/7 & secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx 24 7 734 Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE 165 150 1001 This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq 50 50 1022 Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 99 90 1047 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 80 80 1065 From left to right:\nCletus, Jerome, Alejandro, Burp, & Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK 45 50 1131 Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa 60 50 1207 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ 44 40 1379 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 143 130 1380 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 121 110 1512 IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq 144 120 1571 Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw 88 80
# 用分子分母相除，结果存到新列中。
#测试2
final_Data_clean['Final_Grade']=final_Data_clean['rating_numerator']/final_Data_clean['rating_denominator']
final_Data_clean['Final_Grade']=final_Data_clean['Final_Grade'].apply(lambda x: '%.2f'%x ) #结果保留两位小数
final_Data_clean['Final_Grade'].value_counts() #评分结果。
1.20 407
1.00 356
1.10 348
1.30 214
0.90 134
0.80 68
0.70 31
1.40 22
0.60 16
0.50 14
0.40 6
0.30 5
0.20 2
7.50 1
3.43 1
2.70 1
0.00 1
2.60 1
Name: Final_Grade, dtype: int64
# 定义；11)整洁性问题： expanded_urls 中有些列里面有多个相同的expanded_url 观察到。(第9个整洁性问题在一开始的时候就合并解决)
final_Data_clean['expanded_urls'] # 可以看到内部有些，有很多个重复的相同的链接地址，并且之间是用逗号链接的。
#编码
def cleanExpanded_urls(string):
if(string.find(",")!=-1):
return string.split(",")[-1]
else:
return string
final_Data_clean['expanded_urls'] = final_Data_clean['expanded_urls'] .apply(cleanExpanded_urls)
#测试，已经清理完毕
final_Data_clean['expanded_urls']
1 https://twitter.com/dog_rates/status/892177421306343426/photo/1
2 https://twitter.com/dog_rates/status/891815181378084864/photo/1
3 https://twitter.com/dog_rates/status/891689557279858688/photo/1
4 https://twitter.com/dog_rates/status/891327558926688256/photo/1
5 https://twitter.com/dog_rates/status/891087950875897856/photo/1
6 https://twitter.com/dog_rates/status/890971913173991426/photo/1
7 https://twitter.com/dog_rates/status/890729181411237888/photo/1
8 https://twitter.com/dog_rates/status/890609185150312448/photo/1
9 https://twitter.com/dog_rates/status/890240255349198849/photo/1
10 https://twitter.com/dog_rates/status/890006608113172480/photo/1
11 https://twitter.com/dog_rates/status/889880896479866881/photo/1
12 https://twitter.com/dog_rates/status/889665388333682689/photo/1
13 https://twitter.com/dog_rates/status/889638837579907072/photo/1
14 https://twitter.com/dog_rates/status/889531135344209921/photo/1
15 https://twitter.com/dog_rates/status/889278841981685760/video/1
16 https://twitter.com/dog_rates/status/888917238123831296/photo/1
17 https://twitter.com/dog_rates/status/888804989199671297/photo/1
18 https://twitter.com/dog_rates/status/888554962724278272/photo/1
19 https://twitter.com/dog_rates/status/888078434458587136/photo/1
20 https://twitter.com/dog_rates/status/887705289381826560/photo/1
22 https://twitter.com/dog_rates/status/887473957103951883/photo/1
23 https://twitter.com/dog_rates/status/887343217045368832/video/1
24 https://twitter.com/dog_rates/status/887101392804085760/photo/1
25 https://twitter.com/dog_rates/status/886983233522544640/photo/1
26 https://twitter.com/dog_rates/status/886736880519319552/photo/1
28 https://twitter.com/dog_rates/status/886366144734445568/photo/1
29 https://twitter.com/dog_rates/status/886258384151887873/photo/1
30 https://twitter.com/dog_rates/status/885984800019947520/photo/1
31 https://twitter.com/dog_rates/status/885528943205470208/photo/1
33 https://twitter.com/dog_rates/status/885167619883638784/photo/1
...
2037 https://twitter.com/dog_rates/status/666437273139982337/photo/1
2038 https://twitter.com/dog_rates/status/666435652385423360/photo/1
2039 https://twitter.com/dog_rates/status/666430724426358785/photo/1
2040 https://twitter.com/dog_rates/status/666428276349472768/photo/1
2041 https://twitter.com/dog_rates/status/666421158376562688/photo/1
2042 https://twitter.com/dog_rates/status/666418789513326592/photo/1
2044 https://twitter.com/dog_rates/status/666407126856765440/photo/1
2045 https://twitter.com/dog_rates/status/666396247373291520/photo/1
2046 https://twitter.com/dog_rates/status/666373753744588802/photo/1
2048 https://twitter.com/dog_rates/status/666353288456101888/photo/1
2049 https://twitter.com/dog_rates/status/666345417576210432/photo/1
2050 https://twitter.com/dog_rates/status/666337882303524864/photo/1
2052 https://twitter.com/dog_rates/status/666287406224695296/photo/1
2053 https://twitter.com/dog_rates/status/666273097616637952/photo/1
2056 https://twitter.com/dog_rates/status/666102155909144576/photo/1
2057 https://twitter.com/dog_rates/status/666099513787052032/photo/1
2058 https://twitter.com/dog_rates/status/666094000022159362/photo/1
2059 https://twitter.com/dog_rates/status/666082916733198337/photo/1
2060 https://twitter.com/dog_rates/status/666073100786774016/photo/1
2061 https://twitter.com/dog_rates/status/666071193221509120/photo/1
2062 https://twitter.com/dog_rates/status/666063827256086533/photo/1
2063 https://twitter.com/dog_rates/status/666058600524156928/photo/1
2064 https://twitter.com/dog_rates/status/666057090499244032/photo/1
2065 https://twitter.com/dog_rates/status/666055525042405380/photo/1
2067 https://twitter.com/dog_rates/status/666050758794694657/photo/1
2068 https://twitter.com/dog_rates/status/666049248165822465/photo/1
2069 https://twitter.com/dog_rates/status/666044226329800704/photo/1
2070 https://twitter.com/dog_rates/status/666033412701032449/photo/1
2071 https://twitter.com/dog_rates/status/666029285002620928/photo/1
2072 https://twitter.com/dog_rates/status/666020888022790149/photo/1
Name: expanded_urls, Length: 1628, dtype: object
# 定义：12）整洁性问题：狗的地位stage(体型而定的) 应该为分类数据，应该放在同一列中
#编码
final_Data_clean['stage']=final_Data_clean['text'].str.findall("(puppo|doggo|pupper|floofer)").copy()
#因为狗的身份来自于text中文本，所以想到了从文本中重新提取，然后提取的时候发现，原来一个文本中可能同时出现多个相同的身份描述；
#如下面计数输出可见，正则表达式都会找完为止，因为findall 返回的是list类型，而如果这样直接把多个list内元素连接会出现重复，
#那么最好的方法就是去重，于是采用了set（listObject)的方法，先把重复的去掉，就每种身份词只留下一个了。
print( final_Data_clean['stage'].value_counts() ) #还有1416是确实没有发现文本中有种类分类的，故置空处理
final_Data_clean['stage']=final_Data_clean['stage'].apply(lambda x:"-".join(set(x))) #原本只想到合并使用join，确实set（）方法是看了网上后借用的。
print("置空前")
print(final_Data_clean['stage'].value_counts() ) #还有1416是确实没有发现文本中有种类分类的，故置空处理
final_Data_clean['stage']=final_Data_clean['stage'].replace("",np.nan)
#测试,验证已完成。
print()
print("置空后")
print(final_Data_clean['stage'].value_counts()) #还有1416是确实没有发现文本中有种类分类的，故置空处理
final_Data_clean.drop(final_Data_clean[['doggo','puppo','pupper','floofer']],axis=1,inplace=True) #把整理
final_Data_clean.info()
[] 1362
[pupper] 171
[doggo] 54
[puppo] 24
[pupper, pupper] 6
[doggo, pupper] 4
[floofer] 3
[puppo, doggo] 2
[pupper, pupper, pupper] 1
[pupper, doggo, doggo] 1
Name: stage, dtype: int64
置空前
1362
pupper 178
doggo 54
puppo 24
pupper-doggo 5
floofer 3
puppo-doggo 2
Name: stage, dtype: int64
置空后
pupper 178
doggo 54
puppo 24
pupper-doggo 5
floofer 3
puppo-doggo 2
Name: stage, dtype: int64
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1628 entries, 1 to 2072
Data columns (total 26 columns):
tweet_id 1628 non-null object
timestamp 1628 non-null object
source 1628 non-null object
text 1628 non-null object
retweeted_status_id 0 non-null float64
retweeted_status_user_id 0 non-null float64
retweeted_status_timestamp 0 non-null object
expanded_urls 1628 non-null object
rating_numerator 1628 non-null int64
rating_denominator 1628 non-null int64
name 1166 non-null object
jpg_url 1628 non-null object
img_num 1628 non-null int64
p1 1628 non-null object
p1_conf 1628 non-null float64
p1_dog 1628 non-null bool
p2 1628 non-null object
p2_conf 1628 non-null float64
p2_dog 1628 non-null bool
p3 1628 non-null object
p3_conf 1628 non-null float64
p3_dog 1628 non-null bool
retweet_count 1628 non-null int64
favorite_count 1628 non-null int64
Final_Grade 1628 non-null object
stage 266 non-null object
dtypes: bool(3), float64(5), int64(5), object(13)
memory usage: 390.0+ KB
保存清理和合并后的数据集 # 保存清洁的数据集到twitter_archive_master.csv：
final_Data_clean.to_csv("twitter_archive_master.csv", encoding='utf-8') #存入
print("保存完毕！twitter_archive_master.csv")
保存完毕！twitter_archive_master.csv
4.分析 题出问题 狗狗的stage中哪种身份最多? 数据集中，排名前10的最常见的10个名字是哪些？ 数据集中，狗狗的评分大部分是多少？ twitter_archive_master= pd.read_csv("twitter_archive_master.csv") #读取整理好的数据集中的数据
twitter_archive_master.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1628 entries, 0 to 1627
Data columns (total 27 columns):
Unnamed: 0 1628 non-null int64
tweet_id 1628 non-null int64
timestamp 1628 non-null object
source 1628 non-null object
text 1628 non-null object
retweeted_status_id 0 non-null float64
retweeted_status_user_id 0 non-null float64
retweeted_status_timestamp 0 non-null float64
expanded_urls 1628 non-null object
rating_numerator 1628 non-null int64
rating_denominator 1628 non-null int64
name 1166 non-null object
jpg_url 1628 non-null object
img_num 1628 non-null int64
p1 1628 non-null object
p1_conf 1628 non-null float64
p1_dog 1628 non-null bool
p2 1628 non-null object
p2_conf 1628 non-null float64
p2_dog 1628 non-null bool
p3 1628 non-null object
p3_conf 1628 non-null float64
p3_dog 1628 non-null bool
retweet_count 1628 non-null int64
favorite_count 1628 non-null int64
Final_Grade 1628 non-null float64
stage 266 non-null object
dtypes: bool(3), float64(7), int64(7), object(10)
memory usage: 310.1+ KB
# 分析 狗狗的stage中哪种身份最多?
plt.title("Proportion of doys in each stage")
twitter_archive_master.stage.value_counts().plot(kind="pie",figsize=(8, 8),autopct='%.1f')
#结论： 可以看到下图，最多的是处于pupper的,有66.9的狗处于这个身份
<matplotlib.axes._subplots.AxesSubplot at 0x1c04945a080>
优达学城_数据清洗_项目三wrangle_act下面是我优达学城项目三的记录报告1. 收集2.评估3.清洗4.分析 # 分析 数据集中，大家最喜欢给狗狗取什么名字？
plt.title("Top 10 favorite names")
plt.xlabel("Names")
plt.ylabel("Quantity")
print(twitter_archive_master.name.value_counts().iloc[0:10])
twitter_archive_master.name.value_counts().iloc[0:10].sort_values().plot("barh")
#结论，排名前10的最常见的10个名字如下
Cooper 10
Lucy 10
Charlie 10
Oliver 9
Tucker 8
Winston 7
Daisy 7
Penny 7
Sadie 7
Jax 6
Name: name, dtype: int64
<matplotlib.axes._subplots.AxesSubplot at 0x1c049385c88>
![png](output_41_2.png
优达学城_数据清洗_项目三wrangle_act下面是我优达学城项目三的记录报告1. 收集2.评估3.清洗4.分析 # 分析：数据集中，狗狗的评分大部分是多少？
plt.title("Dog score")
print(twitter_archive_master.Final_Grade.value_counts().iloc[0:10])
twitter_archive_master.Final_Grade.value_counts().iloc[0:10].plot("pie",autopct='%.2f',figsize=(8, 8))
#结论：下图可见最大面积的4个扇形都是1分及以上，22+25+21+13=81，百分之81的狗狗的评分是一分及以上的。
1.2 407
1.0 356
1.1 348
1.3 214
0.9 134
0.8 68
0.7 31
1.4 22
0.6 16
0.5 14
Name: Final_Grade, dtype: int64
<matplotlib.axes._subplots.AxesSubplot at 0x1c0496d3be0>
优达学城_数据清洗_项目三wrangle_act下面是我优达学城项目三的记录报告1. 收集2.评估3.清洗4.分析 
