wrangle_act.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 项目二  清理和分析数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 项目简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "清洗推特用户 [@dog_rates](https://twitter.com/dog_rates)也叫做[WeRateDogs](https://en.wikipedia.org/wiki/WeRateDogs)的推特数据，创建有趣可靠的分析和可视化。推特档案很大，但是只包括基本的推特信息。对 \"Wow!\" 进行收集、评估和清洗，是分析和可视化应该做的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 完善推特档案"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "WeRateDogs 推特档案包括基本的推特信息，如 5000 多条推特，但并不包括所有数据。不过档案中有一列包括每个推特文本，我可以用来提取评级、狗的名字和 \"地位\" (即 doggo、floofer、pupper 和 puppo)。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Twitter API 的附加数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "回到推特档案的基础信息：转发用户和喜爱用户是两个遗漏的列。幸运的是，从推特 API 中，任何人都可以收集到附加数据。其实，\"任何人\" 都能获取至少最近的 3000 条推特数据。但是因为你拥有 WeRateDogs 推特档案和专门的推特 ID，你可以收集到所有的 5000 多条推特。你将会查询推特的 API 收集这个重要数据。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图像预测文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一件更酷的事情：我通过一个[神经网络](https://www.youtube.com/watch?v=2-Ol7ZB0MmU)运行 WeRateDogs 推特档案中的所有图片，这个神经网络可以对狗的品种分类。结果：对图片预测 (只含前三名) 的表格包括每个推特 ID、图片 URL 和最自信预测对应的图片编号 (由于推特最多包含 4 个图片，所以编号为 1 到 4)。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 收集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "收集下面描述的三份数据：<br>\n",
    "- 1.WeRateDogs 推特档案。\n",
    "- 2.推特图片预测，即根据神经网络，出现在每个推特中狗的品种 (或其他物体、动物等)。\n",
    "- 3.每条推特的数据，至少要包含转发数（retweet_count）和喜欢数（favorite_count），以及任何你觉得有趣的额外数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from pandas import DataFrame\n",
    "import tweepy\n",
    "import requests\n",
    "import time\n",
    "import json\n",
    "import timeit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "consumer_key = ''\n",
    "consumer_secret = ''\n",
    "access_token = ''\n",
    "access_secret = ''\n",
    "\n",
    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_token, access_secret)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "api = tweepy.API(auth, wait_on_rate_limit=True, wait_on_rate_limit_notify=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#twitter-archive-enhanced\n",
    "twitter = pd.read_csv('twitter-archive-enhanced.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#image-predictions\n",
    "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'\n",
    "file_name = 'image-predictions.tsv'\n",
    "r = requests.get(url)\n",
    "with open(file_name, 'w') as file:\n",
    "    file.write(r.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "image_predictions = pd.read_csv('image-predictions.tsv', sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "used_time 3269.092788219452\n"
     ]
    }
   ],
   "source": [
    "#retweet_count and favorite_count\n",
    "file_name = 'tweet_json.txt'\n",
    "error_file_name = 'error_tweet_id.txt'\n",
    "data = {}\n",
    "tweet_id_errors = []\n",
    "start_time = time.time()\n",
    "with open(file_name, 'w') as file:\n",
    "    for tweet_id in twitter.tweet_id:\n",
    "        try:\n",
    "            tweet = api.get_status(tweet_id, tweet_mode='extended')\n",
    "            data = {'tweet_id':int(tweet_id), 'retweet_count':tweet.retweet_count, 'favorite_count': tweet.favorite_count}\n",
    "            json.dump(data, file)\n",
    "            file.write('\\n')\n",
    "        except:\n",
    "            tweet_id_errors.append(tweet_id)\n",
    "end_time = time.time()\n",
    "print('used_time', end_time - start_time)\n",
    "with open(error_file_name, 'w') as file1:\n",
    "    for line in tweet_id_errors:\n",
    "        file1.write(str(line))\n",
    "        file1.write('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "list_tweet_id = []\n",
    "list_retweet_count = []\n",
    "list_favorite_count = []\n",
    "with open('tweet_json.txt', encoding='utf-8') as file:\n",
    "    for line in file:\n",
    "        data = line[:-1]\n",
    "        data = eval(data)\n",
    "        list_tweet_id.append(data['tweet_id'])\n",
    "        list_retweet_count.append(data['retweet_count'])\n",
    "        list_favorite_count.append(data['favorite_count'])\n",
    "data = {'tweet_id':list_tweet_id, 'retweet_count':list_retweet_count, 'favorite_count':list_favorite_count}\n",
    "tweet_data = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 评估"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 可视化评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
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       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>Here we have a majestic great white breaching ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2017-07-28 16:27:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Jax. He enjoys ice cream so much he gets ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gofundme.com/ydvmve-surgery-for-jax,ht...</td>\n",
       "      <td>13</td>\n",
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       "      <th>7</th>\n",
       "      <td>890729181411237888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 00:22:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>When you watch your owner call another dog a g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890729181...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>890609185150312448</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-27 16:25:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zoey. She doesn't want to be one of th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890609185...</td>\n",
       "      <td>13</td>\n",
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       "      <td>Zoey</td>\n",
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       "      <td>890240255349198849</td>\n",
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       "      <td>2017-07-26 15:59:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Cassie. She is a college pup. Studying...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890240255...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Cassie</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>890006608113172480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 00:31:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Koda. He is a South Australian decksha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890006608...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Koda</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>889880896479866881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 16:11:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bruno. He is a service shark. Only get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889880896...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Bruno</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 01:55:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a puppo that seems to be on the fence a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889665388...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>puppo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>889638837579907072</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 00:10:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ted. He does his best. Sometimes that'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889638837...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Ted</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 17:02:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Stuart. He's sporting his favorite fan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889531135...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stuart</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>puppo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>889278841981685760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 00:19:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Oliver. You're witnessing one of his m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889278841...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliver</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-23 00:22:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jim. He found a fren. Taught him how t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888917238...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Jim</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 16:56:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zeke. He has a new stick. Very proud o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888804989...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zeke</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 00:23:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ralphus. He's powering up. Attempting ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888554962...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Ralphus</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>888202515573088257</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-21 01:02:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Canela. She attempted s...</td>\n",
       "      <td>8.874740e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-07-19 00:47:34 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>888078434458587136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-20 16:49:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Gerald. He was just told he didn't get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888078434...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Gerald</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>887705289381826560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 16:06:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jeffrey. He has a monopoly on the pool...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887705289...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jeffrey</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>887517139158093824</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 03:39:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I've yet to rate a Venezuelan Hover Wiener. Th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887517139...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>such</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>887473957103951883</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 00:47:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Canela. She attempted some fancy porch...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>887343217045368832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-18 16:08:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>You may not have known you needed to see this ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887343217...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>887101392804085760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-18 00:07:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This... is a Jubilant Antarctic House Bear. We...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887101392...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>886983233522544640</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-17 16:17:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Maya. She's very shy. Rarely leaves he...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886983233...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Maya</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>886736880519319552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-16 23:58:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Mingus. He's a wonderful father to his...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/mingusneedsus,https:/...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Mingus</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>886680336477933568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-16 20:14:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Derek. He's late for a dog meeting. 13...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886680336...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Derek</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>886366144734445568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-15 23:25:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Roscoe. Another pupper fallen victim t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886366144...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Roscoe</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>666411507551481857</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 00:24:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is quite the dog. Gets really excited whe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666411507...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>quite</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>666407126856765440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 00:06:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a southern Vesuvius bumblegruff. Can d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666407126...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2328</th>\n",
       "      <td>666396247373291520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 23:23:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Oh goodness. A super rare northeast Qdoba kang...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666396247...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>666373753744588802</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 21:54:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Those are sunglasses and a jean jacket. 11/10 ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666373753...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2330</th>\n",
       "      <td>666362758909284353</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 21:10:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Unique dog here. Very small. Lives in containe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666362758...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2331</th>\n",
       "      <td>666353288456101888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 20:32:58 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a mixed Asiago from the Galápagos...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666353288...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2332</th>\n",
       "      <td>666345417576210432</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 20:01:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Look at this jokester thinking seat belt laws ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666345417...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>666337882303524864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 19:31:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an extremely rare horned Parthenon. No...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666337882...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>666293911632134144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:37:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a funny dog. Weird toes. Won't come do...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666293911...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:11:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666287406...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2336</th>\n",
       "      <td>666273097616637952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 15:14:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Can take selfies 11/10 https://t.co/ws2AMaNwPW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666273097...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2337</th>\n",
       "      <td>666268910803644416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 14:57:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Very concerned about fellow dog trapped in com...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666268910...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2338</th>\n",
       "      <td>666104133288665088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 04:02:55 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Not familiar with this breed. No tail (weird)....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666104133...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2339</th>\n",
       "      <td>666102155909144576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 03:55:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Oh my. Here you are seeing an Adobe Setter giv...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666102155...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>666099513787052032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 03:44:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Can stand on stump for what seems like a while...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666099513...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2341</th>\n",
       "      <td>666094000022159362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 03:22:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This appears to be a Mongolian Presbyterian mi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666094000...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>666082916733198337</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 02:38:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a well-established sunblockerspan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666082916...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2343</th>\n",
       "      <td>666073100786774016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:59:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Let's hope this flight isn't Malaysian (lol). ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666073100...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2344</th>\n",
       "      <td>666071193221509120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:52:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a northern speckled Rhododendron....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666071193...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2345</th>\n",
       "      <td>666063827256086533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:22:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is the happiest dog you will ever see. Ve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666063827...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>the</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2346</th>\n",
       "      <td>666058600524156928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:01:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is the Rand Paul of retrievers folks! He'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666058600...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>the</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2347</th>\n",
       "      <td>666057090499244032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:55:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>My oh my. This is a rare blond Canadian terrie...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666057090...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2348</th>\n",
       "      <td>666055525042405380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:49:46 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a Siberian heavily armored polar bear ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666055525...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2349</th>\n",
       "      <td>666051853826850816</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:35:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an odd dog. Hard on the outside but lo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666051853...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2350</th>\n",
       "      <td>666050758794694657</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:30:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a truly beautiful English Wilson Staff...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666050758...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:04:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Piers Morgan. Loves to Netf...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666044226...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:21:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a very happy pup. Big fan of well-main...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666033412...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:05:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a western brown Mitsubishi terrier. Up...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666029285...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 22:32:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a Japanese Irish Setter. Lost eye...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666020888...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2356 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0     892420643555336193                    NaN                  NaN   \n",
       "1     892177421306343426                    NaN                  NaN   \n",
       "2     891815181378084864                    NaN                  NaN   \n",
       "3     891689557279858688                    NaN                  NaN   \n",
       "4     891327558926688256                    NaN                  NaN   \n",
       "5     891087950875897856                    NaN                  NaN   \n",
       "6     890971913173991426                    NaN                  NaN   \n",
       "7     890729181411237888                    NaN                  NaN   \n",
       "8     890609185150312448                    NaN                  NaN   \n",
       "9     890240255349198849                    NaN                  NaN   \n",
       "10    890006608113172480                    NaN                  NaN   \n",
       "11    889880896479866881                    NaN                  NaN   \n",
       "12    889665388333682689                    NaN                  NaN   \n",
       "13    889638837579907072                    NaN                  NaN   \n",
       "14    889531135344209921                    NaN                  NaN   \n",
       "15    889278841981685760                    NaN                  NaN   \n",
       "16    888917238123831296                    NaN                  NaN   \n",
       "17    888804989199671297                    NaN                  NaN   \n",
       "18    888554962724278272                    NaN                  NaN   \n",
       "19    888202515573088257                    NaN                  NaN   \n",
       "20    888078434458587136                    NaN                  NaN   \n",
       "21    887705289381826560                    NaN                  NaN   \n",
       "22    887517139158093824                    NaN                  NaN   \n",
       "23    887473957103951883                    NaN                  NaN   \n",
       "24    887343217045368832                    NaN                  NaN   \n",
       "25    887101392804085760                    NaN                  NaN   \n",
       "26    886983233522544640                    NaN                  NaN   \n",
       "27    886736880519319552                    NaN                  NaN   \n",
       "28    886680336477933568                    NaN                  NaN   \n",
       "29    886366144734445568                    NaN                  NaN   \n",
       "...                  ...                    ...                  ...   \n",
       "2326  666411507551481857                    NaN                  NaN   \n",
       "2327  666407126856765440                    NaN                  NaN   \n",
       "2328  666396247373291520                    NaN                  NaN   \n",
       "2329  666373753744588802                    NaN                  NaN   \n",
       "2330  666362758909284353                    NaN                  NaN   \n",
       "2331  666353288456101888                    NaN                  NaN   \n",
       "2332  666345417576210432                    NaN                  NaN   \n",
       "2333  666337882303524864                    NaN                  NaN   \n",
       "2334  666293911632134144                    NaN                  NaN   \n",
       "2335  666287406224695296                    NaN                  NaN   \n",
       "2336  666273097616637952                    NaN                  NaN   \n",
       "2337  666268910803644416                    NaN                  NaN   \n",
       "2338  666104133288665088                    NaN                  NaN   \n",
       "2339  666102155909144576                    NaN                  NaN   \n",
       "2340  666099513787052032                    NaN                  NaN   \n",
       "2341  666094000022159362                    NaN                  NaN   \n",
       "2342  666082916733198337                    NaN                  NaN   \n",
       "2343  666073100786774016                    NaN                  NaN   \n",
       "2344  666071193221509120                    NaN                  NaN   \n",
       "2345  666063827256086533                    NaN                  NaN   \n",
       "2346  666058600524156928                    NaN                  NaN   \n",
       "2347  666057090499244032                    NaN                  NaN   \n",
       "2348  666055525042405380                    NaN                  NaN   \n",
       "2349  666051853826850816                    NaN                  NaN   \n",
       "2350  666050758794694657                    NaN                  NaN   \n",
       "2351  666049248165822465                    NaN                  NaN   \n",
       "2352  666044226329800704                    NaN                  NaN   \n",
       "2353  666033412701032449                    NaN                  NaN   \n",
       "2354  666029285002620928                    NaN                  NaN   \n",
       "2355  666020888022790149                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "0     2017-08-01 16:23:56 +0000   \n",
       "1     2017-08-01 00:17:27 +0000   \n",
       "2     2017-07-31 00:18:03 +0000   \n",
       "3     2017-07-30 15:58:51 +0000   \n",
       "4     2017-07-29 16:00:24 +0000   \n",
       "5     2017-07-29 00:08:17 +0000   \n",
       "6     2017-07-28 16:27:12 +0000   \n",
       "7     2017-07-28 00:22:40 +0000   \n",
       "8     2017-07-27 16:25:51 +0000   \n",
       "9     2017-07-26 15:59:51 +0000   \n",
       "10    2017-07-26 00:31:25 +0000   \n",
       "11    2017-07-25 16:11:53 +0000   \n",
       "12    2017-07-25 01:55:32 +0000   \n",
       "13    2017-07-25 00:10:02 +0000   \n",
       "14    2017-07-24 17:02:04 +0000   \n",
       "15    2017-07-24 00:19:32 +0000   \n",
       "16    2017-07-23 00:22:39 +0000   \n",
       "17    2017-07-22 16:56:37 +0000   \n",
       "18    2017-07-22 00:23:06 +0000   \n",
       "19    2017-07-21 01:02:36 +0000   \n",
       "20    2017-07-20 16:49:33 +0000   \n",
       "21    2017-07-19 16:06:48 +0000   \n",
       "22    2017-07-19 03:39:09 +0000   \n",
       "23    2017-07-19 00:47:34 +0000   \n",
       "24    2017-07-18 16:08:03 +0000   \n",
       "25    2017-07-18 00:07:08 +0000   \n",
       "26    2017-07-17 16:17:36 +0000   \n",
       "27    2017-07-16 23:58:41 +0000   \n",
       "28    2017-07-16 20:14:00 +0000   \n",
       "29    2017-07-15 23:25:31 +0000   \n",
       "...                         ...   \n",
       "2326  2015-11-17 00:24:19 +0000   \n",
       "2327  2015-11-17 00:06:54 +0000   \n",
       "2328  2015-11-16 23:23:41 +0000   \n",
       "2329  2015-11-16 21:54:18 +0000   \n",
       "2330  2015-11-16 21:10:36 +0000   \n",
       "2331  2015-11-16 20:32:58 +0000   \n",
       "2332  2015-11-16 20:01:42 +0000   \n",
       "2333  2015-11-16 19:31:45 +0000   \n",
       "2334  2015-11-16 16:37:02 +0000   \n",
       "2335  2015-11-16 16:11:11 +0000   \n",
       "2336  2015-11-16 15:14:19 +0000   \n",
       "2337  2015-11-16 14:57:41 +0000   \n",
       "2338  2015-11-16 04:02:55 +0000   \n",
       "2339  2015-11-16 03:55:04 +0000   \n",
       "2340  2015-11-16 03:44:34 +0000   \n",
       "2341  2015-11-16 03:22:39 +0000   \n",
       "2342  2015-11-16 02:38:37 +0000   \n",
       "2343  2015-11-16 01:59:36 +0000   \n",
       "2344  2015-11-16 01:52:02 +0000   \n",
       "2345  2015-11-16 01:22:45 +0000   \n",
       "2346  2015-11-16 01:01:59 +0000   \n",
       "2347  2015-11-16 00:55:59 +0000   \n",
       "2348  2015-11-16 00:49:46 +0000   \n",
       "2349  2015-11-16 00:35:11 +0000   \n",
       "2350  2015-11-16 00:30:50 +0000   \n",
       "2351  2015-11-16 00:24:50 +0000   \n",
       "2352  2015-11-16 00:04:52 +0000   \n",
       "2353  2015-11-15 23:21:54 +0000   \n",
       "2354  2015-11-15 23:05:30 +0000   \n",
       "2355  2015-11-15 22:32:08 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "0     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "5     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "6     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "7     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "8     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "9     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "10    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "11    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "12    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "13    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "14    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "15    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "16    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "17    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "18    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "19    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "20    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "21    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "22    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "23    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "24    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "25    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "26    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "27    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "28    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "29    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "...                                                 ...   \n",
       "2326  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2327  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2328  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2329  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2330  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2331  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2332  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2333  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2334  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2335  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2336  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2337  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2338  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2339  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2340  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2341  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2342  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2343  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2344  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2345  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2346  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2347  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2348  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2349  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2350  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2351  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2352  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2353  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2354  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2355  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "0     This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1     This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2     This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3     This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4     This is Franklin. He would like you to stop ca...                  NaN   \n",
       "5     Here we have a majestic great white breaching ...                  NaN   \n",
       "6     Meet Jax. He enjoys ice cream so much he gets ...                  NaN   \n",
       "7     When you watch your owner call another dog a g...                  NaN   \n",
       "8     This is Zoey. She doesn't want to be one of th...                  NaN   \n",
       "9     This is Cassie. She is a college pup. Studying...                  NaN   \n",
       "10    This is Koda. He is a South Australian decksha...                  NaN   \n",
       "11    This is Bruno. He is a service shark. Only get...                  NaN   \n",
       "12    Here's a puppo that seems to be on the fence a...                  NaN   \n",
       "13    This is Ted. He does his best. Sometimes that'...                  NaN   \n",
       "14    This is Stuart. He's sporting his favorite fan...                  NaN   \n",
       "15    This is Oliver. You're witnessing one of his m...                  NaN   \n",
       "16    This is Jim. He found a fren. Taught him how t...                  NaN   \n",
       "17    This is Zeke. He has a new stick. Very proud o...                  NaN   \n",
       "18    This is Ralphus. He's powering up. Attempting ...                  NaN   \n",
       "19    RT @dog_rates: This is Canela. She attempted s...         8.874740e+17   \n",
       "20    This is Gerald. He was just told he didn't get...                  NaN   \n",
       "21    This is Jeffrey. He has a monopoly on the pool...                  NaN   \n",
       "22    I've yet to rate a Venezuelan Hover Wiener. Th...                  NaN   \n",
       "23    This is Canela. She attempted some fancy porch...                  NaN   \n",
       "24    You may not have known you needed to see this ...                  NaN   \n",
       "25    This... is a Jubilant Antarctic House Bear. We...                  NaN   \n",
       "26    This is Maya. She's very shy. Rarely leaves he...                  NaN   \n",
       "27    This is Mingus. He's a wonderful father to his...                  NaN   \n",
       "28    This is Derek. He's late for a dog meeting. 13...                  NaN   \n",
       "29    This is Roscoe. Another pupper fallen victim t...                  NaN   \n",
       "...                                                 ...                  ...   \n",
       "2326  This is quite the dog. Gets really excited whe...                  NaN   \n",
       "2327  This is a southern Vesuvius bumblegruff. Can d...                  NaN   \n",
       "2328  Oh goodness. A super rare northeast Qdoba kang...                  NaN   \n",
       "2329  Those are sunglasses and a jean jacket. 11/10 ...                  NaN   \n",
       "2330  Unique dog here. Very small. Lives in containe...                  NaN   \n",
       "2331  Here we have a mixed Asiago from the Galápagos...                  NaN   \n",
       "2332  Look at this jokester thinking seat belt laws ...                  NaN   \n",
       "2333  This is an extremely rare horned Parthenon. No...                  NaN   \n",
       "2334  This is a funny dog. Weird toes. Won't come do...                  NaN   \n",
       "2335  This is an Albanian 3 1/2 legged  Episcopalian...                  NaN   \n",
       "2336     Can take selfies 11/10 https://t.co/ws2AMaNwPW                  NaN   \n",
       "2337  Very concerned about fellow dog trapped in com...                  NaN   \n",
       "2338  Not familiar with this breed. No tail (weird)....                  NaN   \n",
       "2339  Oh my. Here you are seeing an Adobe Setter giv...                  NaN   \n",
       "2340  Can stand on stump for what seems like a while...                  NaN   \n",
       "2341  This appears to be a Mongolian Presbyterian mi...                  NaN   \n",
       "2342  Here we have a well-established sunblockerspan...                  NaN   \n",
       "2343  Let's hope this flight isn't Malaysian (lol). ...                  NaN   \n",
       "2344  Here we have a northern speckled Rhododendron....                  NaN   \n",
       "2345  This is the happiest dog you will ever see. Ve...                  NaN   \n",
       "2346  Here is the Rand Paul of retrievers folks! He'...                  NaN   \n",
       "2347  My oh my. This is a rare blond Canadian terrie...                  NaN   \n",
       "2348  Here is a Siberian heavily armored polar bear ...                  NaN   \n",
       "2349  This is an odd dog. Hard on the outside but lo...                  NaN   \n",
       "2350  This is a truly beautiful English Wilson Staff...                  NaN   \n",
       "2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "2352  This is a purebred Piers Morgan. Loves to Netf...                  NaN   \n",
       "2353  Here is a very happy pup. Big fan of well-main...                  NaN   \n",
       "2354  This is a western brown Mitsubishi terrier. Up...                  NaN   \n",
       "2355  Here we have a Japanese Irish Setter. Lost eye...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                          NaN                        NaN   \n",
       "1                          NaN                        NaN   \n",
       "2                          NaN                        NaN   \n",
       "3                          NaN                        NaN   \n",
       "4                          NaN                        NaN   \n",
       "5                          NaN                        NaN   \n",
       "6                          NaN                        NaN   \n",
       "7                          NaN                        NaN   \n",
       "8                          NaN                        NaN   \n",
       "9                          NaN                        NaN   \n",
       "10                         NaN                        NaN   \n",
       "11                         NaN                        NaN   \n",
       "12                         NaN                        NaN   \n",
       "13                         NaN                        NaN   \n",
       "14                         NaN                        NaN   \n",
       "15                         NaN                        NaN   \n",
       "16                         NaN                        NaN   \n",
       "17                         NaN                        NaN   \n",
       "18                         NaN                        NaN   \n",
       "19                4.196984e+09  2017-07-19 00:47:34 +0000   \n",
       "20                         NaN                        NaN   \n",
       "21                         NaN                        NaN   \n",
       "22                         NaN                        NaN   \n",
       "23                         NaN                        NaN   \n",
       "24                         NaN                        NaN   \n",
       "25                         NaN                        NaN   \n",
       "26                         NaN                        NaN   \n",
       "27                         NaN                        NaN   \n",
       "28                         NaN                        NaN   \n",
       "29                         NaN                        NaN   \n",
       "...                        ...                        ...   \n",
       "2326                       NaN                        NaN   \n",
       "2327                       NaN                        NaN   \n",
       "2328                       NaN                        NaN   \n",
       "2329                       NaN                        NaN   \n",
       "2330                       NaN                        NaN   \n",
       "2331                       NaN                        NaN   \n",
       "2332                       NaN                        NaN   \n",
       "2333                       NaN                        NaN   \n",
       "2334                       NaN                        NaN   \n",
       "2335                       NaN                        NaN   \n",
       "2336                       NaN                        NaN   \n",
       "2337                       NaN                        NaN   \n",
       "2338                       NaN                        NaN   \n",
       "2339                       NaN                        NaN   \n",
       "2340                       NaN                        NaN   \n",
       "2341                       NaN                        NaN   \n",
       "2342                       NaN                        NaN   \n",
       "2343                       NaN                        NaN   \n",
       "2344                       NaN                        NaN   \n",
       "2345                       NaN                        NaN   \n",
       "2346                       NaN                        NaN   \n",
       "2347                       NaN                        NaN   \n",
       "2348                       NaN                        NaN   \n",
       "2349                       NaN                        NaN   \n",
       "2350                       NaN                        NaN   \n",
       "2351                       NaN                        NaN   \n",
       "2352                       NaN                        NaN   \n",
       "2353                       NaN                        NaN   \n",
       "2354                       NaN                        NaN   \n",
       "2355                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "0     https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1     https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2     https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3     https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4     https://twitter.com/dog_rates/status/891327558...                12   \n",
       "5     https://twitter.com/dog_rates/status/891087950...                13   \n",
       "6     https://gofundme.com/ydvmve-surgery-for-jax,ht...                13   \n",
       "7     https://twitter.com/dog_rates/status/890729181...                13   \n",
       "8     https://twitter.com/dog_rates/status/890609185...                13   \n",
       "9     https://twitter.com/dog_rates/status/890240255...                14   \n",
       "10    https://twitter.com/dog_rates/status/890006608...                13   \n",
       "11    https://twitter.com/dog_rates/status/889880896...                13   \n",
       "12    https://twitter.com/dog_rates/status/889665388...                13   \n",
       "13    https://twitter.com/dog_rates/status/889638837...                12   \n",
       "14    https://twitter.com/dog_rates/status/889531135...                13   \n",
       "15    https://twitter.com/dog_rates/status/889278841...                13   \n",
       "16    https://twitter.com/dog_rates/status/888917238...                12   \n",
       "17    https://twitter.com/dog_rates/status/888804989...                13   \n",
       "18    https://twitter.com/dog_rates/status/888554962...                13   \n",
       "19    https://twitter.com/dog_rates/status/887473957...                13   \n",
       "20    https://twitter.com/dog_rates/status/888078434...                12   \n",
       "21    https://twitter.com/dog_rates/status/887705289...                13   \n",
       "22    https://twitter.com/dog_rates/status/887517139...                14   \n",
       "23    https://twitter.com/dog_rates/status/887473957...                13   \n",
       "24    https://twitter.com/dog_rates/status/887343217...                13   \n",
       "25    https://twitter.com/dog_rates/status/887101392...                12   \n",
       "26    https://twitter.com/dog_rates/status/886983233...                13   \n",
       "27    https://www.gofundme.com/mingusneedsus,https:/...                13   \n",
       "28    https://twitter.com/dog_rates/status/886680336...                13   \n",
       "29    https://twitter.com/dog_rates/status/886366144...                12   \n",
       "...                                                 ...               ...   \n",
       "2326  https://twitter.com/dog_rates/status/666411507...                 2   \n",
       "2327  https://twitter.com/dog_rates/status/666407126...                 7   \n",
       "2328  https://twitter.com/dog_rates/status/666396247...                 9   \n",
       "2329  https://twitter.com/dog_rates/status/666373753...                11   \n",
       "2330  https://twitter.com/dog_rates/status/666362758...                 6   \n",
       "2331  https://twitter.com/dog_rates/status/666353288...                 8   \n",
       "2332  https://twitter.com/dog_rates/status/666345417...                10   \n",
       "2333  https://twitter.com/dog_rates/status/666337882...                 9   \n",
       "2334  https://twitter.com/dog_rates/status/666293911...                 3   \n",
       "2335  https://twitter.com/dog_rates/status/666287406...                 1   \n",
       "2336  https://twitter.com/dog_rates/status/666273097...                11   \n",
       "2337  https://twitter.com/dog_rates/status/666268910...                10   \n",
       "2338  https://twitter.com/dog_rates/status/666104133...                 1   \n",
       "2339  https://twitter.com/dog_rates/status/666102155...                11   \n",
       "2340  https://twitter.com/dog_rates/status/666099513...                 8   \n",
       "2341  https://twitter.com/dog_rates/status/666094000...                 9   \n",
       "2342  https://twitter.com/dog_rates/status/666082916...                 6   \n",
       "2343  https://twitter.com/dog_rates/status/666073100...                10   \n",
       "2344  https://twitter.com/dog_rates/status/666071193...                 9   \n",
       "2345  https://twitter.com/dog_rates/status/666063827...                10   \n",
       "2346  https://twitter.com/dog_rates/status/666058600...                 8   \n",
       "2347  https://twitter.com/dog_rates/status/666057090...                 9   \n",
       "2348  https://twitter.com/dog_rates/status/666055525...                10   \n",
       "2349  https://twitter.com/dog_rates/status/666051853...                 2   \n",
       "2350  https://twitter.com/dog_rates/status/666050758...                10   \n",
       "2351  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "2352  https://twitter.com/dog_rates/status/666044226...                 6   \n",
       "2353  https://twitter.com/dog_rates/status/666033412...                 9   \n",
       "2354  https://twitter.com/dog_rates/status/666029285...                 7   \n",
       "2355  https://twitter.com/dog_rates/status/666020888...                 8   \n",
       "\n",
       "      rating_denominator      name  doggo floofer  pupper  puppo  \n",
       "0                     10   Phineas   None    None    None   None  \n",
       "1                     10     Tilly   None    None    None   None  \n",
       "2                     10    Archie   None    None    None   None  \n",
       "3                     10     Darla   None    None    None   None  \n",
       "4                     10  Franklin   None    None    None   None  \n",
       "5                     10      None   None    None    None   None  \n",
       "6                     10       Jax   None    None    None   None  \n",
       "7                     10      None   None    None    None   None  \n",
       "8                     10      Zoey   None    None    None   None  \n",
       "9                     10    Cassie  doggo    None    None   None  \n",
       "10                    10      Koda   None    None    None   None  \n",
       "11                    10     Bruno   None    None    None   None  \n",
       "12                    10      None   None    None    None  puppo  \n",
       "13                    10       Ted   None    None    None   None  \n",
       "14                    10    Stuart   None    None    None  puppo  \n",
       "15                    10    Oliver   None    None    None   None  \n",
       "16                    10       Jim   None    None    None   None  \n",
       "17                    10      Zeke   None    None    None   None  \n",
       "18                    10   Ralphus   None    None    None   None  \n",
       "19                    10    Canela   None    None    None   None  \n",
       "20                    10    Gerald   None    None    None   None  \n",
       "21                    10   Jeffrey   None    None    None   None  \n",
       "22                    10      such   None    None    None   None  \n",
       "23                    10    Canela   None    None    None   None  \n",
       "24                    10      None   None    None    None   None  \n",
       "25                    10      None   None    None    None   None  \n",
       "26                    10      Maya   None    None    None   None  \n",
       "27                    10    Mingus   None    None    None   None  \n",
       "28                    10     Derek   None    None    None   None  \n",
       "29                    10    Roscoe   None    None  pupper   None  \n",
       "...                  ...       ...    ...     ...     ...    ...  \n",
       "2326                  10     quite   None    None    None   None  \n",
       "2327                  10         a   None    None    None   None  \n",
       "2328                  10      None   None    None    None   None  \n",
       "2329                  10      None   None    None    None   None  \n",
       "2330                  10      None   None    None    None   None  \n",
       "2331                  10      None   None    None    None   None  \n",
       "2332                  10      None   None    None    None   None  \n",
       "2333                  10        an   None    None    None   None  \n",
       "2334                  10         a   None    None    None   None  \n",
       "2335                   2        an   None    None    None   None  \n",
       "2336                  10      None   None    None    None   None  \n",
       "2337                  10      None   None    None    None   None  \n",
       "2338                  10      None   None    None    None   None  \n",
       "2339                  10      None   None    None    None   None  \n",
       "2340                  10      None   None    None    None   None  \n",
       "2341                  10      None   None    None    None   None  \n",
       "2342                  10      None   None    None    None   None  \n",
       "2343                  10      None   None    None    None   None  \n",
       "2344                  10      None   None    None    None   None  \n",
       "2345                  10       the   None    None    None   None  \n",
       "2346                  10       the   None    None    None   None  \n",
       "2347                  10         a   None    None    None   None  \n",
       "2348                  10         a   None    None    None   None  \n",
       "2349                  10        an   None    None    None   None  \n",
       "2350                  10         a   None    None    None   None  \n",
       "2351                  10      None   None    None    None   None  \n",
       "2352                  10         a   None    None    None   None  \n",
       "2353                  10         a   None    None    None   None  \n",
       "2354                  10         a   None    None    None   None  \n",
       "2355                  10      None   None    None    None   None  \n",
       "\n",
       "[2356 rows x 17 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>666020888022790149</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Welsh_springer_spaniel</td>\n",
       "      <td>0.465074</td>\n",
       "      <td>True</td>\n",
       "      <td>collie</td>\n",
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       "      <td>True</td>\n",
       "      <td>Shetland_sheepdog</td>\n",
       "      <td>0.061428</td>\n",
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       "      <th>1</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.506826</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.074192</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.072010</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>German_shepherd</td>\n",
       "      <td>0.596461</td>\n",
       "      <td>True</td>\n",
       "      <td>malinois</td>\n",
       "      <td>0.138584</td>\n",
       "      <td>True</td>\n",
       "      <td>bloodhound</td>\n",
       "      <td>0.116197</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.408143</td>\n",
       "      <td>True</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.360687</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.222752</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.560311</td>\n",
       "      <td>True</td>\n",
       "      <td>Rottweiler</td>\n",
       "      <td>0.243682</td>\n",
       "      <td>True</td>\n",
       "      <td>Doberman</td>\n",
       "      <td>0.154629</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>666050758794694657</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Jof1WUAEuVxN.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Bernese_mountain_dog</td>\n",
       "      <td>0.651137</td>\n",
       "      <td>True</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.263788</td>\n",
       "      <td>True</td>\n",
       "      <td>Greater_Swiss_Mountain_dog</td>\n",
       "      <td>0.016199</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>666051853826850816</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>box_turtle</td>\n",
       "      <td>0.933012</td>\n",
       "      <td>False</td>\n",
       "      <td>mud_turtle</td>\n",
       "      <td>0.045885</td>\n",
       "      <td>False</td>\n",
       "      <td>terrapin</td>\n",
       "      <td>0.017885</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>666055525042405380</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5N9tpXIAAifs1.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.692517</td>\n",
       "      <td>True</td>\n",
       "      <td>Tibetan_mastiff</td>\n",
       "      <td>0.058279</td>\n",
       "      <td>True</td>\n",
       "      <td>fur_coat</td>\n",
       "      <td>0.054449</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>666057090499244032</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5PY90WoAAQGLo.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>shopping_cart</td>\n",
       "      <td>0.962465</td>\n",
       "      <td>False</td>\n",
       "      <td>shopping_basket</td>\n",
       "      <td>0.014594</td>\n",
       "      <td>False</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.007959</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>666058600524156928</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Qw94XAAA_2dP.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>miniature_poodle</td>\n",
       "      <td>0.201493</td>\n",
       "      <td>True</td>\n",
       "      <td>komondor</td>\n",
       "      <td>0.192305</td>\n",
       "      <td>True</td>\n",
       "      <td>soft-coated_wheaten_terrier</td>\n",
       "      <td>0.082086</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>666063827256086533</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.775930</td>\n",
       "      <td>True</td>\n",
       "      <td>Tibetan_mastiff</td>\n",
       "      <td>0.093718</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.072427</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>666071193221509120</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5cN_3WEAAlOoZ.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Gordon_setter</td>\n",
       "      <td>0.503672</td>\n",
       "      <td>True</td>\n",
       "      <td>Yorkshire_terrier</td>\n",
       "      <td>0.174201</td>\n",
       "      <td>True</td>\n",
       "      <td>Pekinese</td>\n",
       "      <td>0.109454</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>666073100786774016</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5d9DZXAAALcwe.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Walker_hound</td>\n",
       "      <td>0.260857</td>\n",
       "      <td>True</td>\n",
       "      <td>English_foxhound</td>\n",
       "      <td>0.175382</td>\n",
       "      <td>True</td>\n",
       "      <td>Ibizan_hound</td>\n",
       "      <td>0.097471</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>666082916733198337</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5m4VGWEAAtKc8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>pug</td>\n",
       "      <td>0.489814</td>\n",
       "      <td>True</td>\n",
       "      <td>bull_mastiff</td>\n",
       "      <td>0.404722</td>\n",
       "      <td>True</td>\n",
       "      <td>French_bulldog</td>\n",
       "      <td>0.048960</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>666094000022159362</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5w9gUW4AAsBNN.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>bloodhound</td>\n",
       "      <td>0.195217</td>\n",
       "      <td>True</td>\n",
       "      <td>German_shepherd</td>\n",
       "      <td>0.078260</td>\n",
       "      <td>True</td>\n",
       "      <td>malinois</td>\n",
       "      <td>0.075628</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>666099513787052032</td>\n",
       "      <td>https://pbs.twimg.com/media/CT51-JJUEAA6hV8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Lhasa</td>\n",
       "      <td>0.582330</td>\n",
       "      <td>True</td>\n",
       "      <td>Shih-Tzu</td>\n",
       "      <td>0.166192</td>\n",
       "      <td>True</td>\n",
       "      <td>Dandie_Dinmont</td>\n",
       "      <td>0.089688</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>666102155909144576</td>\n",
       "      <td>https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>English_setter</td>\n",
       "      <td>0.298617</td>\n",
       "      <td>True</td>\n",
       "      <td>Newfoundland</td>\n",
       "      <td>0.149842</td>\n",
       "      <td>True</td>\n",
       "      <td>borzoi</td>\n",
       "      <td>0.133649</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>666104133288665088</td>\n",
       "      <td>https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>hen</td>\n",
       "      <td>0.965932</td>\n",
       "      <td>False</td>\n",
       "      <td>cock</td>\n",
       "      <td>0.033919</td>\n",
       "      <td>False</td>\n",
       "      <td>partridge</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>666268910803644416</td>\n",
       "      <td>https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>desktop_computer</td>\n",
       "      <td>0.086502</td>\n",
       "      <td>False</td>\n",
       "      <td>desk</td>\n",
       "      <td>0.085547</td>\n",
       "      <td>False</td>\n",
       "      <td>bookcase</td>\n",
       "      <td>0.079480</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>666273097616637952</td>\n",
       "      <td>https://pbs.twimg.com/media/CT8T1mtUwAA3aqm.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Italian_greyhound</td>\n",
       "      <td>0.176053</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_terrier</td>\n",
       "      <td>0.111884</td>\n",
       "      <td>True</td>\n",
       "      <td>basenji</td>\n",
       "      <td>0.111152</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Maltese_dog</td>\n",
       "      <td>0.857531</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.063064</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_poodle</td>\n",
       "      <td>0.025581</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>666293911632134144</td>\n",
       "      <td>https://pbs.twimg.com/media/CT8mx7KW4AEQu8N.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>three-toed_sloth</td>\n",
       "      <td>0.914671</td>\n",
       "      <td>False</td>\n",
       "      <td>otter</td>\n",
       "      <td>0.015250</td>\n",
       "      <td>False</td>\n",
       "      <td>great_grey_owl</td>\n",
       "      <td>0.013207</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>666337882303524864</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9OwFIWEAMuRje.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>ox</td>\n",
       "      <td>0.416669</td>\n",
       "      <td>False</td>\n",
       "      <td>Newfoundland</td>\n",
       "      <td>0.278407</td>\n",
       "      <td>True</td>\n",
       "      <td>groenendael</td>\n",
       "      <td>0.102643</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>666345417576210432</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9Vn7PWoAA_ZCM.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.858744</td>\n",
       "      <td>True</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.054787</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.014241</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>666353288456101888</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9cx0tUEAAhNN_.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.336874</td>\n",
       "      <td>True</td>\n",
       "      <td>Siberian_husky</td>\n",
       "      <td>0.147655</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.093412</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>666362758909284353</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9lXGsUcAAyUFt.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>guinea_pig</td>\n",
       "      <td>0.996496</td>\n",
       "      <td>False</td>\n",
       "      <td>skunk</td>\n",
       "      <td>0.002402</td>\n",
       "      <td>False</td>\n",
       "      <td>hamster</td>\n",
       "      <td>0.000461</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>666373753744588802</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9vZEYWUAAlZ05.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>soft-coated_wheaten_terrier</td>\n",
       "      <td>0.326467</td>\n",
       "      <td>True</td>\n",
       "      <td>Afghan_hound</td>\n",
       "      <td>0.259551</td>\n",
       "      <td>True</td>\n",
       "      <td>briard</td>\n",
       "      <td>0.206803</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>666396247373291520</td>\n",
       "      <td>https://pbs.twimg.com/media/CT-D2ZHWIAA3gK1.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.978108</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_terrier</td>\n",
       "      <td>0.009397</td>\n",
       "      <td>True</td>\n",
       "      <td>papillon</td>\n",
       "      <td>0.004577</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>666407126856765440</td>\n",
       "      <td>https://pbs.twimg.com/media/CT-NvwmW4AAugGZ.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>black-and-tan_coonhound</td>\n",
       "      <td>0.529139</td>\n",
       "      <td>True</td>\n",
       "      <td>bloodhound</td>\n",
       "      <td>0.244220</td>\n",
       "      <td>True</td>\n",
       "      <td>flat-coated_retriever</td>\n",
       "      <td>0.173810</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>666411507551481857</td>\n",
       "      <td>https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>coho</td>\n",
       "      <td>0.404640</td>\n",
       "      <td>False</td>\n",
       "      <td>barracouta</td>\n",
       "      <td>0.271485</td>\n",
       "      <td>False</td>\n",
       "      <td>gar</td>\n",
       "      <td>0.189945</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2045</th>\n",
       "      <td>886366144734445568</td>\n",
       "      <td>https://pbs.twimg.com/media/DE0BTnQUwAApKEH.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>French_bulldog</td>\n",
       "      <td>0.999201</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>True</td>\n",
       "      <td>Boston_bull</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2046</th>\n",
       "      <td>886680336477933568</td>\n",
       "      <td>https://pbs.twimg.com/media/DE4fEDzWAAAyHMM.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>convertible</td>\n",
       "      <td>0.738995</td>\n",
       "      <td>False</td>\n",
       "      <td>sports_car</td>\n",
       "      <td>0.139952</td>\n",
       "      <td>False</td>\n",
       "      <td>car_wheel</td>\n",
       "      <td>0.044173</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2047</th>\n",
       "      <td>886736880519319552</td>\n",
       "      <td>https://pbs.twimg.com/media/DE5Se8FXcAAJFx4.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.309706</td>\n",
       "      <td>True</td>\n",
       "      <td>Great_Pyrenees</td>\n",
       "      <td>0.186136</td>\n",
       "      <td>True</td>\n",
       "      <td>Dandie_Dinmont</td>\n",
       "      <td>0.086346</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2048</th>\n",
       "      <td>886983233522544640</td>\n",
       "      <td>https://pbs.twimg.com/media/DE8yicJW0AAAvBJ.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.793469</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_terrier</td>\n",
       "      <td>0.143528</td>\n",
       "      <td>True</td>\n",
       "      <td>can_opener</td>\n",
       "      <td>0.032253</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2049</th>\n",
       "      <td>887101392804085760</td>\n",
       "      <td>https://pbs.twimg.com/media/DE-eAq6UwAA-jaE.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.733942</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.035029</td>\n",
       "      <td>True</td>\n",
       "      <td>Staffordshire_bullterrier</td>\n",
       "      <td>0.029705</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050</th>\n",
       "      <td>887343217045368832</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/88734...</td>\n",
       "      <td>1</td>\n",
       "      <td>Mexican_hairless</td>\n",
       "      <td>0.330741</td>\n",
       "      <td>True</td>\n",
       "      <td>sea_lion</td>\n",
       "      <td>0.275645</td>\n",
       "      <td>False</td>\n",
       "      <td>Weimaraner</td>\n",
       "      <td>0.134203</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2051</th>\n",
       "      <td>887473957103951883</td>\n",
       "      <td>https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.809197</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.054950</td>\n",
       "      <td>True</td>\n",
       "      <td>beagle</td>\n",
       "      <td>0.038915</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2052</th>\n",
       "      <td>887517139158093824</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/88751...</td>\n",
       "      <td>1</td>\n",
       "      <td>limousine</td>\n",
       "      <td>0.130432</td>\n",
       "      <td>False</td>\n",
       "      <td>tow_truck</td>\n",
       "      <td>0.029175</td>\n",
       "      <td>False</td>\n",
       "      <td>shopping_cart</td>\n",
       "      <td>0.026321</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2053</th>\n",
       "      <td>887705289381826560</td>\n",
       "      <td>https://pbs.twimg.com/media/DFHDQBbXgAEqY7t.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>basset</td>\n",
       "      <td>0.821664</td>\n",
       "      <td>True</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.087582</td>\n",
       "      <td>True</td>\n",
       "      <td>Weimaraner</td>\n",
       "      <td>0.026236</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2054</th>\n",
       "      <td>888078434458587136</td>\n",
       "      <td>https://pbs.twimg.com/media/DFMWn56WsAAkA7B.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>French_bulldog</td>\n",
       "      <td>0.995026</td>\n",
       "      <td>True</td>\n",
       "      <td>pug</td>\n",
       "      <td>0.000932</td>\n",
       "      <td>True</td>\n",
       "      <td>bull_mastiff</td>\n",
       "      <td>0.000903</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2055</th>\n",
       "      <td>888202515573088257</td>\n",
       "      <td>https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.809197</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.054950</td>\n",
       "      <td>True</td>\n",
       "      <td>beagle</td>\n",
       "      <td>0.038915</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2056</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg</td>\n",
       "      <td>3</td>\n",
       "      <td>Siberian_husky</td>\n",
       "      <td>0.700377</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.166511</td>\n",
       "      <td>True</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.111411</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2057</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.469760</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.184172</td>\n",
       "      <td>True</td>\n",
       "      <td>English_setter</td>\n",
       "      <td>0.073482</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2058</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.714719</td>\n",
       "      <td>True</td>\n",
       "      <td>Tibetan_mastiff</td>\n",
       "      <td>0.120184</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.105506</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2059</th>\n",
       "      <td>889278841981685760</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/88927...</td>\n",
       "      <td>1</td>\n",
       "      <td>whippet</td>\n",
       "      <td>0.626152</td>\n",
       "      <td>True</td>\n",
       "      <td>borzoi</td>\n",
       "      <td>0.194742</td>\n",
       "      <td>True</td>\n",
       "      <td>Saluki</td>\n",
       "      <td>0.027351</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2060</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.953442</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.013834</td>\n",
       "      <td>True</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.007958</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2061</th>\n",
       "      <td>889638837579907072</td>\n",
       "      <td>https://pbs.twimg.com/media/DFihzFfXsAYGDPR.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>French_bulldog</td>\n",
       "      <td>0.991650</td>\n",
       "      <td>True</td>\n",
       "      <td>boxer</td>\n",
       "      <td>0.002129</td>\n",
       "      <td>True</td>\n",
       "      <td>Staffordshire_bullterrier</td>\n",
       "      <td>0.001498</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2062</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.966327</td>\n",
       "      <td>True</td>\n",
       "      <td>Cardigan</td>\n",
       "      <td>0.027356</td>\n",
       "      <td>True</td>\n",
       "      <td>basenji</td>\n",
       "      <td>0.004633</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2063</th>\n",
       "      <td>889880896479866881</td>\n",
       "      <td>https://pbs.twimg.com/media/DFl99B1WsAITKsg.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>French_bulldog</td>\n",
       "      <td>0.377417</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.151317</td>\n",
       "      <td>True</td>\n",
       "      <td>muzzle</td>\n",
       "      <td>0.082981</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2064</th>\n",
       "      <td>890006608113172480</td>\n",
       "      <td>https://pbs.twimg.com/media/DFnwSY4WAAAMliS.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.957979</td>\n",
       "      <td>True</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.013884</td>\n",
       "      <td>True</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.008167</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2065</th>\n",
       "      <td>890240255349198849</td>\n",
       "      <td>https://pbs.twimg.com/media/DFrEyVuW0AAO3t9.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.511319</td>\n",
       "      <td>True</td>\n",
       "      <td>Cardigan</td>\n",
       "      <td>0.451038</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.029248</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2066</th>\n",
       "      <td>890609185150312448</td>\n",
       "      <td>https://pbs.twimg.com/media/DFwUU__XcAEpyXI.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Irish_terrier</td>\n",
       "      <td>0.487574</td>\n",
       "      <td>True</td>\n",
       "      <td>Irish_setter</td>\n",
       "      <td>0.193054</td>\n",
       "      <td>True</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.118184</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2067</th>\n",
       "      <td>890729181411237888</td>\n",
       "      <td>https://pbs.twimg.com/media/DFyBahAVwAAhUTd.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.566142</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.178406</td>\n",
       "      <td>True</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.076507</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2068</th>\n",
       "      <td>890971913173991426</td>\n",
       "      <td>https://pbs.twimg.com/media/DF1eOmZXUAALUcq.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Appenzeller</td>\n",
       "      <td>0.341703</td>\n",
       "      <td>True</td>\n",
       "      <td>Border_collie</td>\n",
       "      <td>0.199287</td>\n",
       "      <td>True</td>\n",
       "      <td>ice_lolly</td>\n",
       "      <td>0.193548</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2069</th>\n",
       "      <td>891087950875897856</td>\n",
       "      <td>https://pbs.twimg.com/media/DF3HwyEWsAABqE6.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.425595</td>\n",
       "      <td>True</td>\n",
       "      <td>Irish_terrier</td>\n",
       "      <td>0.116317</td>\n",
       "      <td>True</td>\n",
       "      <td>Indian_elephant</td>\n",
       "      <td>0.076902</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2070</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>basset</td>\n",
       "      <td>0.555712</td>\n",
       "      <td>True</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.225770</td>\n",
       "      <td>True</td>\n",
       "      <td>German_short-haired_pointer</td>\n",
       "      <td>0.175219</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2071</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>paper_towel</td>\n",
       "      <td>0.170278</td>\n",
       "      <td>False</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.168086</td>\n",
       "      <td>True</td>\n",
       "      <td>spatula</td>\n",
       "      <td>0.040836</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2072</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.716012</td>\n",
       "      <td>True</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.078253</td>\n",
       "      <td>True</td>\n",
       "      <td>kelpie</td>\n",
       "      <td>0.031379</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.323581</td>\n",
       "      <td>True</td>\n",
       "      <td>Pekinese</td>\n",
       "      <td>0.090647</td>\n",
       "      <td>True</td>\n",
       "      <td>papillon</td>\n",
       "      <td>0.068957</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2074</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>orange</td>\n",
       "      <td>0.097049</td>\n",
       "      <td>False</td>\n",
       "      <td>bagel</td>\n",
       "      <td>0.085851</td>\n",
       "      <td>False</td>\n",
       "      <td>banana</td>\n",
       "      <td>0.076110</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2075 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                                            jpg_url  \\\n",
       "0     666020888022790149    https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg   \n",
       "1     666029285002620928    https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg   \n",
       "2     666033412701032449    https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg   \n",
       "3     666044226329800704    https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg   \n",
       "4     666049248165822465    https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg   \n",
       "5     666050758794694657    https://pbs.twimg.com/media/CT5Jof1WUAEuVxN.jpg   \n",
       "6     666051853826850816    https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg   \n",
       "7     666055525042405380    https://pbs.twimg.com/media/CT5N9tpXIAAifs1.jpg   \n",
       "8     666057090499244032    https://pbs.twimg.com/media/CT5PY90WoAAQGLo.jpg   \n",
       "9     666058600524156928    https://pbs.twimg.com/media/CT5Qw94XAAA_2dP.jpg   \n",
       "10    666063827256086533    https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg   \n",
       "11    666071193221509120    https://pbs.twimg.com/media/CT5cN_3WEAAlOoZ.jpg   \n",
       "12    666073100786774016    https://pbs.twimg.com/media/CT5d9DZXAAALcwe.jpg   \n",
       "13    666082916733198337    https://pbs.twimg.com/media/CT5m4VGWEAAtKc8.jpg   \n",
       "14    666094000022159362    https://pbs.twimg.com/media/CT5w9gUW4AAsBNN.jpg   \n",
       "15    666099513787052032    https://pbs.twimg.com/media/CT51-JJUEAA6hV8.jpg   \n",
       "16    666102155909144576    https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg   \n",
       "17    666104133288665088    https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg   \n",
       "18    666268910803644416    https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg   \n",
       "19    666273097616637952    https://pbs.twimg.com/media/CT8T1mtUwAA3aqm.jpg   \n",
       "20    666287406224695296    https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg   \n",
       "21    666293911632134144    https://pbs.twimg.com/media/CT8mx7KW4AEQu8N.jpg   \n",
       "22    666337882303524864    https://pbs.twimg.com/media/CT9OwFIWEAMuRje.jpg   \n",
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       "26    666373753744588802    https://pbs.twimg.com/media/CT9vZEYWUAAlZ05.jpg   \n",
       "27    666396247373291520    https://pbs.twimg.com/media/CT-D2ZHWIAA3gK1.jpg   \n",
       "28    666407126856765440    https://pbs.twimg.com/media/CT-NvwmW4AAugGZ.jpg   \n",
       "29    666411507551481857    https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg   \n",
       "...                  ...                                                ...   \n",
       "2045  886366144734445568    https://pbs.twimg.com/media/DE0BTnQUwAApKEH.jpg   \n",
       "2046  886680336477933568    https://pbs.twimg.com/media/DE4fEDzWAAAyHMM.jpg   \n",
       "2047  886736880519319552    https://pbs.twimg.com/media/DE5Se8FXcAAJFx4.jpg   \n",
       "2048  886983233522544640    https://pbs.twimg.com/media/DE8yicJW0AAAvBJ.jpg   \n",
       "2049  887101392804085760    https://pbs.twimg.com/media/DE-eAq6UwAA-jaE.jpg   \n",
       "2050  887343217045368832  https://pbs.twimg.com/ext_tw_video_thumb/88734...   \n",
       "2051  887473957103951883    https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg   \n",
       "2052  887517139158093824  https://pbs.twimg.com/ext_tw_video_thumb/88751...   \n",
       "2053  887705289381826560    https://pbs.twimg.com/media/DFHDQBbXgAEqY7t.jpg   \n",
       "2054  888078434458587136    https://pbs.twimg.com/media/DFMWn56WsAAkA7B.jpg   \n",
       "2055  888202515573088257    https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg   \n",
       "2056  888554962724278272    https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg   \n",
       "2057  888804989199671297    https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg   \n",
       "2058  888917238123831296    https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg   \n",
       "2059  889278841981685760  https://pbs.twimg.com/ext_tw_video_thumb/88927...   \n",
       "2060  889531135344209921    https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg   \n",
       "2061  889638837579907072    https://pbs.twimg.com/media/DFihzFfXsAYGDPR.jpg   \n",
       "2062  889665388333682689    https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg   \n",
       "2063  889880896479866881    https://pbs.twimg.com/media/DFl99B1WsAITKsg.jpg   \n",
       "2064  890006608113172480    https://pbs.twimg.com/media/DFnwSY4WAAAMliS.jpg   \n",
       "2065  890240255349198849    https://pbs.twimg.com/media/DFrEyVuW0AAO3t9.jpg   \n",
       "2066  890609185150312448    https://pbs.twimg.com/media/DFwUU__XcAEpyXI.jpg   \n",
       "2067  890729181411237888    https://pbs.twimg.com/media/DFyBahAVwAAhUTd.jpg   \n",
       "2068  890971913173991426    https://pbs.twimg.com/media/DF1eOmZXUAALUcq.jpg   \n",
       "2069  891087950875897856    https://pbs.twimg.com/media/DF3HwyEWsAABqE6.jpg   \n",
       "2070  891327558926688256    https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg   \n",
       "2071  891689557279858688    https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg   \n",
       "2072  891815181378084864    https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg   \n",
       "2073  892177421306343426    https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg   \n",
       "2074  892420643555336193    https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg   \n",
       "\n",
       "      img_num                           p1   p1_conf  p1_dog  \\\n",
       "0           1       Welsh_springer_spaniel  0.465074    True   \n",
       "1           1                      redbone  0.506826    True   \n",
       "2           1              German_shepherd  0.596461    True   \n",
       "3           1          Rhodesian_ridgeback  0.408143    True   \n",
       "4           1           miniature_pinscher  0.560311    True   \n",
       "5           1         Bernese_mountain_dog  0.651137    True   \n",
       "6           1                   box_turtle  0.933012   False   \n",
       "7           1                         chow  0.692517    True   \n",
       "8           1                shopping_cart  0.962465   False   \n",
       "9           1             miniature_poodle  0.201493    True   \n",
       "10          1             golden_retriever  0.775930    True   \n",
       "11          1                Gordon_setter  0.503672    True   \n",
       "12          1                 Walker_hound  0.260857    True   \n",
       "13          1                          pug  0.489814    True   \n",
       "14          1                   bloodhound  0.195217    True   \n",
       "15          1                        Lhasa  0.582330    True   \n",
       "16          1               English_setter  0.298617    True   \n",
       "17          1                          hen  0.965932   False   \n",
       "18          1             desktop_computer  0.086502   False   \n",
       "19          1            Italian_greyhound  0.176053    True   \n",
       "20          1                  Maltese_dog  0.857531    True   \n",
       "21          1             three-toed_sloth  0.914671   False   \n",
       "22          1                           ox  0.416669   False   \n",
       "23          1             golden_retriever  0.858744    True   \n",
       "24          1                     malamute  0.336874    True   \n",
       "25          1                   guinea_pig  0.996496   False   \n",
       "26          1  soft-coated_wheaten_terrier  0.326467    True   \n",
       "27          1                    Chihuahua  0.978108    True   \n",
       "28          1      black-and-tan_coonhound  0.529139    True   \n",
       "29          1                         coho  0.404640   False   \n",
       "...       ...                          ...       ...     ...   \n",
       "2045        1               French_bulldog  0.999201    True   \n",
       "2046        1                  convertible  0.738995   False   \n",
       "2047        1                       kuvasz  0.309706    True   \n",
       "2048        2                    Chihuahua  0.793469    True   \n",
       "2049        1                      Samoyed  0.733942    True   \n",
       "2050        1             Mexican_hairless  0.330741    True   \n",
       "2051        2                     Pembroke  0.809197    True   \n",
       "2052        1                    limousine  0.130432   False   \n",
       "2053        1                       basset  0.821664    True   \n",
       "2054        1               French_bulldog  0.995026    True   \n",
       "2055        2                     Pembroke  0.809197    True   \n",
       "2056        3               Siberian_husky  0.700377    True   \n",
       "2057        1             golden_retriever  0.469760    True   \n",
       "2058        1             golden_retriever  0.714719    True   \n",
       "2059        1                      whippet  0.626152    True   \n",
       "2060        1             golden_retriever  0.953442    True   \n",
       "2061        1               French_bulldog  0.991650    True   \n",
       "2062        1                     Pembroke  0.966327    True   \n",
       "2063        1               French_bulldog  0.377417    True   \n",
       "2064        1                      Samoyed  0.957979    True   \n",
       "2065        1                     Pembroke  0.511319    True   \n",
       "2066        1                Irish_terrier  0.487574    True   \n",
       "2067        2                   Pomeranian  0.566142    True   \n",
       "2068        1                  Appenzeller  0.341703    True   \n",
       "2069        1     Chesapeake_Bay_retriever  0.425595    True   \n",
       "2070        2                       basset  0.555712    True   \n",
       "2071        1                  paper_towel  0.170278   False   \n",
       "2072        1                    Chihuahua  0.716012    True   \n",
       "2073        1                    Chihuahua  0.323581    True   \n",
       "2074        1                       orange  0.097049   False   \n",
       "\n",
       "                            p2   p2_conf  p2_dog                           p3  \\\n",
       "0                       collie  0.156665    True            Shetland_sheepdog   \n",
       "1           miniature_pinscher  0.074192    True          Rhodesian_ridgeback   \n",
       "2                     malinois  0.138584    True                   bloodhound   \n",
       "3                      redbone  0.360687    True           miniature_pinscher   \n",
       "4                   Rottweiler  0.243682    True                     Doberman   \n",
       "5             English_springer  0.263788    True   Greater_Swiss_Mountain_dog   \n",
       "6                   mud_turtle  0.045885   False                     terrapin   \n",
       "7              Tibetan_mastiff  0.058279    True                     fur_coat   \n",
       "8              shopping_basket  0.014594   False             golden_retriever   \n",
       "9                     komondor  0.192305    True  soft-coated_wheaten_terrier   \n",
       "10             Tibetan_mastiff  0.093718    True           Labrador_retriever   \n",
       "11           Yorkshire_terrier  0.174201    True                     Pekinese   \n",
       "12            English_foxhound  0.175382    True                 Ibizan_hound   \n",
       "13                bull_mastiff  0.404722    True               French_bulldog   \n",
       "14             German_shepherd  0.078260    True                     malinois   \n",
       "15                    Shih-Tzu  0.166192    True               Dandie_Dinmont   \n",
       "16                Newfoundland  0.149842    True                       borzoi   \n",
       "17                        cock  0.033919   False                    partridge   \n",
       "18                        desk  0.085547   False                     bookcase   \n",
       "19                 toy_terrier  0.111884    True                      basenji   \n",
       "20                  toy_poodle  0.063064    True             miniature_poodle   \n",
       "21                       otter  0.015250   False               great_grey_owl   \n",
       "22                Newfoundland  0.278407    True                  groenendael   \n",
       "23    Chesapeake_Bay_retriever  0.054787    True           Labrador_retriever   \n",
       "24              Siberian_husky  0.147655    True                   Eskimo_dog   \n",
       "25                       skunk  0.002402   False                      hamster   \n",
       "26                Afghan_hound  0.259551    True                       briard   \n",
       "27                 toy_terrier  0.009397    True                     papillon   \n",
       "28                  bloodhound  0.244220    True        flat-coated_retriever   \n",
       "29                  barracouta  0.271485   False                          gar   \n",
       "...                        ...       ...     ...                          ...   \n",
       "2045                 Chihuahua  0.000361    True                  Boston_bull   \n",
       "2046                sports_car  0.139952   False                    car_wheel   \n",
       "2047            Great_Pyrenees  0.186136    True               Dandie_Dinmont   \n",
       "2048               toy_terrier  0.143528    True                   can_opener   \n",
       "2049                Eskimo_dog  0.035029    True    Staffordshire_bullterrier   \n",
       "2050                  sea_lion  0.275645   False                   Weimaraner   \n",
       "2051       Rhodesian_ridgeback  0.054950    True                       beagle   \n",
       "2052                 tow_truck  0.029175   False                shopping_cart   \n",
       "2053                   redbone  0.087582    True                   Weimaraner   \n",
       "2054                       pug  0.000932    True                 bull_mastiff   \n",
       "2055       Rhodesian_ridgeback  0.054950    True                       beagle   \n",
       "2056                Eskimo_dog  0.166511    True                     malamute   \n",
       "2057        Labrador_retriever  0.184172    True               English_setter   \n",
       "2058           Tibetan_mastiff  0.120184    True           Labrador_retriever   \n",
       "2059                    borzoi  0.194742    True                       Saluki   \n",
       "2060        Labrador_retriever  0.013834    True                      redbone   \n",
       "2061                     boxer  0.002129    True    Staffordshire_bullterrier   \n",
       "2062                  Cardigan  0.027356    True                      basenji   \n",
       "2063        Labrador_retriever  0.151317    True                       muzzle   \n",
       "2064                Pomeranian  0.013884    True                         chow   \n",
       "2065                  Cardigan  0.451038    True                    Chihuahua   \n",
       "2066              Irish_setter  0.193054    True     Chesapeake_Bay_retriever   \n",
       "2067                Eskimo_dog  0.178406    True                     Pembroke   \n",
       "2068             Border_collie  0.199287    True                    ice_lolly   \n",
       "2069             Irish_terrier  0.116317    True              Indian_elephant   \n",
       "2070          English_springer  0.225770    True  German_short-haired_pointer   \n",
       "2071        Labrador_retriever  0.168086    True                      spatula   \n",
       "2072                  malamute  0.078253    True                       kelpie   \n",
       "2073                  Pekinese  0.090647    True                     papillon   \n",
       "2074                     bagel  0.085851   False                       banana   \n",
       "\n",
       "       p3_conf  p3_dog  \n",
       "0     0.061428    True  \n",
       "1     0.072010    True  \n",
       "2     0.116197    True  \n",
       "3     0.222752    True  \n",
       "4     0.154629    True  \n",
       "5     0.016199    True  \n",
       "6     0.017885   False  \n",
       "7     0.054449   False  \n",
       "8     0.007959    True  \n",
       "9     0.082086    True  \n",
       "10    0.072427    True  \n",
       "11    0.109454    True  \n",
       "12    0.097471    True  \n",
       "13    0.048960    True  \n",
       "14    0.075628    True  \n",
       "15    0.089688    True  \n",
       "16    0.133649    True  \n",
       "17    0.000052   False  \n",
       "18    0.079480   False  \n",
       "19    0.111152    True  \n",
       "20    0.025581    True  \n",
       "21    0.013207   False  \n",
       "22    0.102643    True  \n",
       "23    0.014241    True  \n",
       "24    0.093412    True  \n",
       "25    0.000461   False  \n",
       "26    0.206803    True  \n",
       "27    0.004577    True  \n",
       "28    0.173810    True  \n",
       "29    0.189945   False  \n",
       "...        ...     ...  \n",
       "2045  0.000076    True  \n",
       "2046  0.044173   False  \n",
       "2047  0.086346    True  \n",
       "2048  0.032253   False  \n",
       "2049  0.029705    True  \n",
       "2050  0.134203    True  \n",
       "2051  0.038915    True  \n",
       "2052  0.026321   False  \n",
       "2053  0.026236    True  \n",
       "2054  0.000903    True  \n",
       "2055  0.038915    True  \n",
       "2056  0.111411    True  \n",
       "2057  0.073482    True  \n",
       "2058  0.105506    True  \n",
       "2059  0.027351    True  \n",
       "2060  0.007958    True  \n",
       "2061  0.001498    True  \n",
       "2062  0.004633    True  \n",
       "2063  0.082981   False  \n",
       "2064  0.008167    True  \n",
       "2065  0.029248    True  \n",
       "2066  0.118184    True  \n",
       "2067  0.076507    True  \n",
       "2068  0.193548   False  \n",
       "2069  0.076902   False  \n",
       "2070  0.175219    True  \n",
       "2071  0.040836   False  \n",
       "2072  0.031379    True  \n",
       "2073  0.068957    True  \n",
       "2074  0.076110   False  \n",
       "\n",
       "[2075 rows x 12 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>tweet_id</th>\n",
       "    </tr>\n",
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       "      <td>39093</td>\n",
       "      <td>8691</td>\n",
       "      <td>892420643555336193</td>\n",
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       "      <th>1</th>\n",
       "      <td>33484</td>\n",
       "      <td>6381</td>\n",
       "      <td>892177421306343426</td>\n",
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       "      <th>2</th>\n",
       "      <td>25238</td>\n",
       "      <td>4240</td>\n",
       "      <td>891815181378084864</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42452</td>\n",
       "      <td>8793</td>\n",
       "      <td>891689557279858688</td>\n",
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       "      <th>4</th>\n",
       "      <td>40617</td>\n",
       "      <td>9574</td>\n",
       "      <td>891327558926688256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>20372</td>\n",
       "      <td>3177</td>\n",
       "      <td>891087950875897856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11941</td>\n",
       "      <td>2114</td>\n",
       "      <td>890971913173991426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>66060</td>\n",
       "      <td>19267</td>\n",
       "      <td>890729181411237888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>27964</td>\n",
       "      <td>4337</td>\n",
       "      <td>890609185150312448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>32184</td>\n",
       "      <td>7563</td>\n",
       "      <td>890240255349198849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>30856</td>\n",
       "      <td>7472</td>\n",
       "      <td>890006608113172480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>27988</td>\n",
       "      <td>5059</td>\n",
       "      <td>889880896479866881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>48350</td>\n",
       "      <td>10251</td>\n",
       "      <td>889665388333682689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>27373</td>\n",
       "      <td>4631</td>\n",
       "      <td>889638837579907072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15206</td>\n",
       "      <td>2269</td>\n",
       "      <td>889531135344209921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>25475</td>\n",
       "      <td>5542</td>\n",
       "      <td>889278841981685760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>29297</td>\n",
       "      <td>4591</td>\n",
       "      <td>888917238123831296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>25782</td>\n",
       "      <td>4445</td>\n",
       "      <td>888804989199671297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20080</td>\n",
       "      <td>3667</td>\n",
       "      <td>888554962724278272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>21942</td>\n",
       "      <td>3583</td>\n",
       "      <td>888078434458587136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>30415</td>\n",
       "      <td>5496</td>\n",
       "      <td>887705289381826560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>46552</td>\n",
       "      <td>11882</td>\n",
       "      <td>887517139158093824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>69652</td>\n",
       "      <td>18590</td>\n",
       "      <td>887473957103951883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>33922</td>\n",
       "      <td>10590</td>\n",
       "      <td>887343217045368832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>30788</td>\n",
       "      <td>6073</td>\n",
       "      <td>887101392804085760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>35454</td>\n",
       "      <td>7920</td>\n",
       "      <td>886983233522544640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>12176</td>\n",
       "      <td>3363</td>\n",
       "      <td>886736880519319552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>22596</td>\n",
       "      <td>4550</td>\n",
       "      <td>886680336477933568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>21278</td>\n",
       "      <td>3247</td>\n",
       "      <td>886366144734445568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>117</td>\n",
       "      <td>4</td>\n",
       "      <td>886267009285017600</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>453</td>\n",
       "      <td>334</td>\n",
       "      <td>666411507551481857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2314</th>\n",
       "      <td>112</td>\n",
       "      <td>42</td>\n",
       "      <td>666407126856765440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2315</th>\n",
       "      <td>170</td>\n",
       "      <td>87</td>\n",
       "      <td>666396247373291520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2316</th>\n",
       "      <td>192</td>\n",
       "      <td>95</td>\n",
       "      <td>666373753744588802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2317</th>\n",
       "      <td>787</td>\n",
       "      <td>581</td>\n",
       "      <td>666362758909284353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2318</th>\n",
       "      <td>227</td>\n",
       "      <td>74</td>\n",
       "      <td>666353288456101888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2319</th>\n",
       "      <td>303</td>\n",
       "      <td>143</td>\n",
       "      <td>666345417576210432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2320</th>\n",
       "      <td>201</td>\n",
       "      <td>95</td>\n",
       "      <td>666337882303524864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2321</th>\n",
       "      <td>512</td>\n",
       "      <td>363</td>\n",
       "      <td>666293911632134144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>151</td>\n",
       "      <td>68</td>\n",
       "      <td>666287406224695296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2323</th>\n",
       "      <td>179</td>\n",
       "      <td>79</td>\n",
       "      <td>666273097616637952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>105</td>\n",
       "      <td>36</td>\n",
       "      <td>666268910803644416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2325</th>\n",
       "      <td>14535</td>\n",
       "      <td>6738</td>\n",
       "      <td>666104133288665088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>80</td>\n",
       "      <td>13</td>\n",
       "      <td>666102155909144576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>159</td>\n",
       "      <td>71</td>\n",
       "      <td>666099513787052032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2328</th>\n",
       "      <td>166</td>\n",
       "      <td>76</td>\n",
       "      <td>666094000022159362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>120</td>\n",
       "      <td>45</td>\n",
       "      <td>666082916733198337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2330</th>\n",
       "      <td>327</td>\n",
       "      <td>172</td>\n",
       "      <td>666073100786774016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2331</th>\n",
       "      <td>151</td>\n",
       "      <td>64</td>\n",
       "      <td>666071193221509120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2332</th>\n",
       "      <td>485</td>\n",
       "      <td>225</td>\n",
       "      <td>666063827256086533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>114</td>\n",
       "      <td>58</td>\n",
       "      <td>666058600524156928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>301</td>\n",
       "      <td>143</td>\n",
       "      <td>666057090499244032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>443</td>\n",
       "      <td>258</td>\n",
       "      <td>666055525042405380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2336</th>\n",
       "      <td>1239</td>\n",
       "      <td>864</td>\n",
       "      <td>666051853826850816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2337</th>\n",
       "      <td>133</td>\n",
       "      <td>59</td>\n",
       "      <td>666050758794694657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2338</th>\n",
       "      <td>109</td>\n",
       "      <td>40</td>\n",
       "      <td>666049248165822465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2339</th>\n",
       "      <td>304</td>\n",
       "      <td>142</td>\n",
       "      <td>666044226329800704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>126</td>\n",
       "      <td>46</td>\n",
       "      <td>666033412701032449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2341</th>\n",
       "      <td>131</td>\n",
       "      <td>48</td>\n",
       "      <td>666029285002620928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>2527</td>\n",
       "      <td>518</td>\n",
       "      <td>666020888022790149</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2343 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      favorite_count  retweet_count            tweet_id\n",
       "0              39093           8691  892420643555336193\n",
       "1              33484           6381  892177421306343426\n",
       "2              25238           4240  891815181378084864\n",
       "3              42452           8793  891689557279858688\n",
       "4              40617           9574  891327558926688256\n",
       "5              20372           3177  891087950875897856\n",
       "6              11941           2114  890971913173991426\n",
       "7              66060          19267  890729181411237888\n",
       "8              27964           4337  890609185150312448\n",
       "9              32184           7563  890240255349198849\n",
       "10             30856           7472  890006608113172480\n",
       "11             27988           5059  889880896479866881\n",
       "12             48350          10251  889665388333682689\n",
       "13             27373           4631  889638837579907072\n",
       "14             15206           2269  889531135344209921\n",
       "15             25475           5542  889278841981685760\n",
       "16             29297           4591  888917238123831296\n",
       "17             25782           4445  888804989199671297\n",
       "18             20080           3667  888554962724278272\n",
       "19             21942           3583  888078434458587136\n",
       "20             30415           5496  887705289381826560\n",
       "21             46552          11882  887517139158093824\n",
       "22             69652          18590  887473957103951883\n",
       "23             33922          10590  887343217045368832\n",
       "24             30788           6073  887101392804085760\n",
       "25             35454           7920  886983233522544640\n",
       "26             12176           3363  886736880519319552\n",
       "27             22596           4550  886680336477933568\n",
       "28             21278           3247  886366144734445568\n",
       "29               117              4  886267009285017600\n",
       "...              ...            ...                 ...\n",
       "2313             453            334  666411507551481857\n",
       "2314             112             42  666407126856765440\n",
       "2315             170             87  666396247373291520\n",
       "2316             192             95  666373753744588802\n",
       "2317             787            581  666362758909284353\n",
       "2318             227             74  666353288456101888\n",
       "2319             303            143  666345417576210432\n",
       "2320             201             95  666337882303524864\n",
       "2321             512            363  666293911632134144\n",
       "2322             151             68  666287406224695296\n",
       "2323             179             79  666273097616637952\n",
       "2324             105             36  666268910803644416\n",
       "2325           14535           6738  666104133288665088\n",
       "2326              80             13  666102155909144576\n",
       "2327             159             71  666099513787052032\n",
       "2328             166             76  666094000022159362\n",
       "2329             120             45  666082916733198337\n",
       "2330             327            172  666073100786774016\n",
       "2331             151             64  666071193221509120\n",
       "2332             485            225  666063827256086533\n",
       "2333             114             58  666058600524156928\n",
       "2334             301            143  666057090499244032\n",
       "2335             443            258  666055525042405380\n",
       "2336            1239            864  666051853826850816\n",
       "2337             133             59  666050758794694657\n",
       "2338             109             40  666049248165822465\n",
       "2339             304            142  666044226329800704\n",
       "2340             126             46  666033412701032449\n",
       "2341             131             48  666029285002620928\n",
       "2342            2527            518  666020888022790149\n",
       "\n",
       "[2343 rows x 3 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 编程评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2356 entries, 0 to 2355\n",
      "Data columns (total 17 columns):\n",
      "tweet_id                      2356 non-null int64\n",
      "in_reply_to_status_id         78 non-null float64\n",
      "in_reply_to_user_id           78 non-null float64\n",
      "timestamp                     2356 non-null object\n",
      "source                        2356 non-null object\n",
      "text                          2356 non-null object\n",
      "retweeted_status_id           181 non-null float64\n",
      "retweeted_status_user_id      181 non-null float64\n",
      "retweeted_status_timestamp    181 non-null object\n",
      "expanded_urls                 2297 non-null object\n",
      "rating_numerator              2356 non-null int64\n",
      "rating_denominator            2356 non-null int64\n",
      "name                          2356 non-null object\n",
      "doggo                         2356 non-null object\n",
      "floofer                       2356 non-null object\n",
      "pupper                        2356 non-null object\n",
      "puppo                         2356 non-null object\n",
      "dtypes: float64(4), int64(3), object(10)\n",
      "memory usage: 313.0+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2075 entries, 0 to 2074\n",
      "Data columns (total 12 columns):\n",
      "tweet_id    2075 non-null int64\n",
      "jpg_url     2075 non-null object\n",
      "img_num     2075 non-null int64\n",
      "p1          2075 non-null object\n",
      "p1_conf     2075 non-null float64\n",
      "p1_dog      2075 non-null bool\n",
      "p2          2075 non-null object\n",
      "p2_conf     2075 non-null float64\n",
      "p2_dog      2075 non-null bool\n",
      "p3          2075 non-null object\n",
      "p3_conf     2075 non-null float64\n",
      "p3_dog      2075 non-null bool\n",
      "dtypes: bool(3), float64(3), int64(2), object(4)\n",
      "memory usage: 152.1+ KB\n"
     ]
    }
   ],
   "source": [
    "image_predictions.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2343 entries, 0 to 2342\n",
      "Data columns (total 3 columns):\n",
      "favorite_count    2343 non-null int64\n",
      "retweet_count     2343 non-null int64\n",
      "tweet_id          2343 non-null int64\n",
      "dtypes: int64(3)\n",
      "memory usage: 55.0 KB\n"
     ]
    }
   ],
   "source": [
    "tweet_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [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]\n",
       "Index: []"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter[twitter.tweet_id.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.356000e+03</td>\n",
       "      <td>7.800000e+01</td>\n",
       "      <td>7.800000e+01</td>\n",
       "      <td>1.810000e+02</td>\n",
       "      <td>1.810000e+02</td>\n",
       "      <td>2356.000000</td>\n",
       "      <td>2356.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.427716e+17</td>\n",
       "      <td>7.455079e+17</td>\n",
       "      <td>2.014171e+16</td>\n",
       "      <td>7.720400e+17</td>\n",
       "      <td>1.241698e+16</td>\n",
       "      <td>13.126486</td>\n",
       "      <td>10.455433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.856705e+16</td>\n",
       "      <td>7.582492e+16</td>\n",
       "      <td>1.252797e+17</td>\n",
       "      <td>6.236928e+16</td>\n",
       "      <td>9.599254e+16</td>\n",
       "      <td>45.876648</td>\n",
       "      <td>6.745237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>6.658147e+17</td>\n",
       "      <td>1.185634e+07</td>\n",
       "      <td>6.661041e+17</td>\n",
       "      <td>7.832140e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.783989e+17</td>\n",
       "      <td>6.757419e+17</td>\n",
       "      <td>3.086374e+08</td>\n",
       "      <td>7.186315e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.196279e+17</td>\n",
       "      <td>7.038708e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>7.804657e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.993373e+17</td>\n",
       "      <td>8.257804e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>8.203146e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>8.862664e+17</td>\n",
       "      <td>8.405479e+17</td>\n",
       "      <td>8.874740e+17</td>\n",
       "      <td>7.874618e+17</td>\n",
       "      <td>1776.000000</td>\n",
       "      <td>170.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "count  2.356000e+03           7.800000e+01         7.800000e+01   \n",
       "mean   7.427716e+17           7.455079e+17         2.014171e+16   \n",
       "std    6.856705e+16           7.582492e+16         1.252797e+17   \n",
       "min    6.660209e+17           6.658147e+17         1.185634e+07   \n",
       "25%    6.783989e+17           6.757419e+17         3.086374e+08   \n",
       "50%    7.196279e+17           7.038708e+17         4.196984e+09   \n",
       "75%    7.993373e+17           8.257804e+17         4.196984e+09   \n",
       "max    8.924206e+17           8.862664e+17         8.405479e+17   \n",
       "\n",
       "       retweeted_status_id  retweeted_status_user_id  rating_numerator  \\\n",
       "count         1.810000e+02              1.810000e+02       2356.000000   \n",
       "mean          7.720400e+17              1.241698e+16         13.126486   \n",
       "std           6.236928e+16              9.599254e+16         45.876648   \n",
       "min           6.661041e+17              7.832140e+05          0.000000   \n",
       "25%           7.186315e+17              4.196984e+09         10.000000   \n",
       "50%           7.804657e+17              4.196984e+09         11.000000   \n",
       "75%           8.203146e+17              4.196984e+09         12.000000   \n",
       "max           8.874740e+17              7.874618e+17       1776.000000   \n",
       "\n",
       "       rating_denominator  \n",
       "count         2356.000000  \n",
       "mean            10.455433  \n",
       "std              6.745237  \n",
       "min              0.000000  \n",
       "25%             10.000000  \n",
       "50%             10.000000  \n",
       "75%             10.000000  \n",
       "max            170.000000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>886267009285017600</td>\n",
       "      <td>8.862664e+17</td>\n",
       "      <td>2.281182e+09</td>\n",
       "      <td>2017-07-15 16:51:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@NonWhiteHat @MayhewMayhem omg hello tanner yo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>881633300179243008</td>\n",
       "      <td>8.816070e+17</td>\n",
       "      <td>4.738443e+07</td>\n",
       "      <td>2017-07-02 21:58:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@roushfenway These are good dogs but 17/10 is ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>879674319642796034</td>\n",
       "      <td>8.795538e+17</td>\n",
       "      <td>3.105441e+09</td>\n",
       "      <td>2017-06-27 12:14:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@RealKentMurphy 14/10 confirmed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>870726314365509632</td>\n",
       "      <td>8.707262e+17</td>\n",
       "      <td>1.648776e+07</td>\n",
       "      <td>2017-06-02 19:38:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@ComplicitOwl @ShopWeRateDogs &amp;gt;10/10 is res...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>863427515083354112</td>\n",
       "      <td>8.634256e+17</td>\n",
       "      <td>7.759620e+07</td>\n",
       "      <td>2017-05-13 16:15:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@Jack_Septic_Eye I'd need a few more pics to p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>863079547188785154</td>\n",
       "      <td>6.671522e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-12 17:12:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Ladies and gentlemen... I found Pipsy. He may ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/863079547...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>857214891891077121</td>\n",
       "      <td>8.571567e+17</td>\n",
       "      <td>1.806710e+08</td>\n",
       "      <td>2017-04-26 12:48:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@Marc_IRL pixelated af 12/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>856526610513747968</td>\n",
       "      <td>8.558181e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-04-24 15:13:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>THIS IS CHARLIE, MARK. HE DID JUST WANT TO SAY...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/856526610...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>856288084350160898</td>\n",
       "      <td>8.562860e+17</td>\n",
       "      <td>2.792810e+08</td>\n",
       "      <td>2017-04-23 23:26:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@xianmcguire @Jenna_Marbles Kardashians wouldn...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>855862651834028034</td>\n",
       "      <td>8.558616e+17</td>\n",
       "      <td>1.943518e+08</td>\n",
       "      <td>2017-04-22 19:15:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@dhmontgomery We also gave snoop dogg a 420/10...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>420</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>855860136149123072</td>\n",
       "      <td>8.558585e+17</td>\n",
       "      <td>1.361572e+07</td>\n",
       "      <td>2017-04-22 19:05:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@s8n You tried very hard to portray this good ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>666</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>850333567704068097</td>\n",
       "      <td>8.503288e+17</td>\n",
       "      <td>2.195506e+07</td>\n",
       "      <td>2017-04-07 13:04:55 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@markhoppus MARK THAT DOG HAS SEEN AND EXPERIE...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>848213670039564288</td>\n",
       "      <td>8.482121e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-04-01 16:41:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Jerry just apuppologized to me. He said there ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>847617282490613760</td>\n",
       "      <td>8.476062e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-31 01:11:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>.@breaannanicolee PUPDATE: Cannon has a heart ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>844979544864018432</td>\n",
       "      <td>7.590995e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-23 18:29:57 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>PUPDATE: I'm proud to announce that Toby is 23...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/844979544...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>840698636975636481</td>\n",
       "      <td>8.406983e+17</td>\n",
       "      <td>8.405479e+17</td>\n",
       "      <td>2017-03-11 22:59:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@0_kelvin_0 &amp;gt;10/10 is reserved for puppos s...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>838150277551247360</td>\n",
       "      <td>8.381455e+17</td>\n",
       "      <td>2.195506e+07</td>\n",
       "      <td>2017-03-04 22:12:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@markhoppus 182/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>182</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>838085839343206401</td>\n",
       "      <td>8.380855e+17</td>\n",
       "      <td>2.894131e+09</td>\n",
       "      <td>2017-03-04 17:56:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@bragg6of8 @Andy_Pace_ we are still looking fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>835246439529840640</td>\n",
       "      <td>8.352460e+17</td>\n",
       "      <td>2.625958e+07</td>\n",
       "      <td>2017-02-24 21:54:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@jonnysun @Lin_Manuel ok jomny I know you're e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>960</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>832088576586297345</td>\n",
       "      <td>8.320875e+17</td>\n",
       "      <td>3.058208e+07</td>\n",
       "      <td>2017-02-16 04:45:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@docmisterio account started on 11/15/15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>831926988323639298</td>\n",
       "      <td>8.319030e+17</td>\n",
       "      <td>2.068372e+07</td>\n",
       "      <td>2017-02-15 18:03:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@UNC can confirm 12/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>826598799820865537</td>\n",
       "      <td>8.265984e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-02-01 01:11:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I was going to do 007/10, but the joke wasn't ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>823333489516937216</td>\n",
       "      <td>8.233264e+17</td>\n",
       "      <td>1.582854e+09</td>\n",
       "      <td>2017-01-23 00:56:15 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@HistoryInPics 13/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>821153421864615936</td>\n",
       "      <td>8.211526e+17</td>\n",
       "      <td>1.132119e+08</td>\n",
       "      <td>2017-01-17 00:33:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@imgur for a polar bear tho I'd say 13/10 is a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>813130366689148928</td>\n",
       "      <td>8.131273e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-12-25 21:12:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I've been informed by multiple sources that th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>811647686436880384</td>\n",
       "      <td>8.116272e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-12-21 19:01:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>PUPDATE: I've been informed that Augie was act...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>802265048156610565</td>\n",
       "      <td>7.331095e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-11-25 21:37:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Like doggo, like pupper version 2. Both 11/10 ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/802265048...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>801854953262350336</td>\n",
       "      <td>8.018543e+17</td>\n",
       "      <td>1.185634e+07</td>\n",
       "      <td>2016-11-24 18:28:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>.@NBCSports OMG THE TINY HAT I'M GOING TO HAVE...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>800859414831898624</td>\n",
       "      <td>8.008580e+17</td>\n",
       "      <td>2.918590e+08</td>\n",
       "      <td>2016-11-22 00:32:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@SkyWilliams doggo simply protecting you from ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>797165961484890113</td>\n",
       "      <td>7.971238e+17</td>\n",
       "      <td>2.916630e+07</td>\n",
       "      <td>2016-11-11 19:55:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@JODYHiGHROLLER it may be an 11/10 but what do...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1479</th>\n",
       "      <td>693582294167244802</td>\n",
       "      <td>6.935722e+17</td>\n",
       "      <td>1.198989e+09</td>\n",
       "      <td>2016-01-30 23:51:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Personally I'd give him an 11/10. Not sure why...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1497</th>\n",
       "      <td>692423280028966913</td>\n",
       "      <td>6.924173e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-27 19:05:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>PUPDATE: just noticed this dog has some extra ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1501</th>\n",
       "      <td>692142790915014657</td>\n",
       "      <td>6.920419e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-27 00:31:15 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>These are some pictures of Teddy that further ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/692142790...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1523</th>\n",
       "      <td>690607260360429569</td>\n",
       "      <td>6.903413e+17</td>\n",
       "      <td>4.670367e+08</td>\n",
       "      <td>2016-01-22 18:49:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>12/10 @LightningHoltt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1598</th>\n",
       "      <td>686035780142297088</td>\n",
       "      <td>6.860340e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-10 04:04:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Yes I do realize a rating of 4/20 would've bee...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1605</th>\n",
       "      <td>685681090388975616</td>\n",
       "      <td>6.855479e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-09 04:34:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Jack deserves another round of applause. If yo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>684969860808454144</td>\n",
       "      <td>6.849598e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-07 05:28:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>For those who claim this is a goat, u are wron...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1630</th>\n",
       "      <td>684538444857667585</td>\n",
       "      <td>6.844811e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-06 00:54:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>After watching this video, we've determined th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684538444...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1634</th>\n",
       "      <td>684225744407494656</td>\n",
       "      <td>6.842229e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-05 04:11:44 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Two sneaky puppers were not initially seen, mo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684225744...</td>\n",
       "      <td>143</td>\n",
       "      <td>130</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1663</th>\n",
       "      <td>682808988178739200</td>\n",
       "      <td>6.827884e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-01 06:22:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I'm aware that I could've said 20/16, but here...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>681340665377193984</td>\n",
       "      <td>6.813394e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-28 05:07:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I've been told there's a slight possibility he...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1774</th>\n",
       "      <td>678023323247357953</td>\n",
       "      <td>6.780211e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-19 01:25:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>After getting lost in Reese's eyes for several...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>676590572941893632</td>\n",
       "      <td>6.765883e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-15 02:32:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>After some outrage from the crowd. Bubbles is ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>675870721063669760</td>\n",
       "      <td>6.757073e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-13 02:51:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>&amp;amp; this is Yoshi. Another world record cont...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675870721...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>675849018447167488</td>\n",
       "      <td>6.758457e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-13 01:25:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This dog is being demoted to a 9/10 for not we...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1852</th>\n",
       "      <td>675707330206547968</td>\n",
       "      <td>6.754971e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-12 16:02:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>We've got ourselves a battle here. Watch out R...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675707330...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1866</th>\n",
       "      <td>675349384339542016</td>\n",
       "      <td>6.749998e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-11 16:20:15 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Yea I lied. Here's more. All 13/10 https://t.c...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675349384...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>674999807681908736</td>\n",
       "      <td>6.747934e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-10 17:11:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Ok last one of these. I may try to make some m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674999807...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885</th>\n",
       "      <td>674793399141146624</td>\n",
       "      <td>6.717299e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-10 03:30:58 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I have found another. 13/10 https://t.co/HwroP...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674793399...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892</th>\n",
       "      <td>674754018082705410</td>\n",
       "      <td>6.747522e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-10 00:54:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Just received another perfect photo of dogs an...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674754018...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1895</th>\n",
       "      <td>674742531037511680</td>\n",
       "      <td>6.747400e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-10 00:08:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Some clarification is required. The dog is sin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1905</th>\n",
       "      <td>674606911342424069</td>\n",
       "      <td>6.744689e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-09 15:09:55 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>The 13/10 also takes into account this impecca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1914</th>\n",
       "      <td>674330906434379776</td>\n",
       "      <td>6.658147e+17</td>\n",
       "      <td>1.637468e+07</td>\n",
       "      <td>2015-12-08 20:53:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>13/10\\n@ABC7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940</th>\n",
       "      <td>673716320723169284</td>\n",
       "      <td>6.737159e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-07 04:11:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>The millennials have spoken and we've decided ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2036</th>\n",
       "      <td>671729906628341761</td>\n",
       "      <td>6.715610e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-01 16:37:44 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I'm just going to leave this one here as well....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671729906...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2038</th>\n",
       "      <td>671550332464455680</td>\n",
       "      <td>6.715449e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-01 04:44:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>After 22 minutes of careful deliberation this ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2149</th>\n",
       "      <td>669684865554620416</td>\n",
       "      <td>6.693544e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-26 01:11:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>After countless hours of research and hundreds...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2169</th>\n",
       "      <td>669353438988365824</td>\n",
       "      <td>6.678065e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-25 03:14:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tessa. She is also very pleased after ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669353438...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Tessa</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2189</th>\n",
       "      <td>668967877119254528</td>\n",
       "      <td>6.689207e+17</td>\n",
       "      <td>2.143566e+07</td>\n",
       "      <td>2015-11-24 01:42:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>12/10 good shit Bubka\\n@wane15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>667070482143944705</td>\n",
       "      <td>6.670655e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-18 20:02:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>After much debate this dog is being upgraded t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>78 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "30    886267009285017600           8.862664e+17         2.281182e+09   \n",
       "55    881633300179243008           8.816070e+17         4.738443e+07   \n",
       "64    879674319642796034           8.795538e+17         3.105441e+09   \n",
       "113   870726314365509632           8.707262e+17         1.648776e+07   \n",
       "148   863427515083354112           8.634256e+17         7.759620e+07   \n",
       "149   863079547188785154           6.671522e+17         4.196984e+09   \n",
       "179   857214891891077121           8.571567e+17         1.806710e+08   \n",
       "184   856526610513747968           8.558181e+17         4.196984e+09   \n",
       "186   856288084350160898           8.562860e+17         2.792810e+08   \n",
       "188   855862651834028034           8.558616e+17         1.943518e+08   \n",
       "189   855860136149123072           8.558585e+17         1.361572e+07   \n",
       "218   850333567704068097           8.503288e+17         2.195506e+07   \n",
       "228   848213670039564288           8.482121e+17         4.196984e+09   \n",
       "234   847617282490613760           8.476062e+17         4.196984e+09   \n",
       "251   844979544864018432           7.590995e+17         4.196984e+09   \n",
       "274   840698636975636481           8.406983e+17         8.405479e+17   \n",
       "290   838150277551247360           8.381455e+17         2.195506e+07   \n",
       "291   838085839343206401           8.380855e+17         2.894131e+09   \n",
       "313   835246439529840640           8.352460e+17         2.625958e+07   \n",
       "342   832088576586297345           8.320875e+17         3.058208e+07   \n",
       "346   831926988323639298           8.319030e+17         2.068372e+07   \n",
       "387   826598799820865537           8.265984e+17         4.196984e+09   \n",
       "409   823333489516937216           8.233264e+17         1.582854e+09   \n",
       "427   821153421864615936           8.211526e+17         1.132119e+08   \n",
       "498   813130366689148928           8.131273e+17         4.196984e+09   \n",
       "513   811647686436880384           8.116272e+17         4.196984e+09   \n",
       "565   802265048156610565           7.331095e+17         4.196984e+09   \n",
       "570   801854953262350336           8.018543e+17         1.185634e+07   \n",
       "576   800859414831898624           8.008580e+17         2.918590e+08   \n",
       "611   797165961484890113           7.971238e+17         2.916630e+07   \n",
       "...                  ...                    ...                  ...   \n",
       "1479  693582294167244802           6.935722e+17         1.198989e+09   \n",
       "1497  692423280028966913           6.924173e+17         4.196984e+09   \n",
       "1501  692142790915014657           6.920419e+17         4.196984e+09   \n",
       "1523  690607260360429569           6.903413e+17         4.670367e+08   \n",
       "1598  686035780142297088           6.860340e+17         4.196984e+09   \n",
       "1605  685681090388975616           6.855479e+17         4.196984e+09   \n",
       "1618  684969860808454144           6.849598e+17         4.196984e+09   \n",
       "1630  684538444857667585           6.844811e+17         4.196984e+09   \n",
       "1634  684225744407494656           6.842229e+17         4.196984e+09   \n",
       "1663  682808988178739200           6.827884e+17         4.196984e+09   \n",
       "1689  681340665377193984           6.813394e+17         4.196984e+09   \n",
       "1774  678023323247357953           6.780211e+17         4.196984e+09   \n",
       "1819  676590572941893632           6.765883e+17         4.196984e+09   \n",
       "1842  675870721063669760           6.757073e+17         4.196984e+09   \n",
       "1844  675849018447167488           6.758457e+17         4.196984e+09   \n",
       "1852  675707330206547968           6.754971e+17         4.196984e+09   \n",
       "1866  675349384339542016           6.749998e+17         4.196984e+09   \n",
       "1882  674999807681908736           6.747934e+17         4.196984e+09   \n",
       "1885  674793399141146624           6.717299e+17         4.196984e+09   \n",
       "1892  674754018082705410           6.747522e+17         4.196984e+09   \n",
       "1895  674742531037511680           6.747400e+17         4.196984e+09   \n",
       "1905  674606911342424069           6.744689e+17         4.196984e+09   \n",
       "1914  674330906434379776           6.658147e+17         1.637468e+07   \n",
       "1940  673716320723169284           6.737159e+17         4.196984e+09   \n",
       "2036  671729906628341761           6.715610e+17         4.196984e+09   \n",
       "2038  671550332464455680           6.715449e+17         4.196984e+09   \n",
       "2149  669684865554620416           6.693544e+17         4.196984e+09   \n",
       "2169  669353438988365824           6.678065e+17         4.196984e+09   \n",
       "2189  668967877119254528           6.689207e+17         2.143566e+07   \n",
       "2298  667070482143944705           6.670655e+17         4.196984e+09   \n",
       "\n",
       "                      timestamp  \\\n",
       "30    2017-07-15 16:51:35 +0000   \n",
       "55    2017-07-02 21:58:53 +0000   \n",
       "64    2017-06-27 12:14:36 +0000   \n",
       "113   2017-06-02 19:38:25 +0000   \n",
       "148   2017-05-13 16:15:35 +0000   \n",
       "149   2017-05-12 17:12:53 +0000   \n",
       "179   2017-04-26 12:48:51 +0000   \n",
       "184   2017-04-24 15:13:52 +0000   \n",
       "186   2017-04-23 23:26:03 +0000   \n",
       "188   2017-04-22 19:15:32 +0000   \n",
       "189   2017-04-22 19:05:32 +0000   \n",
       "218   2017-04-07 13:04:55 +0000   \n",
       "228   2017-04-01 16:41:12 +0000   \n",
       "234   2017-03-31 01:11:22 +0000   \n",
       "251   2017-03-23 18:29:57 +0000   \n",
       "274   2017-03-11 22:59:09 +0000   \n",
       "290   2017-03-04 22:12:52 +0000   \n",
       "291   2017-03-04 17:56:49 +0000   \n",
       "313   2017-02-24 21:54:03 +0000   \n",
       "342   2017-02-16 04:45:50 +0000   \n",
       "346   2017-02-15 18:03:45 +0000   \n",
       "387   2017-02-01 01:11:25 +0000   \n",
       "409   2017-01-23 00:56:15 +0000   \n",
       "427   2017-01-17 00:33:26 +0000   \n",
       "498   2016-12-25 21:12:41 +0000   \n",
       "513   2016-12-21 19:01:02 +0000   \n",
       "565   2016-11-25 21:37:47 +0000   \n",
       "570   2016-11-24 18:28:13 +0000   \n",
       "576   2016-11-22 00:32:18 +0000   \n",
       "611   2016-11-11 19:55:50 +0000   \n",
       "...                         ...   \n",
       "1479  2016-01-30 23:51:19 +0000   \n",
       "1497  2016-01-27 19:05:49 +0000   \n",
       "1501  2016-01-27 00:31:15 +0000   \n",
       "1523  2016-01-22 18:49:36 +0000   \n",
       "1598  2016-01-10 04:04:10 +0000   \n",
       "1605  2016-01-09 04:34:45 +0000   \n",
       "1618  2016-01-07 05:28:35 +0000   \n",
       "1630  2016-01-06 00:54:18 +0000   \n",
       "1634  2016-01-05 04:11:44 +0000   \n",
       "1663  2016-01-01 06:22:03 +0000   \n",
       "1689  2015-12-28 05:07:27 +0000   \n",
       "1774  2015-12-19 01:25:31 +0000   \n",
       "1819  2015-12-15 02:32:17 +0000   \n",
       "1842  2015-12-13 02:51:51 +0000   \n",
       "1844  2015-12-13 01:25:37 +0000   \n",
       "1852  2015-12-12 16:02:36 +0000   \n",
       "1866  2015-12-11 16:20:15 +0000   \n",
       "1882  2015-12-10 17:11:09 +0000   \n",
       "1885  2015-12-10 03:30:58 +0000   \n",
       "1892  2015-12-10 00:54:28 +0000   \n",
       "1895  2015-12-10 00:08:50 +0000   \n",
       "1905  2015-12-09 15:09:55 +0000   \n",
       "1914  2015-12-08 20:53:11 +0000   \n",
       "1940  2015-12-07 04:11:02 +0000   \n",
       "2036  2015-12-01 16:37:44 +0000   \n",
       "2038  2015-12-01 04:44:10 +0000   \n",
       "2149  2015-11-26 01:11:28 +0000   \n",
       "2169  2015-11-25 03:14:30 +0000   \n",
       "2189  2015-11-24 01:42:25 +0000   \n",
       "2298  2015-11-18 20:02:51 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "30    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "55    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "64    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "113   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "148   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "149   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "179   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "184   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "186   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "188   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "189   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "218   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "228   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "234   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "251   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "274   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "290   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "291   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "313   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "342   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "346   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "387   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "409   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "427   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "498   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "513   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "565   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "570   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "576   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "611   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "...                                                 ...   \n",
       "1479  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1497  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1501  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1523  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1598  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1605  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1618  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1630  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1634  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1663  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1689  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1774  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1819  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1842  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1844  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1852  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1866  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1882  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1885  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1892  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1895  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1905  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1914  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1940  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2036  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2038  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2149  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2169  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2189  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2298  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "30    @NonWhiteHat @MayhewMayhem omg hello tanner yo...                  NaN   \n",
       "55    @roushfenway These are good dogs but 17/10 is ...                  NaN   \n",
       "64                      @RealKentMurphy 14/10 confirmed                  NaN   \n",
       "113   @ComplicitOwl @ShopWeRateDogs &gt;10/10 is res...                  NaN   \n",
       "148   @Jack_Septic_Eye I'd need a few more pics to p...                  NaN   \n",
       "149   Ladies and gentlemen... I found Pipsy. He may ...                  NaN   \n",
       "179                        @Marc_IRL pixelated af 12/10                  NaN   \n",
       "184   THIS IS CHARLIE, MARK. HE DID JUST WANT TO SAY...                  NaN   \n",
       "186   @xianmcguire @Jenna_Marbles Kardashians wouldn...                  NaN   \n",
       "188   @dhmontgomery We also gave snoop dogg a 420/10...                  NaN   \n",
       "189   @s8n You tried very hard to portray this good ...                  NaN   \n",
       "218   @markhoppus MARK THAT DOG HAS SEEN AND EXPERIE...                  NaN   \n",
       "228   Jerry just apuppologized to me. He said there ...                  NaN   \n",
       "234   .@breaannanicolee PUPDATE: Cannon has a heart ...                  NaN   \n",
       "251   PUPDATE: I'm proud to announce that Toby is 23...                  NaN   \n",
       "274   @0_kelvin_0 &gt;10/10 is reserved for puppos s...                  NaN   \n",
       "290                                  @markhoppus 182/10                  NaN   \n",
       "291   @bragg6of8 @Andy_Pace_ we are still looking fo...                  NaN   \n",
       "313   @jonnysun @Lin_Manuel ok jomny I know you're e...                  NaN   \n",
       "342            @docmisterio account started on 11/15/15                  NaN   \n",
       "346                              @UNC can confirm 12/10                  NaN   \n",
       "387   I was going to do 007/10, but the joke wasn't ...                  NaN   \n",
       "409                                @HistoryInPics 13/10                  NaN   \n",
       "427   @imgur for a polar bear tho I'd say 13/10 is a...                  NaN   \n",
       "498   I've been informed by multiple sources that th...                  NaN   \n",
       "513   PUPDATE: I've been informed that Augie was act...                  NaN   \n",
       "565   Like doggo, like pupper version 2. Both 11/10 ...                  NaN   \n",
       "570   .@NBCSports OMG THE TINY HAT I'M GOING TO HAVE...                  NaN   \n",
       "576   @SkyWilliams doggo simply protecting you from ...                  NaN   \n",
       "611   @JODYHiGHROLLER it may be an 11/10 but what do...                  NaN   \n",
       "...                                                 ...                  ...   \n",
       "1479  Personally I'd give him an 11/10. Not sure why...                  NaN   \n",
       "1497  PUPDATE: just noticed this dog has some extra ...                  NaN   \n",
       "1501  These are some pictures of Teddy that further ...                  NaN   \n",
       "1523                              12/10 @LightningHoltt                  NaN   \n",
       "1598  Yes I do realize a rating of 4/20 would've bee...                  NaN   \n",
       "1605  Jack deserves another round of applause. If yo...                  NaN   \n",
       "1618  For those who claim this is a goat, u are wron...                  NaN   \n",
       "1630  After watching this video, we've determined th...                  NaN   \n",
       "1634  Two sneaky puppers were not initially seen, mo...                  NaN   \n",
       "1663  I'm aware that I could've said 20/16, but here...                  NaN   \n",
       "1689  I've been told there's a slight possibility he...                  NaN   \n",
       "1774  After getting lost in Reese's eyes for several...                  NaN   \n",
       "1819  After some outrage from the crowd. Bubbles is ...                  NaN   \n",
       "1842  &amp; this is Yoshi. Another world record cont...                  NaN   \n",
       "1844  This dog is being demoted to a 9/10 for not we...                  NaN   \n",
       "1852  We've got ourselves a battle here. Watch out R...                  NaN   \n",
       "1866  Yea I lied. Here's more. All 13/10 https://t.c...                  NaN   \n",
       "1882  Ok last one of these. I may try to make some m...                  NaN   \n",
       "1885  I have found another. 13/10 https://t.co/HwroP...                  NaN   \n",
       "1892  Just received another perfect photo of dogs an...                  NaN   \n",
       "1895  Some clarification is required. The dog is sin...                  NaN   \n",
       "1905  The 13/10 also takes into account this impecca...                  NaN   \n",
       "1914                                       13/10\\n@ABC7                  NaN   \n",
       "1940  The millennials have spoken and we've decided ...                  NaN   \n",
       "2036  I'm just going to leave this one here as well....                  NaN   \n",
       "2038  After 22 minutes of careful deliberation this ...                  NaN   \n",
       "2149  After countless hours of research and hundreds...                  NaN   \n",
       "2169  This is Tessa. She is also very pleased after ...                  NaN   \n",
       "2189                     12/10 good shit Bubka\\n@wane15                  NaN   \n",
       "2298  After much debate this dog is being upgraded t...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "30                         NaN                        NaN   \n",
       "55                         NaN                        NaN   \n",
       "64                         NaN                        NaN   \n",
       "113                        NaN                        NaN   \n",
       "148                        NaN                        NaN   \n",
       "149                        NaN                        NaN   \n",
       "179                        NaN                        NaN   \n",
       "184                        NaN                        NaN   \n",
       "186                        NaN                        NaN   \n",
       "188                        NaN                        NaN   \n",
       "189                        NaN                        NaN   \n",
       "218                        NaN                        NaN   \n",
       "228                        NaN                        NaN   \n",
       "234                        NaN                        NaN   \n",
       "251                        NaN                        NaN   \n",
       "274                        NaN                        NaN   \n",
       "290                        NaN                        NaN   \n",
       "291                        NaN                        NaN   \n",
       "313                        NaN                        NaN   \n",
       "342                        NaN                        NaN   \n",
       "346                        NaN                        NaN   \n",
       "387                        NaN                        NaN   \n",
       "409                        NaN                        NaN   \n",
       "427                        NaN                        NaN   \n",
       "498                        NaN                        NaN   \n",
       "513                        NaN                        NaN   \n",
       "565                        NaN                        NaN   \n",
       "570                        NaN                        NaN   \n",
       "576                        NaN                        NaN   \n",
       "611                        NaN                        NaN   \n",
       "...                        ...                        ...   \n",
       "1479                       NaN                        NaN   \n",
       "1497                       NaN                        NaN   \n",
       "1501                       NaN                        NaN   \n",
       "1523                       NaN                        NaN   \n",
       "1598                       NaN                        NaN   \n",
       "1605                       NaN                        NaN   \n",
       "1618                       NaN                        NaN   \n",
       "1630                       NaN                        NaN   \n",
       "1634                       NaN                        NaN   \n",
       "1663                       NaN                        NaN   \n",
       "1689                       NaN                        NaN   \n",
       "1774                       NaN                        NaN   \n",
       "1819                       NaN                        NaN   \n",
       "1842                       NaN                        NaN   \n",
       "1844                       NaN                        NaN   \n",
       "1852                       NaN                        NaN   \n",
       "1866                       NaN                        NaN   \n",
       "1882                       NaN                        NaN   \n",
       "1885                       NaN                        NaN   \n",
       "1892                       NaN                        NaN   \n",
       "1895                       NaN                        NaN   \n",
       "1905                       NaN                        NaN   \n",
       "1914                       NaN                        NaN   \n",
       "1940                       NaN                        NaN   \n",
       "2036                       NaN                        NaN   \n",
       "2038                       NaN                        NaN   \n",
       "2149                       NaN                        NaN   \n",
       "2169                       NaN                        NaN   \n",
       "2189                       NaN                        NaN   \n",
       "2298                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "30                                                  NaN                12   \n",
       "55                                                  NaN                17   \n",
       "64                                                  NaN                14   \n",
       "113                                                 NaN                10   \n",
       "148                                                 NaN                12   \n",
       "149   https://twitter.com/dog_rates/status/863079547...                14   \n",
       "179                                                 NaN                12   \n",
       "184   https://twitter.com/dog_rates/status/856526610...                14   \n",
       "186                                                 NaN                14   \n",
       "188                                                 NaN               420   \n",
       "189                                                 NaN               666   \n",
       "218                                                 NaN                13   \n",
       "228                                                 NaN                11   \n",
       "234                                                 NaN                13   \n",
       "251   https://twitter.com/dog_rates/status/844979544...                13   \n",
       "274                                                 NaN                10   \n",
       "290                                                 NaN               182   \n",
       "291                                                 NaN                15   \n",
       "313                                                 NaN               960   \n",
       "342                                                 NaN                11   \n",
       "346                                                 NaN                12   \n",
       "387                                                 NaN                 7   \n",
       "409                                                 NaN                13   \n",
       "427                                                 NaN                13   \n",
       "498                                                 NaN                12   \n",
       "513                                                 NaN                11   \n",
       "565   https://twitter.com/dog_rates/status/802265048...                11   \n",
       "570                                                 NaN                11   \n",
       "576                                                 NaN                11   \n",
       "611                                                 NaN                11   \n",
       "...                                                 ...               ...   \n",
       "1479                                                NaN                11   \n",
       "1497                                                NaN                 9   \n",
       "1501  https://twitter.com/dog_rates/status/692142790...                13   \n",
       "1523                                                NaN                12   \n",
       "1598                                                NaN                 4   \n",
       "1605                                                NaN                14   \n",
       "1618                                                NaN                 5   \n",
       "1630  https://twitter.com/dog_rates/status/684538444...                12   \n",
       "1634  https://twitter.com/dog_rates/status/684225744...               143   \n",
       "1663                                                NaN                20   \n",
       "1689                                                NaN                 5   \n",
       "1774                                                NaN                13   \n",
       "1819                                                NaN                 7   \n",
       "1842  https://twitter.com/dog_rates/status/675870721...                11   \n",
       "1844                                                NaN                 9   \n",
       "1852  https://twitter.com/dog_rates/status/675707330...                11   \n",
       "1866  https://twitter.com/dog_rates/status/675349384...                13   \n",
       "1882  https://twitter.com/dog_rates/status/674999807...                13   \n",
       "1885  https://twitter.com/dog_rates/status/674793399...                13   \n",
       "1892  https://twitter.com/dog_rates/status/674754018...                12   \n",
       "1895                                                NaN                11   \n",
       "1905                                                NaN                13   \n",
       "1914                                                NaN                13   \n",
       "1940                                                NaN                 1   \n",
       "2036  https://twitter.com/dog_rates/status/671729906...                13   \n",
       "2038                                                NaN                 1   \n",
       "2149                                                NaN                11   \n",
       "2169  https://twitter.com/dog_rates/status/669353438...                10   \n",
       "2189                                                NaN                12   \n",
       "2298                                                NaN                10   \n",
       "\n",
       "      rating_denominator   name  doggo floofer  pupper puppo  \n",
       "30                    10   None   None    None    None  None  \n",
       "55                    10   None   None    None    None  None  \n",
       "64                    10   None   None    None    None  None  \n",
       "113                   10   None   None    None    None  None  \n",
       "148                   10   None   None    None    None  None  \n",
       "149                   10   None   None    None    None  None  \n",
       "179                   10   None   None    None    None  None  \n",
       "184                   10   None   None    None    None  None  \n",
       "186                   10   None   None    None    None  None  \n",
       "188                   10   None   None    None    None  None  \n",
       "189                   10   None   None    None    None  None  \n",
       "218                   10   None   None    None    None  None  \n",
       "228                   10   None   None    None    None  None  \n",
       "234                   10   None   None    None    None  None  \n",
       "251                   10   None   None    None    None  None  \n",
       "274                   10   None   None    None    None  None  \n",
       "290                   10   None   None    None    None  None  \n",
       "291                   10   None   None    None    None  None  \n",
       "313                    0   None   None    None    None  None  \n",
       "342                   15   None   None    None    None  None  \n",
       "346                   10   None   None    None    None  None  \n",
       "387                   10   None   None    None    None  None  \n",
       "409                   10   None   None    None    None  None  \n",
       "427                   10   None   None    None    None  None  \n",
       "498                   10   None   None    None    None  None  \n",
       "513                   10   None   None    None    None  None  \n",
       "565                   10   None  doggo    None  pupper  None  \n",
       "570                   10   None   None    None    None  None  \n",
       "576                   10   None  doggo    None    None  None  \n",
       "611                   10   None   None    None    None  None  \n",
       "...                  ...    ...    ...     ...     ...   ...  \n",
       "1479                  10   None   None    None    None  None  \n",
       "1497                  10   None   None    None    None  None  \n",
       "1501                  10   None   None    None    None  None  \n",
       "1523                  10   None   None    None    None  None  \n",
       "1598                  20   None   None    None    None  None  \n",
       "1605                  10   None   None    None    None  None  \n",
       "1618                  10   None   None    None    None  None  \n",
       "1630                  10   None   None    None    None  None  \n",
       "1634                 130   None   None    None    None  None  \n",
       "1663                  16   None   None    None    None  None  \n",
       "1689                  10   None   None    None    None  None  \n",
       "1774                  10   None   None    None    None  None  \n",
       "1819                  10   None   None    None    None  None  \n",
       "1842                  10   None   None    None    None  None  \n",
       "1844                  10   None   None    None    None  None  \n",
       "1852                  10   None   None    None    None  None  \n",
       "1866                  10   None   None    None    None  None  \n",
       "1882                  10   None   None    None    None  None  \n",
       "1885                  10   None   None    None    None  None  \n",
       "1892                  10   None   None    None    None  None  \n",
       "1895                  10   None   None    None    None  None  \n",
       "1905                  10   None   None    None    None  None  \n",
       "1914                  10   None   None    None    None  None  \n",
       "1940                  10   None   None    None    None  None  \n",
       "2036                  10   None   None    None    None  None  \n",
       "2038                  10   None   None    None    None  None  \n",
       "2149                  10   None   None    None    None  None  \n",
       "2169                  10  Tessa   None    None    None  None  \n",
       "2189                  10   None   None    None    None  None  \n",
       "2298                  10   None   None    None    None  None  \n",
       "\n",
       "[78 rows x 17 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter[twitter.in_reply_to_status_id.notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       2017-08-01 16:23:56 +0000\n",
       "1       2017-08-01 00:17:27 +0000\n",
       "2       2017-07-31 00:18:03 +0000\n",
       "3       2017-07-30 15:58:51 +0000\n",
       "4       2017-07-29 16:00:24 +0000\n",
       "5       2017-07-29 00:08:17 +0000\n",
       "6       2017-07-28 16:27:12 +0000\n",
       "7       2017-07-28 00:22:40 +0000\n",
       "8       2017-07-27 16:25:51 +0000\n",
       "9       2017-07-26 15:59:51 +0000\n",
       "10      2017-07-26 00:31:25 +0000\n",
       "11      2017-07-25 16:11:53 +0000\n",
       "12      2017-07-25 01:55:32 +0000\n",
       "13      2017-07-25 00:10:02 +0000\n",
       "14      2017-07-24 17:02:04 +0000\n",
       "15      2017-07-24 00:19:32 +0000\n",
       "16      2017-07-23 00:22:39 +0000\n",
       "17      2017-07-22 16:56:37 +0000\n",
       "18      2017-07-22 00:23:06 +0000\n",
       "19      2017-07-21 01:02:36 +0000\n",
       "20      2017-07-20 16:49:33 +0000\n",
       "21      2017-07-19 16:06:48 +0000\n",
       "22      2017-07-19 03:39:09 +0000\n",
       "23      2017-07-19 00:47:34 +0000\n",
       "24      2017-07-18 16:08:03 +0000\n",
       "25      2017-07-18 00:07:08 +0000\n",
       "26      2017-07-17 16:17:36 +0000\n",
       "27      2017-07-16 23:58:41 +0000\n",
       "28      2017-07-16 20:14:00 +0000\n",
       "29      2017-07-15 23:25:31 +0000\n",
       "                  ...            \n",
       "2326    2015-11-17 00:24:19 +0000\n",
       "2327    2015-11-17 00:06:54 +0000\n",
       "2328    2015-11-16 23:23:41 +0000\n",
       "2329    2015-11-16 21:54:18 +0000\n",
       "2330    2015-11-16 21:10:36 +0000\n",
       "2331    2015-11-16 20:32:58 +0000\n",
       "2332    2015-11-16 20:01:42 +0000\n",
       "2333    2015-11-16 19:31:45 +0000\n",
       "2334    2015-11-16 16:37:02 +0000\n",
       "2335    2015-11-16 16:11:11 +0000\n",
       "2336    2015-11-16 15:14:19 +0000\n",
       "2337    2015-11-16 14:57:41 +0000\n",
       "2338    2015-11-16 04:02:55 +0000\n",
       "2339    2015-11-16 03:55:04 +0000\n",
       "2340    2015-11-16 03:44:34 +0000\n",
       "2341    2015-11-16 03:22:39 +0000\n",
       "2342    2015-11-16 02:38:37 +0000\n",
       "2343    2015-11-16 01:59:36 +0000\n",
       "2344    2015-11-16 01:52:02 +0000\n",
       "2345    2015-11-16 01:22:45 +0000\n",
       "2346    2015-11-16 01:01:59 +0000\n",
       "2347    2015-11-16 00:55:59 +0000\n",
       "2348    2015-11-16 00:49:46 +0000\n",
       "2349    2015-11-16 00:35:11 +0000\n",
       "2350    2015-11-16 00:30:50 +0000\n",
       "2351    2015-11-16 00:24:50 +0000\n",
       "2352    2015-11-16 00:04:52 +0000\n",
       "2353    2015-11-15 23:21:54 +0000\n",
       "2354    2015-11-15 23:05:30 +0000\n",
       "2355    2015-11-15 22:32:08 +0000\n",
       "Name: timestamp, Length: 2356, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter.timestamp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'in_reply_to_status_id',\n",
       " 'in_reply_to_user_id',\n",
       " 'timestamp',\n",
       " 'source',\n",
       " 'text',\n",
       " 'retweeted_status_id',\n",
       " 'retweeted_status_user_id',\n",
       " 'retweeted_status_timestamp',\n",
       " 'expanded_urls',\n",
       " 'rating_numerator',\n",
       " 'rating_denominator',\n",
       " 'name',\n",
       " 'doggo',\n",
       " 'floofer',\n",
       " 'pupper',\n",
       " 'puppo']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(twitter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I've yet to rate a Venezuelan Hover Wiener. This is such an honor. 14/10 paw-inspiring af (IG: roxy.thedoxy) https://t.co/20VrLAA8ba\""
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter.text[22]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>832088576586297345</td>\n",
       "      <td>8.320875e+17</td>\n",
       "      <td>3.058208e+07</td>\n",
       "      <td>2017-02-16 04:45:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@docmisterio account started on 11/15/15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>820690176645140481</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-15 17:52:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>The floofs have been released I repeat the flo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/820690176...</td>\n",
       "      <td>84</td>\n",
       "      <td>70</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>775096608509886464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-11 22:20:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: After so many requests, this is...</td>\n",
       "      <td>7.403732e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-08 02:41:38 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740373189...</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>758467244762497024</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-28 01:00:57 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Why does this never happen at my front door......</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/758467244...</td>\n",
       "      <td>165</td>\n",
       "      <td>150</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>740373189193256964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-08 02:41:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>After so many requests, this is Bretagne. She ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740373189...</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>731156023742988288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-13 16:15:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Say hello to this unbelievably well behaved sq...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/731156023...</td>\n",
       "      <td>204</td>\n",
       "      <td>170</td>\n",
       "      <td>this</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>722974582966214656</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-21 02:25:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Happy 4/20 from the squad! 13/10 for all https...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/722974582...</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>716439118184652801</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-03 01:36:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bluebert. He just saw that both #Final...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/716439118...</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>Bluebert</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>713900603437621249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 01:29:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Happy Saturday here's 9 puppers on a bench. 99...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/713900603...</td>\n",
       "      <td>99</td>\n",
       "      <td>90</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>710658690886586372</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-18 02:46:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a brigade of puppers. All look very pre...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/710658690...</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1274</th>\n",
       "      <td>709198395643068416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-14 02:04:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>From left to right:\\nCletus, Jerome, Alejandro...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/709198395...</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1351</th>\n",
       "      <td>704054845121142784</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-28 21:25:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a whole flock of puppers.  60/50 I'll ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/704054845...</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>697463031882764288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-10 16:51:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Happy Wednesday here's a bucket of pups. 44/40...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/697463031...</td>\n",
       "      <td>44</td>\n",
       "      <td>40</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1598</th>\n",
       "      <td>686035780142297088</td>\n",
       "      <td>6.860340e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-10 04:04:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Yes I do realize a rating of 4/20 would've bee...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1634</th>\n",
       "      <td>684225744407494656</td>\n",
       "      <td>6.842229e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-05 04:11:44 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Two sneaky puppers were not initially seen, mo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684225744...</td>\n",
       "      <td>143</td>\n",
       "      <td>130</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1635</th>\n",
       "      <td>684222868335505415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-05 04:00:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Someone help the girl is being mugged. Several...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684222868...</td>\n",
       "      <td>121</td>\n",
       "      <td>110</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1662</th>\n",
       "      <td>682962037429899265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-01 16:30:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darrel. He just robbed a 7/11 and is i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/682962037...</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>Darrel</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1663</th>\n",
       "      <td>682808988178739200</td>\n",
       "      <td>6.827884e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-01 06:22:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I'm aware that I could've said 20/16, but here...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1779</th>\n",
       "      <td>677716515794329600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-18 05:06:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/677716515...</td>\n",
       "      <td>144</td>\n",
       "      <td>120</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>675853064436391936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-13 01:41:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have an entire platoon of puppers. Tot...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675853064...</td>\n",
       "      <td>88</td>\n",
       "      <td>80</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "342   832088576586297345           8.320875e+17         3.058208e+07   \n",
       "433   820690176645140481                    NaN                  NaN   \n",
       "784   775096608509886464                    NaN                  NaN   \n",
       "902   758467244762497024                    NaN                  NaN   \n",
       "1068  740373189193256964                    NaN                  NaN   \n",
       "1120  731156023742988288                    NaN                  NaN   \n",
       "1165  722974582966214656                    NaN                  NaN   \n",
       "1202  716439118184652801                    NaN                  NaN   \n",
       "1228  713900603437621249                    NaN                  NaN   \n",
       "1254  710658690886586372                    NaN                  NaN   \n",
       "1274  709198395643068416                    NaN                  NaN   \n",
       "1351  704054845121142784                    NaN                  NaN   \n",
       "1433  697463031882764288                    NaN                  NaN   \n",
       "1598  686035780142297088           6.860340e+17         4.196984e+09   \n",
       "1634  684225744407494656           6.842229e+17         4.196984e+09   \n",
       "1635  684222868335505415                    NaN                  NaN   \n",
       "1662  682962037429899265                    NaN                  NaN   \n",
       "1663  682808988178739200           6.827884e+17         4.196984e+09   \n",
       "1779  677716515794329600                    NaN                  NaN   \n",
       "1843  675853064436391936                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "342   2017-02-16 04:45:50 +0000   \n",
       "433   2017-01-15 17:52:40 +0000   \n",
       "784   2016-09-11 22:20:06 +0000   \n",
       "902   2016-07-28 01:00:57 +0000   \n",
       "1068  2016-06-08 02:41:38 +0000   \n",
       "1120  2016-05-13 16:15:54 +0000   \n",
       "1165  2016-04-21 02:25:47 +0000   \n",
       "1202  2016-04-03 01:36:11 +0000   \n",
       "1228  2016-03-27 01:29:02 +0000   \n",
       "1254  2016-03-18 02:46:49 +0000   \n",
       "1274  2016-03-14 02:04:08 +0000   \n",
       "1351  2016-02-28 21:25:30 +0000   \n",
       "1433  2016-02-10 16:51:59 +0000   \n",
       "1598  2016-01-10 04:04:10 +0000   \n",
       "1634  2016-01-05 04:11:44 +0000   \n",
       "1635  2016-01-05 04:00:18 +0000   \n",
       "1662  2016-01-01 16:30:13 +0000   \n",
       "1663  2016-01-01 06:22:03 +0000   \n",
       "1779  2015-12-18 05:06:23 +0000   \n",
       "1843  2015-12-13 01:41:41 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "342   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "433   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "784   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "902   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1068  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1120  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1165  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1202  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1228  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1254  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1274  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1351  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1433  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1598  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1634  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1635  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1662  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1663  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1779  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1843  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "342            @docmisterio account started on 11/15/15                  NaN   \n",
       "433   The floofs have been released I repeat the flo...                  NaN   \n",
       "784   RT @dog_rates: After so many requests, this is...         7.403732e+17   \n",
       "902   Why does this never happen at my front door......                  NaN   \n",
       "1068  After so many requests, this is Bretagne. She ...                  NaN   \n",
       "1120  Say hello to this unbelievably well behaved sq...                  NaN   \n",
       "1165  Happy 4/20 from the squad! 13/10 for all https...                  NaN   \n",
       "1202  This is Bluebert. He just saw that both #Final...                  NaN   \n",
       "1228  Happy Saturday here's 9 puppers on a bench. 99...                  NaN   \n",
       "1254  Here's a brigade of puppers. All look very pre...                  NaN   \n",
       "1274  From left to right:\\nCletus, Jerome, Alejandro...                  NaN   \n",
       "1351  Here is a whole flock of puppers.  60/50 I'll ...                  NaN   \n",
       "1433  Happy Wednesday here's a bucket of pups. 44/40...                  NaN   \n",
       "1598  Yes I do realize a rating of 4/20 would've bee...                  NaN   \n",
       "1634  Two sneaky puppers were not initially seen, mo...                  NaN   \n",
       "1635  Someone help the girl is being mugged. Several...                  NaN   \n",
       "1662  This is Darrel. He just robbed a 7/11 and is i...                  NaN   \n",
       "1663  I'm aware that I could've said 20/16, but here...                  NaN   \n",
       "1779  IT'S PUPPERGEDDON. Total of 144/120 ...I think...                  NaN   \n",
       "1843  Here we have an entire platoon of puppers. Tot...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "342                        NaN                        NaN   \n",
       "433                        NaN                        NaN   \n",
       "784               4.196984e+09  2016-06-08 02:41:38 +0000   \n",
       "902                        NaN                        NaN   \n",
       "1068                       NaN                        NaN   \n",
       "1120                       NaN                        NaN   \n",
       "1165                       NaN                        NaN   \n",
       "1202                       NaN                        NaN   \n",
       "1228                       NaN                        NaN   \n",
       "1254                       NaN                        NaN   \n",
       "1274                       NaN                        NaN   \n",
       "1351                       NaN                        NaN   \n",
       "1433                       NaN                        NaN   \n",
       "1598                       NaN                        NaN   \n",
       "1634                       NaN                        NaN   \n",
       "1635                       NaN                        NaN   \n",
       "1662                       NaN                        NaN   \n",
       "1663                       NaN                        NaN   \n",
       "1779                       NaN                        NaN   \n",
       "1843                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "342                                                 NaN                11   \n",
       "433   https://twitter.com/dog_rates/status/820690176...                84   \n",
       "784   https://twitter.com/dog_rates/status/740373189...                 9   \n",
       "902   https://twitter.com/dog_rates/status/758467244...               165   \n",
       "1068  https://twitter.com/dog_rates/status/740373189...                 9   \n",
       "1120  https://twitter.com/dog_rates/status/731156023...               204   \n",
       "1165  https://twitter.com/dog_rates/status/722974582...                 4   \n",
       "1202  https://twitter.com/dog_rates/status/716439118...                50   \n",
       "1228  https://twitter.com/dog_rates/status/713900603...                99   \n",
       "1254  https://twitter.com/dog_rates/status/710658690...                80   \n",
       "1274  https://twitter.com/dog_rates/status/709198395...                45   \n",
       "1351  https://twitter.com/dog_rates/status/704054845...                60   \n",
       "1433  https://twitter.com/dog_rates/status/697463031...                44   \n",
       "1598                                                NaN                 4   \n",
       "1634  https://twitter.com/dog_rates/status/684225744...               143   \n",
       "1635  https://twitter.com/dog_rates/status/684222868...               121   \n",
       "1662  https://twitter.com/dog_rates/status/682962037...                 7   \n",
       "1663                                                NaN                20   \n",
       "1779  https://twitter.com/dog_rates/status/677716515...               144   \n",
       "1843  https://twitter.com/dog_rates/status/675853064...                88   \n",
       "\n",
       "      rating_denominator      name doggo floofer pupper puppo  \n",
       "342                   15      None  None    None   None  None  \n",
       "433                   70      None  None    None   None  None  \n",
       "784                   11      None  None    None   None  None  \n",
       "902                  150      None  None    None   None  None  \n",
       "1068                  11      None  None    None   None  None  \n",
       "1120                 170      this  None    None   None  None  \n",
       "1165                  20      None  None    None   None  None  \n",
       "1202                  50  Bluebert  None    None   None  None  \n",
       "1228                  90      None  None    None   None  None  \n",
       "1254                  80      None  None    None   None  None  \n",
       "1274                  50      None  None    None   None  None  \n",
       "1351                  50         a  None    None   None  None  \n",
       "1433                  40      None  None    None   None  None  \n",
       "1598                  20      None  None    None   None  None  \n",
       "1634                 130      None  None    None   None  None  \n",
       "1635                 110      None  None    None   None  None  \n",
       "1662                  11    Darrel  None    None   None  None  \n",
       "1663                  16      None  None    None   None  None  \n",
       "1779                 120      None  None    None   None  None  \n",
       "1843                  80      None  None    None   None  None  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter[twitter.rating_denominator > 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
       "      <th>p2</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p2_dog</th>\n",
       "      <th>p3</th>\n",
       "      <th>p3_conf</th>\n",
       "      <th>p3_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [tweet_id, jpg_url, img_num, p1, p1_conf, p1_dog, p2, p2_conf, p2_dog, p3, p3_conf, p3_dog]\n",
       "Index: []"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions[image_predictions.tweet_id.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p3_conf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.075000e+03</td>\n",
       "      <td>2075.000000</td>\n",
       "      <td>2075.000000</td>\n",
       "      <td>2.075000e+03</td>\n",
       "      <td>2.075000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.384514e+17</td>\n",
       "      <td>1.203855</td>\n",
       "      <td>0.594548</td>\n",
       "      <td>1.345886e-01</td>\n",
       "      <td>6.032417e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.785203e+16</td>\n",
       "      <td>0.561875</td>\n",
       "      <td>0.271174</td>\n",
       "      <td>1.006657e-01</td>\n",
       "      <td>5.090593e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.044333</td>\n",
       "      <td>1.011300e-08</td>\n",
       "      <td>1.740170e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.764835e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.364412</td>\n",
       "      <td>5.388625e-02</td>\n",
       "      <td>1.622240e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.119988e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.588230</td>\n",
       "      <td>1.181810e-01</td>\n",
       "      <td>4.944380e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.932034e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.843855</td>\n",
       "      <td>1.955655e-01</td>\n",
       "      <td>9.180755e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.880140e-01</td>\n",
       "      <td>2.734190e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tweet_id      img_num      p1_conf       p2_conf       p3_conf\n",
       "count  2.075000e+03  2075.000000  2075.000000  2.075000e+03  2.075000e+03\n",
       "mean   7.384514e+17     1.203855     0.594548  1.345886e-01  6.032417e-02\n",
       "std    6.785203e+16     0.561875     0.271174  1.006657e-01  5.090593e-02\n",
       "min    6.660209e+17     1.000000     0.044333  1.011300e-08  1.740170e-10\n",
       "25%    6.764835e+17     1.000000     0.364412  5.388625e-02  1.622240e-02\n",
       "50%    7.119988e+17     1.000000     0.588230  1.181810e-01  4.944380e-02\n",
       "75%    7.932034e+17     1.000000     0.843855  1.955655e-01  9.180755e-02\n",
       "max    8.924206e+17     4.000000     1.000000  4.880140e-01  2.734190e-01"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            Welsh_springer_spaniel\n",
       "1                           redbone\n",
       "2                   German_shepherd\n",
       "3               Rhodesian_ridgeback\n",
       "4                miniature_pinscher\n",
       "5              Bernese_mountain_dog\n",
       "6                        box_turtle\n",
       "7                              chow\n",
       "8                     shopping_cart\n",
       "9                  miniature_poodle\n",
       "10                 golden_retriever\n",
       "11                    Gordon_setter\n",
       "12                     Walker_hound\n",
       "13                              pug\n",
       "14                       bloodhound\n",
       "15                            Lhasa\n",
       "16                   English_setter\n",
       "17                              hen\n",
       "18                 desktop_computer\n",
       "19                Italian_greyhound\n",
       "20                      Maltese_dog\n",
       "21                 three-toed_sloth\n",
       "22                               ox\n",
       "23                 golden_retriever\n",
       "24                         malamute\n",
       "25                       guinea_pig\n",
       "26      soft-coated_wheaten_terrier\n",
       "27                        Chihuahua\n",
       "28          black-and-tan_coonhound\n",
       "29                             coho\n",
       "                   ...             \n",
       "2045                 French_bulldog\n",
       "2046                    convertible\n",
       "2047                         kuvasz\n",
       "2048                      Chihuahua\n",
       "2049                        Samoyed\n",
       "2050               Mexican_hairless\n",
       "2051                       Pembroke\n",
       "2052                      limousine\n",
       "2053                         basset\n",
       "2054                 French_bulldog\n",
       "2055                       Pembroke\n",
       "2056                 Siberian_husky\n",
       "2057               golden_retriever\n",
       "2058               golden_retriever\n",
       "2059                        whippet\n",
       "2060               golden_retriever\n",
       "2061                 French_bulldog\n",
       "2062                       Pembroke\n",
       "2063                 French_bulldog\n",
       "2064                        Samoyed\n",
       "2065                       Pembroke\n",
       "2066                  Irish_terrier\n",
       "2067                     Pomeranian\n",
       "2068                    Appenzeller\n",
       "2069       Chesapeake_Bay_retriever\n",
       "2070                         basset\n",
       "2071                    paper_towel\n",
       "2072                      Chihuahua\n",
       "2073                      Chihuahua\n",
       "2074                         orange\n",
       "Name: p1, Length: 2075, dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.p1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'jpg_url',\n",
       " 'img_num',\n",
       " 'p1',\n",
       " 'p1_conf',\n",
       " 'p1_dog',\n",
       " 'p2',\n",
       " 'p2_conf',\n",
       " 'p2_dog',\n",
       " 'p3',\n",
       " 'p3_conf',\n",
       " 'p3_dog']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(image_predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>tweet_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [favorite_count, retweet_count, tweet_id]\n",
       "Index: []"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_data[tweet_data.tweet_id.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['favorite_count', 'retweet_count', 'tweet_id']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(tweet_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>tweet_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39093</td>\n",
       "      <td>8691</td>\n",
       "      <td>892420643555336193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>33484</td>\n",
       "      <td>6381</td>\n",
       "      <td>892177421306343426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25238</td>\n",
       "      <td>4240</td>\n",
       "      <td>891815181378084864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42452</td>\n",
       "      <td>8793</td>\n",
       "      <td>891689557279858688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40617</td>\n",
       "      <td>9574</td>\n",
       "      <td>891327558926688256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>20372</td>\n",
       "      <td>3177</td>\n",
       "      <td>891087950875897856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11941</td>\n",
       "      <td>2114</td>\n",
       "      <td>890971913173991426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>66060</td>\n",
       "      <td>19267</td>\n",
       "      <td>890729181411237888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>27964</td>\n",
       "      <td>4337</td>\n",
       "      <td>890609185150312448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>32184</td>\n",
       "      <td>7563</td>\n",
       "      <td>890240255349198849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>30856</td>\n",
       "      <td>7472</td>\n",
       "      <td>890006608113172480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>27988</td>\n",
       "      <td>5059</td>\n",
       "      <td>889880896479866881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>48350</td>\n",
       "      <td>10251</td>\n",
       "      <td>889665388333682689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>27373</td>\n",
       "      <td>4631</td>\n",
       "      <td>889638837579907072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15206</td>\n",
       "      <td>2269</td>\n",
       "      <td>889531135344209921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>25475</td>\n",
       "      <td>5542</td>\n",
       "      <td>889278841981685760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>29297</td>\n",
       "      <td>4591</td>\n",
       "      <td>888917238123831296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>25782</td>\n",
       "      <td>4445</td>\n",
       "      <td>888804989199671297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20080</td>\n",
       "      <td>3667</td>\n",
       "      <td>888554962724278272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>21942</td>\n",
       "      <td>3583</td>\n",
       "      <td>888078434458587136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>30415</td>\n",
       "      <td>5496</td>\n",
       "      <td>887705289381826560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>46552</td>\n",
       "      <td>11882</td>\n",
       "      <td>887517139158093824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>69652</td>\n",
       "      <td>18590</td>\n",
       "      <td>887473957103951883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>33922</td>\n",
       "      <td>10590</td>\n",
       "      <td>887343217045368832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>30788</td>\n",
       "      <td>6073</td>\n",
       "      <td>887101392804085760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>35454</td>\n",
       "      <td>7920</td>\n",
       "      <td>886983233522544640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>12176</td>\n",
       "      <td>3363</td>\n",
       "      <td>886736880519319552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>22596</td>\n",
       "      <td>4550</td>\n",
       "      <td>886680336477933568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>21278</td>\n",
       "      <td>3247</td>\n",
       "      <td>886366144734445568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>117</td>\n",
       "      <td>4</td>\n",
       "      <td>886267009285017600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>453</td>\n",
       "      <td>334</td>\n",
       "      <td>666411507551481857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2314</th>\n",
       "      <td>112</td>\n",
       "      <td>42</td>\n",
       "      <td>666407126856765440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2315</th>\n",
       "      <td>170</td>\n",
       "      <td>87</td>\n",
       "      <td>666396247373291520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2316</th>\n",
       "      <td>192</td>\n",
       "      <td>95</td>\n",
       "      <td>666373753744588802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2317</th>\n",
       "      <td>787</td>\n",
       "      <td>581</td>\n",
       "      <td>666362758909284353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2318</th>\n",
       "      <td>227</td>\n",
       "      <td>74</td>\n",
       "      <td>666353288456101888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2319</th>\n",
       "      <td>303</td>\n",
       "      <td>143</td>\n",
       "      <td>666345417576210432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2320</th>\n",
       "      <td>201</td>\n",
       "      <td>95</td>\n",
       "      <td>666337882303524864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2321</th>\n",
       "      <td>512</td>\n",
       "      <td>363</td>\n",
       "      <td>666293911632134144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>151</td>\n",
       "      <td>68</td>\n",
       "      <td>666287406224695296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2323</th>\n",
       "      <td>179</td>\n",
       "      <td>79</td>\n",
       "      <td>666273097616637952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>105</td>\n",
       "      <td>36</td>\n",
       "      <td>666268910803644416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2325</th>\n",
       "      <td>14535</td>\n",
       "      <td>6738</td>\n",
       "      <td>666104133288665088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>80</td>\n",
       "      <td>13</td>\n",
       "      <td>666102155909144576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>159</td>\n",
       "      <td>71</td>\n",
       "      <td>666099513787052032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2328</th>\n",
       "      <td>166</td>\n",
       "      <td>76</td>\n",
       "      <td>666094000022159362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>120</td>\n",
       "      <td>45</td>\n",
       "      <td>666082916733198337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2330</th>\n",
       "      <td>327</td>\n",
       "      <td>172</td>\n",
       "      <td>666073100786774016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2331</th>\n",
       "      <td>151</td>\n",
       "      <td>64</td>\n",
       "      <td>666071193221509120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2332</th>\n",
       "      <td>485</td>\n",
       "      <td>225</td>\n",
       "      <td>666063827256086533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>114</td>\n",
       "      <td>58</td>\n",
       "      <td>666058600524156928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>301</td>\n",
       "      <td>143</td>\n",
       "      <td>666057090499244032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>443</td>\n",
       "      <td>258</td>\n",
       "      <td>666055525042405380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2336</th>\n",
       "      <td>1239</td>\n",
       "      <td>864</td>\n",
       "      <td>666051853826850816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2337</th>\n",
       "      <td>133</td>\n",
       "      <td>59</td>\n",
       "      <td>666050758794694657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2338</th>\n",
       "      <td>109</td>\n",
       "      <td>40</td>\n",
       "      <td>666049248165822465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2339</th>\n",
       "      <td>304</td>\n",
       "      <td>142</td>\n",
       "      <td>666044226329800704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>126</td>\n",
       "      <td>46</td>\n",
       "      <td>666033412701032449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2341</th>\n",
       "      <td>131</td>\n",
       "      <td>48</td>\n",
       "      <td>666029285002620928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>2527</td>\n",
       "      <td>518</td>\n",
       "      <td>666020888022790149</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2343 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      favorite_count  retweet_count            tweet_id\n",
       "0              39093           8691  892420643555336193\n",
       "1              33484           6381  892177421306343426\n",
       "2              25238           4240  891815181378084864\n",
       "3              42452           8793  891689557279858688\n",
       "4              40617           9574  891327558926688256\n",
       "5              20372           3177  891087950875897856\n",
       "6              11941           2114  890971913173991426\n",
       "7              66060          19267  890729181411237888\n",
       "8              27964           4337  890609185150312448\n",
       "9              32184           7563  890240255349198849\n",
       "10             30856           7472  890006608113172480\n",
       "11             27988           5059  889880896479866881\n",
       "12             48350          10251  889665388333682689\n",
       "13             27373           4631  889638837579907072\n",
       "14             15206           2269  889531135344209921\n",
       "15             25475           5542  889278841981685760\n",
       "16             29297           4591  888917238123831296\n",
       "17             25782           4445  888804989199671297\n",
       "18             20080           3667  888554962724278272\n",
       "19             21942           3583  888078434458587136\n",
       "20             30415           5496  887705289381826560\n",
       "21             46552          11882  887517139158093824\n",
       "22             69652          18590  887473957103951883\n",
       "23             33922          10590  887343217045368832\n",
       "24             30788           6073  887101392804085760\n",
       "25             35454           7920  886983233522544640\n",
       "26             12176           3363  886736880519319552\n",
       "27             22596           4550  886680336477933568\n",
       "28             21278           3247  886366144734445568\n",
       "29               117              4  886267009285017600\n",
       "...              ...            ...                 ...\n",
       "2313             453            334  666411507551481857\n",
       "2314             112             42  666407126856765440\n",
       "2315             170             87  666396247373291520\n",
       "2316             192             95  666373753744588802\n",
       "2317             787            581  666362758909284353\n",
       "2318             227             74  666353288456101888\n",
       "2319             303            143  666345417576210432\n",
       "2320             201             95  666337882303524864\n",
       "2321             512            363  666293911632134144\n",
       "2322             151             68  666287406224695296\n",
       "2323             179             79  666273097616637952\n",
       "2324             105             36  666268910803644416\n",
       "2325           14535           6738  666104133288665088\n",
       "2326              80             13  666102155909144576\n",
       "2327             159             71  666099513787052032\n",
       "2328             166             76  666094000022159362\n",
       "2329             120             45  666082916733198337\n",
       "2330             327            172  666073100786774016\n",
       "2331             151             64  666071193221509120\n",
       "2332             485            225  666063827256086533\n",
       "2333             114             58  666058600524156928\n",
       "2334             301            143  666057090499244032\n",
       "2335             443            258  666055525042405380\n",
       "2336            1239            864  666051853826850816\n",
       "2337             133             59  666050758794694657\n",
       "2338             109             40  666049248165822465\n",
       "2339             304            142  666044226329800704\n",
       "2340             126             46  666033412701032449\n",
       "2341             131             48  666029285002620928\n",
       "2342            2527            518  666020888022790149\n",
       "\n",
       "[2343 rows x 3 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 质量\n",
    "#### `twitter` 表格\n",
    "- 错误的数据类型（timestamp, retweeted_status_timestamp，tweet_id)\n",
    "- 评级存在不正确的情况,如1663行\n",
    "- rating_denominator数据有的不是10\n",
    "- rating_denominator有数据等于0\n",
    "- 存在不正确的name数据，例如index等于22的一行里name的值为such\n",
    "- doggo,floofer,pupper,puppo存在数据不正确的情况\n",
    "- text中存在网址链接url\n",
    "- 对于空值应采用相同的表示（存在NaN与None两种方式）\n",
    "\n",
    "#### `image_predictions` 表格\n",
    "- p1,p2,p3中狗的名字用空格来连接而不是下划线_\n",
    "- p1,p2,p3中狗名字首字母要大写，保持一致的格式\n",
    "\n",
    "\n",
    "#### `tweet_data` 表格\n",
    "- tweet_data缺少记录（部分推特id获取内容时异常造成）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 清洁度\n",
    "- `twitter` 表格中doggo,floofer,pupper,puppo应该用狗的地位stage来表示\n",
    "- `twitter` 表格中rating_numerator和rating_denominator应该合并到一起，用rating表示。（此部分先不处理，等到相关评级质量问题解决后再处理）\n",
    "- `twitter` 表格中应该去掉retweeted_status_id不为空的行\n",
    "- `tweet_data` 表格中的数据应该整合到 `twitter` 表格中，属于`twitter` 表格的一部分\n",
    "- `image_predictions` 表也应该合并到 `twitter` 表格中，并且 `twitter` 表格去掉没有image_predictions的部分（此部分放到最后面去处理）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 清理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_clean = twitter.copy()\n",
    "image_predictions_clean = image_predictions.copy()\n",
    "tweet_data_clean = tweet_data.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 缺少数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `tweet_data`： 缺少记录"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "在之前的程序中，将获取内容异常的tweet_id都存放在error_tweet_id.txt文件，在此将此文件内容导入DataFrame中去，并合并到tweet_data中去，favorite_count和retweet_count的值用NaN表示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tweet_id_errors = {}\n",
    "list_id = []\n",
    "list_nan = [np.nan]\n",
    "with open('error_tweet_id.txt') as file:\n",
    "    for line in file:\n",
    "        list_id.append(int(line))\n",
    "tweet_id_errors = {'tweet_id': list_id, 'favorite_count': len(list_id)*list_nan, 'retweet_count':len(list_id)*list_nan}\n",
    "tweet_id_cut = pd.DataFrame(tweet_id_errors)\n",
    "tweet_id_cut_clean = tweet_id_cut.copy()\n",
    "tweet_data_clean = pd.concat([tweet_data_clean, tweet_id_cut_clean], ignore_index=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "        text-align: right;\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>tweet_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39093.0</td>\n",
       "      <td>8691.0</td>\n",
       "      <td>892420643555336193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>33484.0</td>\n",
       "      <td>6381.0</td>\n",
       "      <td>892177421306343426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25238.0</td>\n",
       "      <td>4240.0</td>\n",
       "      <td>891815181378084864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42452.0</td>\n",
       "      <td>8793.0</td>\n",
       "      <td>891689557279858688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40617.0</td>\n",
       "      <td>9574.0</td>\n",
       "      <td>891327558926688256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>20372.0</td>\n",
       "      <td>3177.0</td>\n",
       "      <td>891087950875897856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11941.0</td>\n",
       "      <td>2114.0</td>\n",
       "      <td>890971913173991426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>66060.0</td>\n",
       "      <td>19267.0</td>\n",
       "      <td>890729181411237888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>27964.0</td>\n",
       "      <td>4337.0</td>\n",
       "      <td>890609185150312448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>32184.0</td>\n",
       "      <td>7563.0</td>\n",
       "      <td>890240255349198849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>30856.0</td>\n",
       "      <td>7472.0</td>\n",
       "      <td>890006608113172480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>27988.0</td>\n",
       "      <td>5059.0</td>\n",
       "      <td>889880896479866881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>48350.0</td>\n",
       "      <td>10251.0</td>\n",
       "      <td>889665388333682689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>27373.0</td>\n",
       "      <td>4631.0</td>\n",
       "      <td>889638837579907072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15206.0</td>\n",
       "      <td>2269.0</td>\n",
       "      <td>889531135344209921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>25475.0</td>\n",
       "      <td>5542.0</td>\n",
       "      <td>889278841981685760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>29297.0</td>\n",
       "      <td>4591.0</td>\n",
       "      <td>888917238123831296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>25782.0</td>\n",
       "      <td>4445.0</td>\n",
       "      <td>888804989199671297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20080.0</td>\n",
       "      <td>3667.0</td>\n",
       "      <td>888554962724278272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>21942.0</td>\n",
       "      <td>3583.0</td>\n",
       "      <td>888078434458587136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>30415.0</td>\n",
       "      <td>5496.0</td>\n",
       "      <td>887705289381826560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>46552.0</td>\n",
       "      <td>11882.0</td>\n",
       "      <td>887517139158093824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>69652.0</td>\n",
       "      <td>18590.0</td>\n",
       "      <td>887473957103951883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>33922.0</td>\n",
       "      <td>10590.0</td>\n",
       "      <td>887343217045368832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>30788.0</td>\n",
       "      <td>6073.0</td>\n",
       "      <td>887101392804085760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>35454.0</td>\n",
       "      <td>7920.0</td>\n",
       "      <td>886983233522544640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>12176.0</td>\n",
       "      <td>3363.0</td>\n",
       "      <td>886736880519319552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>22596.0</td>\n",
       "      <td>4550.0</td>\n",
       "      <td>886680336477933568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>21278.0</td>\n",
       "      <td>3247.0</td>\n",
       "      <td>886366144734445568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>117.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>886267009285017600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>80.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>666102155909144576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>159.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>666099513787052032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2328</th>\n",
       "      <td>166.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>666094000022159362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>120.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>666082916733198337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2330</th>\n",
       "      <td>327.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>666073100786774016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2331</th>\n",
       "      <td>151.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>666071193221509120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2332</th>\n",
       "      <td>485.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>666063827256086533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>114.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>666058600524156928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>301.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>666057090499244032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>443.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>666055525042405380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2336</th>\n",
       "      <td>1239.0</td>\n",
       "      <td>864.0</td>\n",
       "      <td>666051853826850816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2337</th>\n",
       "      <td>133.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>666050758794694657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2338</th>\n",
       "      <td>109.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>666049248165822465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2339</th>\n",
       "      <td>304.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>666044226329800704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>126.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>666033412701032449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2341</th>\n",
       "      <td>131.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>666029285002620928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>2527.0</td>\n",
       "      <td>518.0</td>\n",
       "      <td>666020888022790149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2343</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>888202515573088257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2344</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>873697596434513921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2345</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>869988702071779329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2346</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>866816280283807744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2347</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>861769973181624320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2348</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>842892208864923648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2349</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>837012587749474308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2350</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>828376505180889089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>827228250799742977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>802247111496568832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>775096608509886464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>688116655151435777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>666454714377183233</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2356 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      favorite_count  retweet_count            tweet_id\n",
       "0            39093.0         8691.0  892420643555336193\n",
       "1            33484.0         6381.0  892177421306343426\n",
       "2            25238.0         4240.0  891815181378084864\n",
       "3            42452.0         8793.0  891689557279858688\n",
       "4            40617.0         9574.0  891327558926688256\n",
       "5            20372.0         3177.0  891087950875897856\n",
       "6            11941.0         2114.0  890971913173991426\n",
       "7            66060.0        19267.0  890729181411237888\n",
       "8            27964.0         4337.0  890609185150312448\n",
       "9            32184.0         7563.0  890240255349198849\n",
       "10           30856.0         7472.0  890006608113172480\n",
       "11           27988.0         5059.0  889880896479866881\n",
       "12           48350.0        10251.0  889665388333682689\n",
       "13           27373.0         4631.0  889638837579907072\n",
       "14           15206.0         2269.0  889531135344209921\n",
       "15           25475.0         5542.0  889278841981685760\n",
       "16           29297.0         4591.0  888917238123831296\n",
       "17           25782.0         4445.0  888804989199671297\n",
       "18           20080.0         3667.0  888554962724278272\n",
       "19           21942.0         3583.0  888078434458587136\n",
       "20           30415.0         5496.0  887705289381826560\n",
       "21           46552.0        11882.0  887517139158093824\n",
       "22           69652.0        18590.0  887473957103951883\n",
       "23           33922.0        10590.0  887343217045368832\n",
       "24           30788.0         6073.0  887101392804085760\n",
       "25           35454.0         7920.0  886983233522544640\n",
       "26           12176.0         3363.0  886736880519319552\n",
       "27           22596.0         4550.0  886680336477933568\n",
       "28           21278.0         3247.0  886366144734445568\n",
       "29             117.0            4.0  886267009285017600\n",
       "...              ...            ...                 ...\n",
       "2326            80.0           13.0  666102155909144576\n",
       "2327           159.0           71.0  666099513787052032\n",
       "2328           166.0           76.0  666094000022159362\n",
       "2329           120.0           45.0  666082916733198337\n",
       "2330           327.0          172.0  666073100786774016\n",
       "2331           151.0           64.0  666071193221509120\n",
       "2332           485.0          225.0  666063827256086533\n",
       "2333           114.0           58.0  666058600524156928\n",
       "2334           301.0          143.0  666057090499244032\n",
       "2335           443.0          258.0  666055525042405380\n",
       "2336          1239.0          864.0  666051853826850816\n",
       "2337           133.0           59.0  666050758794694657\n",
       "2338           109.0           40.0  666049248165822465\n",
       "2339           304.0          142.0  666044226329800704\n",
       "2340           126.0           46.0  666033412701032449\n",
       "2341           131.0           48.0  666029285002620928\n",
       "2342          2527.0          518.0  666020888022790149\n",
       "2343             NaN            NaN  888202515573088257\n",
       "2344             NaN            NaN  873697596434513921\n",
       "2345             NaN            NaN  869988702071779329\n",
       "2346             NaN            NaN  866816280283807744\n",
       "2347             NaN            NaN  861769973181624320\n",
       "2348             NaN            NaN  842892208864923648\n",
       "2349             NaN            NaN  837012587749474308\n",
       "2350             NaN            NaN  828376505180889089\n",
       "2351             NaN            NaN  827228250799742977\n",
       "2352             NaN            NaN  802247111496568832\n",
       "2353             NaN            NaN  775096608509886464\n",
       "2354             NaN            NaN  688116655151435777\n",
       "2355             NaN            NaN  666454714377183233\n",
       "\n",
       "[2356 rows x 3 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_data_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>tweet_id</th>\n",
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       "      <th>2348</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2349</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>837012587749474308</td>\n",
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       "    <tr>\n",
       "      <th>2350</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>828376505180889089</td>\n",
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       "      <th>2351</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>827228250799742977</td>\n",
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       "      <th>2352</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>802247111496568832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>775096608509886464</td>\n",
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       "      <th>2354</th>\n",
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       "      <td>NaN</td>\n",
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       "      <th>2355</th>\n",
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       "      <td>NaN</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      favorite_count  retweet_count            tweet_id\n",
       "2343             NaN            NaN  888202515573088257\n",
       "2344             NaN            NaN  873697596434513921\n",
       "2345             NaN            NaN  869988702071779329\n",
       "2346             NaN            NaN  866816280283807744\n",
       "2347             NaN            NaN  861769973181624320\n",
       "2348             NaN            NaN  842892208864923648\n",
       "2349             NaN            NaN  837012587749474308\n",
       "2350             NaN            NaN  828376505180889089\n",
       "2351             NaN            NaN  827228250799742977\n",
       "2352             NaN            NaN  802247111496568832\n",
       "2353             NaN            NaN  775096608509886464\n",
       "2354             NaN            NaN  688116655151435777\n",
       "2355             NaN            NaN  666454714377183233"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_data_clean.tail(13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 清洁度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `twitter` 表格中doggo,floofer,pupper,puppo应该用狗的地位stage来表示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "由于doggo,floofer,pupper,puppo几列的值存在很多不正确的情况，所以在此直接删除doggo,floofer,pupper,puppo几列，并新增stage一列，其值先用NaN代替，\n",
    "在后续的质量问题中再进行解决，写入正确的狗的“地位”。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_clean = twitter_clean.drop(['doggo', 'floofer', 'pupper', 'puppo'], axis=1)\n",
    "twitter_clean['stage'] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0  892420643555336193                    NaN                  NaN   \n",
       "1  892177421306343426                    NaN                  NaN   \n",
       "2  891815181378084864                    NaN                  NaN   \n",
       "3  891689557279858688                    NaN                  NaN   \n",
       "4  891327558926688256                    NaN                  NaN   \n",
       "\n",
       "                   timestamp  \\\n",
       "0  2017-08-01 16:23:56 +0000   \n",
       "1  2017-08-01 00:17:27 +0000   \n",
       "2  2017-07-31 00:18:03 +0000   \n",
       "3  2017-07-30 15:58:51 +0000   \n",
       "4  2017-07-29 16:00:24 +0000   \n",
       "\n",
       "                                              source  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  retweeted_status_id  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1  This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3  This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4  This is Franklin. He would like you to stop ca...                  NaN   \n",
       "\n",
       "   retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                       NaN                        NaN   \n",
       "1                       NaN                        NaN   \n",
       "2                       NaN                        NaN   \n",
       "3                       NaN                        NaN   \n",
       "4                       NaN                        NaN   \n",
       "\n",
       "                                       expanded_urls  rating_numerator  \\\n",
       "0  https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1  https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2  https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3  https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4  https://twitter.com/dog_rates/status/891327558...                12   \n",
       "\n",
       "   rating_denominator      name  stage  \n",
       "0                  10   Phineas    NaN  \n",
       "1                  10     Tilly    NaN  \n",
       "2                  10    Archie    NaN  \n",
       "3                  10     Darla    NaN  \n",
       "4                  10  Franklin    NaN  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:04:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Piers Morgan. Loves to Netf...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666044226...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:21:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a very happy pup. Big fan of well-main...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666033412...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:05:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a western brown Mitsubishi terrier. Up...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666029285...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 22:32:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a Japanese Irish Setter. Lost eye...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666020888...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "2351  666049248165822465                    NaN                  NaN   \n",
       "2352  666044226329800704                    NaN                  NaN   \n",
       "2353  666033412701032449                    NaN                  NaN   \n",
       "2354  666029285002620928                    NaN                  NaN   \n",
       "2355  666020888022790149                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "2351  2015-11-16 00:24:50 +0000   \n",
       "2352  2015-11-16 00:04:52 +0000   \n",
       "2353  2015-11-15 23:21:54 +0000   \n",
       "2354  2015-11-15 23:05:30 +0000   \n",
       "2355  2015-11-15 22:32:08 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "2351  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2352  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2353  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2354  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2355  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "2352  This is a purebred Piers Morgan. Loves to Netf...                  NaN   \n",
       "2353  Here is a very happy pup. Big fan of well-main...                  NaN   \n",
       "2354  This is a western brown Mitsubishi terrier. Up...                  NaN   \n",
       "2355  Here we have a Japanese Irish Setter. Lost eye...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "2351                       NaN                        NaN   \n",
       "2352                       NaN                        NaN   \n",
       "2353                       NaN                        NaN   \n",
       "2354                       NaN                        NaN   \n",
       "2355                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "2351  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "2352  https://twitter.com/dog_rates/status/666044226...                 6   \n",
       "2353  https://twitter.com/dog_rates/status/666033412...                 9   \n",
       "2354  https://twitter.com/dog_rates/status/666029285...                 7   \n",
       "2355  https://twitter.com/dog_rates/status/666020888...                 8   \n",
       "\n",
       "      rating_denominator  name  stage  \n",
       "2351                  10  None    NaN  \n",
       "2352                  10     a    NaN  \n",
       "2353                  10     a    NaN  \n",
       "2354                  10     a    NaN  \n",
       "2355                  10  None    NaN  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `tweet_data` 表格中的数据应该整合到 `twitter` 表格中，属于twitter 表格的一部分"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "利用merge方法按照tweet_id将 `tweet_data` 表格中的favorite_count\tretweet_count两列合并到 `twitter` 表格中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_clean = pd.merge(twitter_clean, tweet_data_clean, how='left', on='tweet_id')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39093.0</td>\n",
       "      <td>8691.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33484.0</td>\n",
       "      <td>6381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25238.0</td>\n",
       "      <td>4240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42452.0</td>\n",
       "      <td>8793.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40617.0</td>\n",
       "      <td>9574.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>891087950875897856</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 00:08:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a majestic great white breaching ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891087950...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20372.0</td>\n",
       "      <td>3177.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>890971913173991426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 16:27:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Jax. He enjoys ice cream so much he gets ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gofundme.com/ydvmve-surgery-for-jax,ht...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jax</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11941.0</td>\n",
       "      <td>2114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>890729181411237888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 00:22:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>When you watch your owner call another dog a g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890729181...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66060.0</td>\n",
       "      <td>19267.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>890609185150312448</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-27 16:25:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zoey. She doesn't want to be one of th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890609185...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zoey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27964.0</td>\n",
       "      <td>4337.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>890240255349198849</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 15:59:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Cassie. She is a college pup. Studying...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890240255...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Cassie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32184.0</td>\n",
       "      <td>7563.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>890006608113172480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 00:31:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Koda. He is a South Australian decksha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890006608...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Koda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30856.0</td>\n",
       "      <td>7472.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>889880896479866881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 16:11:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bruno. He is a service shark. Only get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889880896...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Bruno</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27988.0</td>\n",
       "      <td>5059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 01:55:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a puppo that seems to be on the fence a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889665388...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48350.0</td>\n",
       "      <td>10251.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>889638837579907072</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 00:10:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ted. He does his best. Sometimes that'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889638837...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Ted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27373.0</td>\n",
       "      <td>4631.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 17:02:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Stuart. He's sporting his favorite fan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889531135...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stuart</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15206.0</td>\n",
       "      <td>2269.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>889278841981685760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 00:19:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Oliver. You're witnessing one of his m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889278841...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliver</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25475.0</td>\n",
       "      <td>5542.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-23 00:22:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jim. He found a fren. Taught him how t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888917238...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Jim</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29297.0</td>\n",
       "      <td>4591.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 16:56:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zeke. He has a new stick. Very proud o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888804989...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zeke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25782.0</td>\n",
       "      <td>4445.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 00:23:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ralphus. He's powering up. Attempting ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888554962...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Ralphus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20080.0</td>\n",
       "      <td>3667.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>888202515573088257</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-21 01:02:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Canela. She attempted s...</td>\n",
       "      <td>8.874740e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-07-19 00:47:34 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>888078434458587136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-20 16:49:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Gerald. He was just told he didn't get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888078434...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Gerald</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21942.0</td>\n",
       "      <td>3583.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>887705289381826560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 16:06:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jeffrey. He has a monopoly on the pool...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887705289...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jeffrey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30415.0</td>\n",
       "      <td>5496.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>887517139158093824</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 03:39:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I've yet to rate a Venezuelan Hover Wiener. Th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887517139...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>such</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46552.0</td>\n",
       "      <td>11882.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>887473957103951883</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 00:47:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Canela. She attempted some fancy porch...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69652.0</td>\n",
       "      <td>18590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>887343217045368832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-18 16:08:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>You may not have known you needed to see this ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887343217...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33922.0</td>\n",
       "      <td>10590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>887101392804085760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-18 00:07:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This... is a Jubilant Antarctic House Bear. We...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887101392...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30788.0</td>\n",
       "      <td>6073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>886983233522544640</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-17 16:17:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Maya. She's very shy. Rarely leaves he...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886983233...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Maya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35454.0</td>\n",
       "      <td>7920.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>886736880519319552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-16 23:58:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Mingus. He's a wonderful father to his...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/mingusneedsus,https:/...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Mingus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12176.0</td>\n",
       "      <td>3363.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>886680336477933568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-16 20:14:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Derek. He's late for a dog meeting. 13...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886680336...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Derek</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22596.0</td>\n",
       "      <td>4550.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>886366144734445568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-15 23:25:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Roscoe. Another pupper fallen victim t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886366144...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Roscoe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21278.0</td>\n",
       "      <td>3247.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>666411507551481857</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 00:24:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is quite the dog. Gets really excited whe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666411507...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>quite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>453.0</td>\n",
       "      <td>334.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>666407126856765440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 00:06:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a southern Vesuvius bumblegruff. Can d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666407126...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2328</th>\n",
       "      <td>666396247373291520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 23:23:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Oh goodness. A super rare northeast Qdoba kang...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666396247...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>170.0</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>666373753744588802</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 21:54:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Those are sunglasses and a jean jacket. 11/10 ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666373753...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>192.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2330</th>\n",
       "      <td>666362758909284353</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 21:10:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Unique dog here. Very small. Lives in containe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666362758...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>787.0</td>\n",
       "      <td>581.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2331</th>\n",
       "      <td>666353288456101888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 20:32:58 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a mixed Asiago from the Galápagos...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666353288...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>227.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2332</th>\n",
       "      <td>666345417576210432</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 20:01:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Look at this jokester thinking seat belt laws ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666345417...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303.0</td>\n",
       "      <td>143.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>666337882303524864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 19:31:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an extremely rare horned Parthenon. No...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666337882...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>666293911632134144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:37:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a funny dog. Weird toes. Won't come do...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666293911...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>512.0</td>\n",
       "      <td>363.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:11:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666287406...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>an</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.0</td>\n",
       "      <td>68.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2336</th>\n",
       "      <td>666273097616637952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 15:14:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Can take selfies 11/10 https://t.co/ws2AMaNwPW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666273097...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>179.0</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2337</th>\n",
       "      <td>666268910803644416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 14:57:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Very concerned about fellow dog trapped in com...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666268910...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2338</th>\n",
       "      <td>666104133288665088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 04:02:55 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Not familiar with this breed. No tail (weird)....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666104133...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14535.0</td>\n",
       "      <td>6738.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2339</th>\n",
       "      <td>666102155909144576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 03:55:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Oh my. Here you are seeing an Adobe Setter giv...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666102155...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>666099513787052032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 03:44:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Can stand on stump for what seems like a while...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666099513...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>159.0</td>\n",
       "      <td>71.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2341</th>\n",
       "      <td>666094000022159362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 03:22:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This appears to be a Mongolian Presbyterian mi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666094000...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>166.0</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>666082916733198337</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 02:38:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a well-established sunblockerspan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666082916...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2343</th>\n",
       "      <td>666073100786774016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:59:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Let's hope this flight isn't Malaysian (lol). ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666073100...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>327.0</td>\n",
       "      <td>172.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2344</th>\n",
       "      <td>666071193221509120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:52:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a northern speckled Rhododendron....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666071193...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.0</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2345</th>\n",
       "      <td>666063827256086533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:22:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is the happiest dog you will ever see. Ve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666063827...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>the</td>\n",
       "      <td>NaN</td>\n",
       "      <td>485.0</td>\n",
       "      <td>225.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2346</th>\n",
       "      <td>666058600524156928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:01:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is the Rand Paul of retrievers folks! He'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666058600...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>the</td>\n",
       "      <td>NaN</td>\n",
       "      <td>114.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2347</th>\n",
       "      <td>666057090499244032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:55:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>My oh my. This is a rare blond Canadian terrie...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666057090...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>301.0</td>\n",
       "      <td>143.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2348</th>\n",
       "      <td>666055525042405380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:49:46 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a Siberian heavily armored polar bear ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666055525...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>443.0</td>\n",
       "      <td>258.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2349</th>\n",
       "      <td>666051853826850816</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:35:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an odd dog. Hard on the outside but lo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666051853...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1239.0</td>\n",
       "      <td>864.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2350</th>\n",
       "      <td>666050758794694657</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:30:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a truly beautiful English Wilson Staff...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666050758...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:04:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Piers Morgan. Loves to Netf...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666044226...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.0</td>\n",
       "      <td>142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:21:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a very happy pup. Big fan of well-main...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666033412...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:05:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a western brown Mitsubishi terrier. Up...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666029285...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 22:32:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a Japanese Irish Setter. Lost eye...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666020888...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2527.0</td>\n",
       "      <td>518.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2356 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0     892420643555336193                    NaN                  NaN   \n",
       "1     892177421306343426                    NaN                  NaN   \n",
       "2     891815181378084864                    NaN                  NaN   \n",
       "3     891689557279858688                    NaN                  NaN   \n",
       "4     891327558926688256                    NaN                  NaN   \n",
       "5     891087950875897856                    NaN                  NaN   \n",
       "6     890971913173991426                    NaN                  NaN   \n",
       "7     890729181411237888                    NaN                  NaN   \n",
       "8     890609185150312448                    NaN                  NaN   \n",
       "9     890240255349198849                    NaN                  NaN   \n",
       "10    890006608113172480                    NaN                  NaN   \n",
       "11    889880896479866881                    NaN                  NaN   \n",
       "12    889665388333682689                    NaN                  NaN   \n",
       "13    889638837579907072                    NaN                  NaN   \n",
       "14    889531135344209921                    NaN                  NaN   \n",
       "15    889278841981685760                    NaN                  NaN   \n",
       "16    888917238123831296                    NaN                  NaN   \n",
       "17    888804989199671297                    NaN                  NaN   \n",
       "18    888554962724278272                    NaN                  NaN   \n",
       "19    888202515573088257                    NaN                  NaN   \n",
       "20    888078434458587136                    NaN                  NaN   \n",
       "21    887705289381826560                    NaN                  NaN   \n",
       "22    887517139158093824                    NaN                  NaN   \n",
       "23    887473957103951883                    NaN                  NaN   \n",
       "24    887343217045368832                    NaN                  NaN   \n",
       "25    887101392804085760                    NaN                  NaN   \n",
       "26    886983233522544640                    NaN                  NaN   \n",
       "27    886736880519319552                    NaN                  NaN   \n",
       "28    886680336477933568                    NaN                  NaN   \n",
       "29    886366144734445568                    NaN                  NaN   \n",
       "...                  ...                    ...                  ...   \n",
       "2326  666411507551481857                    NaN                  NaN   \n",
       "2327  666407126856765440                    NaN                  NaN   \n",
       "2328  666396247373291520                    NaN                  NaN   \n",
       "2329  666373753744588802                    NaN                  NaN   \n",
       "2330  666362758909284353                    NaN                  NaN   \n",
       "2331  666353288456101888                    NaN                  NaN   \n",
       "2332  666345417576210432                    NaN                  NaN   \n",
       "2333  666337882303524864                    NaN                  NaN   \n",
       "2334  666293911632134144                    NaN                  NaN   \n",
       "2335  666287406224695296                    NaN                  NaN   \n",
       "2336  666273097616637952                    NaN                  NaN   \n",
       "2337  666268910803644416                    NaN                  NaN   \n",
       "2338  666104133288665088                    NaN                  NaN   \n",
       "2339  666102155909144576                    NaN                  NaN   \n",
       "2340  666099513787052032                    NaN                  NaN   \n",
       "2341  666094000022159362                    NaN                  NaN   \n",
       "2342  666082916733198337                    NaN                  NaN   \n",
       "2343  666073100786774016                    NaN                  NaN   \n",
       "2344  666071193221509120                    NaN                  NaN   \n",
       "2345  666063827256086533                    NaN                  NaN   \n",
       "2346  666058600524156928                    NaN                  NaN   \n",
       "2347  666057090499244032                    NaN                  NaN   \n",
       "2348  666055525042405380                    NaN                  NaN   \n",
       "2349  666051853826850816                    NaN                  NaN   \n",
       "2350  666050758794694657                    NaN                  NaN   \n",
       "2351  666049248165822465                    NaN                  NaN   \n",
       "2352  666044226329800704                    NaN                  NaN   \n",
       "2353  666033412701032449                    NaN                  NaN   \n",
       "2354  666029285002620928                    NaN                  NaN   \n",
       "2355  666020888022790149                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "0     2017-08-01 16:23:56 +0000   \n",
       "1     2017-08-01 00:17:27 +0000   \n",
       "2     2017-07-31 00:18:03 +0000   \n",
       "3     2017-07-30 15:58:51 +0000   \n",
       "4     2017-07-29 16:00:24 +0000   \n",
       "5     2017-07-29 00:08:17 +0000   \n",
       "6     2017-07-28 16:27:12 +0000   \n",
       "7     2017-07-28 00:22:40 +0000   \n",
       "8     2017-07-27 16:25:51 +0000   \n",
       "9     2017-07-26 15:59:51 +0000   \n",
       "10    2017-07-26 00:31:25 +0000   \n",
       "11    2017-07-25 16:11:53 +0000   \n",
       "12    2017-07-25 01:55:32 +0000   \n",
       "13    2017-07-25 00:10:02 +0000   \n",
       "14    2017-07-24 17:02:04 +0000   \n",
       "15    2017-07-24 00:19:32 +0000   \n",
       "16    2017-07-23 00:22:39 +0000   \n",
       "17    2017-07-22 16:56:37 +0000   \n",
       "18    2017-07-22 00:23:06 +0000   \n",
       "19    2017-07-21 01:02:36 +0000   \n",
       "20    2017-07-20 16:49:33 +0000   \n",
       "21    2017-07-19 16:06:48 +0000   \n",
       "22    2017-07-19 03:39:09 +0000   \n",
       "23    2017-07-19 00:47:34 +0000   \n",
       "24    2017-07-18 16:08:03 +0000   \n",
       "25    2017-07-18 00:07:08 +0000   \n",
       "26    2017-07-17 16:17:36 +0000   \n",
       "27    2017-07-16 23:58:41 +0000   \n",
       "28    2017-07-16 20:14:00 +0000   \n",
       "29    2017-07-15 23:25:31 +0000   \n",
       "...                         ...   \n",
       "2326  2015-11-17 00:24:19 +0000   \n",
       "2327  2015-11-17 00:06:54 +0000   \n",
       "2328  2015-11-16 23:23:41 +0000   \n",
       "2329  2015-11-16 21:54:18 +0000   \n",
       "2330  2015-11-16 21:10:36 +0000   \n",
       "2331  2015-11-16 20:32:58 +0000   \n",
       "2332  2015-11-16 20:01:42 +0000   \n",
       "2333  2015-11-16 19:31:45 +0000   \n",
       "2334  2015-11-16 16:37:02 +0000   \n",
       "2335  2015-11-16 16:11:11 +0000   \n",
       "2336  2015-11-16 15:14:19 +0000   \n",
       "2337  2015-11-16 14:57:41 +0000   \n",
       "2338  2015-11-16 04:02:55 +0000   \n",
       "2339  2015-11-16 03:55:04 +0000   \n",
       "2340  2015-11-16 03:44:34 +0000   \n",
       "2341  2015-11-16 03:22:39 +0000   \n",
       "2342  2015-11-16 02:38:37 +0000   \n",
       "2343  2015-11-16 01:59:36 +0000   \n",
       "2344  2015-11-16 01:52:02 +0000   \n",
       "2345  2015-11-16 01:22:45 +0000   \n",
       "2346  2015-11-16 01:01:59 +0000   \n",
       "2347  2015-11-16 00:55:59 +0000   \n",
       "2348  2015-11-16 00:49:46 +0000   \n",
       "2349  2015-11-16 00:35:11 +0000   \n",
       "2350  2015-11-16 00:30:50 +0000   \n",
       "2351  2015-11-16 00:24:50 +0000   \n",
       "2352  2015-11-16 00:04:52 +0000   \n",
       "2353  2015-11-15 23:21:54 +0000   \n",
       "2354  2015-11-15 23:05:30 +0000   \n",
       "2355  2015-11-15 22:32:08 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "0     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "5     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "6     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "7     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "8     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "9     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "10    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "11    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "12    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "13    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "14    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "15    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "16    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "17    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "18    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "19    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "20    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "21    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "22    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "23    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "24    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "25    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "26    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "27    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "28    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "29    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "...                                                 ...   \n",
       "2326  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2327  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2328  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2329  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2330  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2331  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2332  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2333  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2334  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2335  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2336  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2337  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2338  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2339  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2340  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2341  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2342  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2343  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2344  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2345  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2346  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2347  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2348  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2349  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2350  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2351  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2352  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2353  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2354  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2355  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "0     This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1     This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2     This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3     This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4     This is Franklin. He would like you to stop ca...                  NaN   \n",
       "5     Here we have a majestic great white breaching ...                  NaN   \n",
       "6     Meet Jax. He enjoys ice cream so much he gets ...                  NaN   \n",
       "7     When you watch your owner call another dog a g...                  NaN   \n",
       "8     This is Zoey. She doesn't want to be one of th...                  NaN   \n",
       "9     This is Cassie. She is a college pup. Studying...                  NaN   \n",
       "10    This is Koda. He is a South Australian decksha...                  NaN   \n",
       "11    This is Bruno. He is a service shark. Only get...                  NaN   \n",
       "12    Here's a puppo that seems to be on the fence a...                  NaN   \n",
       "13    This is Ted. He does his best. Sometimes that'...                  NaN   \n",
       "14    This is Stuart. He's sporting his favorite fan...                  NaN   \n",
       "15    This is Oliver. You're witnessing one of his m...                  NaN   \n",
       "16    This is Jim. He found a fren. Taught him how t...                  NaN   \n",
       "17    This is Zeke. He has a new stick. Very proud o...                  NaN   \n",
       "18    This is Ralphus. He's powering up. Attempting ...                  NaN   \n",
       "19    RT @dog_rates: This is Canela. She attempted s...         8.874740e+17   \n",
       "20    This is Gerald. He was just told he didn't get...                  NaN   \n",
       "21    This is Jeffrey. He has a monopoly on the pool...                  NaN   \n",
       "22    I've yet to rate a Venezuelan Hover Wiener. Th...                  NaN   \n",
       "23    This is Canela. She attempted some fancy porch...                  NaN   \n",
       "24    You may not have known you needed to see this ...                  NaN   \n",
       "25    This... is a Jubilant Antarctic House Bear. We...                  NaN   \n",
       "26    This is Maya. She's very shy. Rarely leaves he...                  NaN   \n",
       "27    This is Mingus. He's a wonderful father to his...                  NaN   \n",
       "28    This is Derek. He's late for a dog meeting. 13...                  NaN   \n",
       "29    This is Roscoe. Another pupper fallen victim t...                  NaN   \n",
       "...                                                 ...                  ...   \n",
       "2326  This is quite the dog. Gets really excited whe...                  NaN   \n",
       "2327  This is a southern Vesuvius bumblegruff. Can d...                  NaN   \n",
       "2328  Oh goodness. A super rare northeast Qdoba kang...                  NaN   \n",
       "2329  Those are sunglasses and a jean jacket. 11/10 ...                  NaN   \n",
       "2330  Unique dog here. Very small. Lives in containe...                  NaN   \n",
       "2331  Here we have a mixed Asiago from the Galápagos...                  NaN   \n",
       "2332  Look at this jokester thinking seat belt laws ...                  NaN   \n",
       "2333  This is an extremely rare horned Parthenon. No...                  NaN   \n",
       "2334  This is a funny dog. Weird toes. Won't come do...                  NaN   \n",
       "2335  This is an Albanian 3 1/2 legged  Episcopalian...                  NaN   \n",
       "2336     Can take selfies 11/10 https://t.co/ws2AMaNwPW                  NaN   \n",
       "2337  Very concerned about fellow dog trapped in com...                  NaN   \n",
       "2338  Not familiar with this breed. No tail (weird)....                  NaN   \n",
       "2339  Oh my. Here you are seeing an Adobe Setter giv...                  NaN   \n",
       "2340  Can stand on stump for what seems like a while...                  NaN   \n",
       "2341  This appears to be a Mongolian Presbyterian mi...                  NaN   \n",
       "2342  Here we have a well-established sunblockerspan...                  NaN   \n",
       "2343  Let's hope this flight isn't Malaysian (lol). ...                  NaN   \n",
       "2344  Here we have a northern speckled Rhododendron....                  NaN   \n",
       "2345  This is the happiest dog you will ever see. Ve...                  NaN   \n",
       "2346  Here is the Rand Paul of retrievers folks! He'...                  NaN   \n",
       "2347  My oh my. This is a rare blond Canadian terrie...                  NaN   \n",
       "2348  Here is a Siberian heavily armored polar bear ...                  NaN   \n",
       "2349  This is an odd dog. Hard on the outside but lo...                  NaN   \n",
       "2350  This is a truly beautiful English Wilson Staff...                  NaN   \n",
       "2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "2352  This is a purebred Piers Morgan. Loves to Netf...                  NaN   \n",
       "2353  Here is a very happy pup. Big fan of well-main...                  NaN   \n",
       "2354  This is a western brown Mitsubishi terrier. Up...                  NaN   \n",
       "2355  Here we have a Japanese Irish Setter. Lost eye...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                          NaN                        NaN   \n",
       "1                          NaN                        NaN   \n",
       "2                          NaN                        NaN   \n",
       "3                          NaN                        NaN   \n",
       "4                          NaN                        NaN   \n",
       "5                          NaN                        NaN   \n",
       "6                          NaN                        NaN   \n",
       "7                          NaN                        NaN   \n",
       "8                          NaN                        NaN   \n",
       "9                          NaN                        NaN   \n",
       "10                         NaN                        NaN   \n",
       "11                         NaN                        NaN   \n",
       "12                         NaN                        NaN   \n",
       "13                         NaN                        NaN   \n",
       "14                         NaN                        NaN   \n",
       "15                         NaN                        NaN   \n",
       "16                         NaN                        NaN   \n",
       "17                         NaN                        NaN   \n",
       "18                         NaN                        NaN   \n",
       "19                4.196984e+09  2017-07-19 00:47:34 +0000   \n",
       "20                         NaN                        NaN   \n",
       "21                         NaN                        NaN   \n",
       "22                         NaN                        NaN   \n",
       "23                         NaN                        NaN   \n",
       "24                         NaN                        NaN   \n",
       "25                         NaN                        NaN   \n",
       "26                         NaN                        NaN   \n",
       "27                         NaN                        NaN   \n",
       "28                         NaN                        NaN   \n",
       "29                         NaN                        NaN   \n",
       "...                        ...                        ...   \n",
       "2326                       NaN                        NaN   \n",
       "2327                       NaN                        NaN   \n",
       "2328                       NaN                        NaN   \n",
       "2329                       NaN                        NaN   \n",
       "2330                       NaN                        NaN   \n",
       "2331                       NaN                        NaN   \n",
       "2332                       NaN                        NaN   \n",
       "2333                       NaN                        NaN   \n",
       "2334                       NaN                        NaN   \n",
       "2335                       NaN                        NaN   \n",
       "2336                       NaN                        NaN   \n",
       "2337                       NaN                        NaN   \n",
       "2338                       NaN                        NaN   \n",
       "2339                       NaN                        NaN   \n",
       "2340                       NaN                        NaN   \n",
       "2341                       NaN                        NaN   \n",
       "2342                       NaN                        NaN   \n",
       "2343                       NaN                        NaN   \n",
       "2344                       NaN                        NaN   \n",
       "2345                       NaN                        NaN   \n",
       "2346                       NaN                        NaN   \n",
       "2347                       NaN                        NaN   \n",
       "2348                       NaN                        NaN   \n",
       "2349                       NaN                        NaN   \n",
       "2350                       NaN                        NaN   \n",
       "2351                       NaN                        NaN   \n",
       "2352                       NaN                        NaN   \n",
       "2353                       NaN                        NaN   \n",
       "2354                       NaN                        NaN   \n",
       "2355                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "0     https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1     https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2     https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3     https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4     https://twitter.com/dog_rates/status/891327558...                12   \n",
       "5     https://twitter.com/dog_rates/status/891087950...                13   \n",
       "6     https://gofundme.com/ydvmve-surgery-for-jax,ht...                13   \n",
       "7     https://twitter.com/dog_rates/status/890729181...                13   \n",
       "8     https://twitter.com/dog_rates/status/890609185...                13   \n",
       "9     https://twitter.com/dog_rates/status/890240255...                14   \n",
       "10    https://twitter.com/dog_rates/status/890006608...                13   \n",
       "11    https://twitter.com/dog_rates/status/889880896...                13   \n",
       "12    https://twitter.com/dog_rates/status/889665388...                13   \n",
       "13    https://twitter.com/dog_rates/status/889638837...                12   \n",
       "14    https://twitter.com/dog_rates/status/889531135...                13   \n",
       "15    https://twitter.com/dog_rates/status/889278841...                13   \n",
       "16    https://twitter.com/dog_rates/status/888917238...                12   \n",
       "17    https://twitter.com/dog_rates/status/888804989...                13   \n",
       "18    https://twitter.com/dog_rates/status/888554962...                13   \n",
       "19    https://twitter.com/dog_rates/status/887473957...                13   \n",
       "20    https://twitter.com/dog_rates/status/888078434...                12   \n",
       "21    https://twitter.com/dog_rates/status/887705289...                13   \n",
       "22    https://twitter.com/dog_rates/status/887517139...                14   \n",
       "23    https://twitter.com/dog_rates/status/887473957...                13   \n",
       "24    https://twitter.com/dog_rates/status/887343217...                13   \n",
       "25    https://twitter.com/dog_rates/status/887101392...                12   \n",
       "26    https://twitter.com/dog_rates/status/886983233...                13   \n",
       "27    https://www.gofundme.com/mingusneedsus,https:/...                13   \n",
       "28    https://twitter.com/dog_rates/status/886680336...                13   \n",
       "29    https://twitter.com/dog_rates/status/886366144...                12   \n",
       "...                                                 ...               ...   \n",
       "2326  https://twitter.com/dog_rates/status/666411507...                 2   \n",
       "2327  https://twitter.com/dog_rates/status/666407126...                 7   \n",
       "2328  https://twitter.com/dog_rates/status/666396247...                 9   \n",
       "2329  https://twitter.com/dog_rates/status/666373753...                11   \n",
       "2330  https://twitter.com/dog_rates/status/666362758...                 6   \n",
       "2331  https://twitter.com/dog_rates/status/666353288...                 8   \n",
       "2332  https://twitter.com/dog_rates/status/666345417...                10   \n",
       "2333  https://twitter.com/dog_rates/status/666337882...                 9   \n",
       "2334  https://twitter.com/dog_rates/status/666293911...                 3   \n",
       "2335  https://twitter.com/dog_rates/status/666287406...                 1   \n",
       "2336  https://twitter.com/dog_rates/status/666273097...                11   \n",
       "2337  https://twitter.com/dog_rates/status/666268910...                10   \n",
       "2338  https://twitter.com/dog_rates/status/666104133...                 1   \n",
       "2339  https://twitter.com/dog_rates/status/666102155...                11   \n",
       "2340  https://twitter.com/dog_rates/status/666099513...                 8   \n",
       "2341  https://twitter.com/dog_rates/status/666094000...                 9   \n",
       "2342  https://twitter.com/dog_rates/status/666082916...                 6   \n",
       "2343  https://twitter.com/dog_rates/status/666073100...                10   \n",
       "2344  https://twitter.com/dog_rates/status/666071193...                 9   \n",
       "2345  https://twitter.com/dog_rates/status/666063827...                10   \n",
       "2346  https://twitter.com/dog_rates/status/666058600...                 8   \n",
       "2347  https://twitter.com/dog_rates/status/666057090...                 9   \n",
       "2348  https://twitter.com/dog_rates/status/666055525...                10   \n",
       "2349  https://twitter.com/dog_rates/status/666051853...                 2   \n",
       "2350  https://twitter.com/dog_rates/status/666050758...                10   \n",
       "2351  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "2352  https://twitter.com/dog_rates/status/666044226...                 6   \n",
       "2353  https://twitter.com/dog_rates/status/666033412...                 9   \n",
       "2354  https://twitter.com/dog_rates/status/666029285...                 7   \n",
       "2355  https://twitter.com/dog_rates/status/666020888...                 8   \n",
       "\n",
       "      rating_denominator      name  stage  favorite_count  retweet_count  \n",
       "0                     10   Phineas    NaN         39093.0         8691.0  \n",
       "1                     10     Tilly    NaN         33484.0         6381.0  \n",
       "2                     10    Archie    NaN         25238.0         4240.0  \n",
       "3                     10     Darla    NaN         42452.0         8793.0  \n",
       "4                     10  Franklin    NaN         40617.0         9574.0  \n",
       "5                     10      None    NaN         20372.0         3177.0  \n",
       "6                     10       Jax    NaN         11941.0         2114.0  \n",
       "7                     10      None    NaN         66060.0        19267.0  \n",
       "8                     10      Zoey    NaN         27964.0         4337.0  \n",
       "9                     10    Cassie    NaN         32184.0         7563.0  \n",
       "10                    10      Koda    NaN         30856.0         7472.0  \n",
       "11                    10     Bruno    NaN         27988.0         5059.0  \n",
       "12                    10      None    NaN         48350.0        10251.0  \n",
       "13                    10       Ted    NaN         27373.0         4631.0  \n",
       "14                    10    Stuart    NaN         15206.0         2269.0  \n",
       "15                    10    Oliver    NaN         25475.0         5542.0  \n",
       "16                    10       Jim    NaN         29297.0         4591.0  \n",
       "17                    10      Zeke    NaN         25782.0         4445.0  \n",
       "18                    10   Ralphus    NaN         20080.0         3667.0  \n",
       "19                    10    Canela    NaN             NaN            NaN  \n",
       "20                    10    Gerald    NaN         21942.0         3583.0  \n",
       "21                    10   Jeffrey    NaN         30415.0         5496.0  \n",
       "22                    10      such    NaN         46552.0        11882.0  \n",
       "23                    10    Canela    NaN         69652.0        18590.0  \n",
       "24                    10      None    NaN         33922.0        10590.0  \n",
       "25                    10      None    NaN         30788.0         6073.0  \n",
       "26                    10      Maya    NaN         35454.0         7920.0  \n",
       "27                    10    Mingus    NaN         12176.0         3363.0  \n",
       "28                    10     Derek    NaN         22596.0         4550.0  \n",
       "29                    10    Roscoe    NaN         21278.0         3247.0  \n",
       "...                  ...       ...    ...             ...            ...  \n",
       "2326                  10     quite    NaN           453.0          334.0  \n",
       "2327                  10         a    NaN           112.0           42.0  \n",
       "2328                  10      None    NaN           170.0           87.0  \n",
       "2329                  10      None    NaN           192.0           95.0  \n",
       "2330                  10      None    NaN           787.0          581.0  \n",
       "2331                  10      None    NaN           227.0           74.0  \n",
       "2332                  10      None    NaN           303.0          143.0  \n",
       "2333                  10        an    NaN           201.0           95.0  \n",
       "2334                  10         a    NaN           512.0          363.0  \n",
       "2335                   2        an    NaN           151.0           68.0  \n",
       "2336                  10      None    NaN           179.0           79.0  \n",
       "2337                  10      None    NaN           105.0           36.0  \n",
       "2338                  10      None    NaN         14535.0         6738.0  \n",
       "2339                  10      None    NaN            80.0           13.0  \n",
       "2340                  10      None    NaN           159.0           71.0  \n",
       "2341                  10      None    NaN           166.0           76.0  \n",
       "2342                  10      None    NaN           120.0           45.0  \n",
       "2343                  10      None    NaN           327.0          172.0  \n",
       "2344                  10      None    NaN           151.0           64.0  \n",
       "2345                  10       the    NaN           485.0          225.0  \n",
       "2346                  10       the    NaN           114.0           58.0  \n",
       "2347                  10         a    NaN           301.0          143.0  \n",
       "2348                  10         a    NaN           443.0          258.0  \n",
       "2349                  10        an    NaN          1239.0          864.0  \n",
       "2350                  10         a    NaN           133.0           59.0  \n",
       "2351                  10      None    NaN           109.0           40.0  \n",
       "2352                  10         a    NaN           304.0          142.0  \n",
       "2353                  10         a    NaN           126.0           46.0  \n",
       "2354                  10         a    NaN           131.0           48.0  \n",
       "2355                  10      None    NaN          2527.0          518.0  \n",
       "\n",
       "[2356 rows x 16 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2234</th>\n",
       "      <td>668190681446379520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-21 22:14:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Skittles. I would kidnap Skittles. Pin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668190681...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Skittles</td>\n",
       "      <td>NaN</td>\n",
       "      <td>681.0</td>\n",
       "      <td>207.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>817536400337801217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-07 01:00:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Say hello to Eugene &amp;amp; Patti Melt. No matte...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/817536400...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Eugene</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12932.0</td>\n",
       "      <td>3444.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>817827839487737858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-07 20:18:46 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Buddy. He ran into a glass door once. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/817827839...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Buddy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56846.0</td>\n",
       "      <td>30754.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1805</th>\n",
       "      <td>676942428000112642</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-16 01:50:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Who leaves the last cupcake just sitting there...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/676942428...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2217.0</td>\n",
       "      <td>844.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>700505138482569216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-19 02:20:14 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Kaia. She's just cute as hell. 12/10 I...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/700505138...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Kaia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2451.0</td>\n",
       "      <td>633.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>673270968295534593</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-05 22:41:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Mac. His dad's probably a lawyer. 11/1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673270968...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Mac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1114.0</td>\n",
       "      <td>396.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>784517518371221505</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-07 22:15:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Frankie. He has yet to learn how to co...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/784517518...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Frankie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9887.0</td>\n",
       "      <td>2891.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>673580926094458881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-06 19:13:01 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>When you ask your professor about extra credit...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673580926...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>868.0</td>\n",
       "      <td>291.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1425</th>\n",
       "      <td>697943111201378304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-12 00:39:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Cassie. She goes door to door trying t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/697943111...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Cassie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2593.0</td>\n",
       "      <td>764.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>823939628516474880</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-24 17:04:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Cash. He's officially given pup on tod...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/823939628...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Cash</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11602.0</td>\n",
       "      <td>3059.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "2234  668190681446379520                    NaN                  NaN   \n",
       "461   817536400337801217                    NaN                  NaN   \n",
       "459   817827839487737858                    NaN                  NaN   \n",
       "1805  676942428000112642                    NaN                  NaN   \n",
       "1387  700505138482569216                    NaN                  NaN   \n",
       "1971  673270968295534593                    NaN                  NaN   \n",
       "711   784517518371221505                    NaN                  NaN   \n",
       "1958  673580926094458881                    NaN                  NaN   \n",
       "1425  697943111201378304                    NaN                  NaN   \n",
       "405   823939628516474880                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "2234  2015-11-21 22:14:07 +0000   \n",
       "461   2017-01-07 01:00:41 +0000   \n",
       "459   2017-01-07 20:18:46 +0000   \n",
       "1805  2015-12-16 01:50:26 +0000   \n",
       "1387  2016-02-19 02:20:14 +0000   \n",
       "1971  2015-12-05 22:41:22 +0000   \n",
       "711   2016-10-07 22:15:26 +0000   \n",
       "1958  2015-12-06 19:13:01 +0000   \n",
       "1425  2016-02-12 00:39:39 +0000   \n",
       "405   2017-01-24 17:04:50 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "2234  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "461   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "459   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1805  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1387  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1971  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "711   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1958  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1425  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "405   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2234  This is Skittles. I would kidnap Skittles. Pin...                  NaN   \n",
       "461   Say hello to Eugene &amp; Patti Melt. No matte...                  NaN   \n",
       "459   This is Buddy. He ran into a glass door once. ...                  NaN   \n",
       "1805  Who leaves the last cupcake just sitting there...                  NaN   \n",
       "1387  This is Kaia. She's just cute as hell. 12/10 I...                  NaN   \n",
       "1971  This is Mac. His dad's probably a lawyer. 11/1...                  NaN   \n",
       "711   This is Frankie. He has yet to learn how to co...                  NaN   \n",
       "1958  When you ask your professor about extra credit...                  NaN   \n",
       "1425  This is Cassie. She goes door to door trying t...                  NaN   \n",
       "405   This is Cash. He's officially given pup on tod...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "2234                       NaN                        NaN   \n",
       "461                        NaN                        NaN   \n",
       "459                        NaN                        NaN   \n",
       "1805                       NaN                        NaN   \n",
       "1387                       NaN                        NaN   \n",
       "1971                       NaN                        NaN   \n",
       "711                        NaN                        NaN   \n",
       "1958                       NaN                        NaN   \n",
       "1425                       NaN                        NaN   \n",
       "405                        NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "2234  https://twitter.com/dog_rates/status/668190681...                12   \n",
       "461   https://twitter.com/dog_rates/status/817536400...                12   \n",
       "459   https://twitter.com/dog_rates/status/817827839...                13   \n",
       "1805  https://twitter.com/dog_rates/status/676942428...                 9   \n",
       "1387  https://twitter.com/dog_rates/status/700505138...                12   \n",
       "1971  https://twitter.com/dog_rates/status/673270968...                11   \n",
       "711   https://twitter.com/dog_rates/status/784517518...                11   \n",
       "1958  https://twitter.com/dog_rates/status/673580926...                 8   \n",
       "1425  https://twitter.com/dog_rates/status/697943111...                10   \n",
       "405   https://twitter.com/dog_rates/status/823939628...                12   \n",
       "\n",
       "      rating_denominator      name  stage  favorite_count  retweet_count  \n",
       "2234                  10  Skittles    NaN           681.0          207.0  \n",
       "461                   10    Eugene    NaN         12932.0         3444.0  \n",
       "459                   10     Buddy    NaN         56846.0        30754.0  \n",
       "1805                  10      None    NaN          2217.0          844.0  \n",
       "1387                  10      Kaia    NaN          2451.0          633.0  \n",
       "1971                  10       Mac    NaN          1114.0          396.0  \n",
       "711                   10   Frankie    NaN          9887.0         2891.0  \n",
       "1958                  10      None    NaN           868.0          291.0  \n",
       "1425                  10    Cassie    NaN          2593.0          764.0  \n",
       "405                   10      Cash    NaN         11602.0         3059.0  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>888202515573088257</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-21 01:02:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Canela. She attempted s...</td>\n",
       "      <td>8.874740e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-07-19 00:47:34 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>873697596434513921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-11 00:25:14 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Walter. He won't start ...</td>\n",
       "      <td>8.688804e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-28 17:23:24 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/868880397...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Walter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>869988702071779329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-31 18:47:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: We only rate dogs. This is quit...</td>\n",
       "      <td>8.591970e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-02 00:04:57 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/859196978...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>quite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>866816280283807744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-23 00:41:20 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Jamesy. He gives a kiss...</td>\n",
       "      <td>8.664507e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-22 00:28:40 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/866450705...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jamesy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>861769973181624320</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-09 02:29:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: \"Good afternoon class today we'...</td>\n",
       "      <td>8.066291e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-12-07 22:38:52 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/806629075...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>842892208864923648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-18 00:15:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Stephan. He just wants ...</td>\n",
       "      <td>8.071068e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-12-09 06:17:20 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/807106840...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stephan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>837012587749474308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-01 18:52:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @KennyFromDaBlok: 14/10 h*ckin good hats. w...</td>\n",
       "      <td>8.370113e+17</td>\n",
       "      <td>7.266347e+08</td>\n",
       "      <td>2017-03-01 18:47:10 +0000</td>\n",
       "      <td>https://twitter.com/KennyFromDaBlok/status/837...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>828376505180889089</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-05 22:55:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Beebop. Her name means \"Good Dog\" in r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/828376505...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Beebop</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>827228250799742977</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-02 18:52:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Phil. He's an important...</td>\n",
       "      <td>6.946697e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-02-02 23:52:22 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/694669722...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Phil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>802247111496568832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-25 20:26:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Everybody drop what you're doin...</td>\n",
       "      <td>7.790561e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-09-22 20:33:42 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/779056095...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>775096608509886464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-11 22:20:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: After so many requests, this is...</td>\n",
       "      <td>7.403732e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-08 02:41:38 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740373189...</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1564</th>\n",
       "      <td>688116655151435777</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-15 21:52:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Please send dogs. I'm tired of seeing other st...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/688116655...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2318</th>\n",
       "      <td>666454714377183233</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 03:16:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I'll name the dogs from now on. This is Kreggo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666454714...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Kreggory</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "19    888202515573088257                    NaN                  NaN   \n",
       "95    873697596434513921                    NaN                  NaN   \n",
       "118   869988702071779329                    NaN                  NaN   \n",
       "132   866816280283807744                    NaN                  NaN   \n",
       "155   861769973181624320                    NaN                  NaN   \n",
       "260   842892208864923648                    NaN                  NaN   \n",
       "298   837012587749474308                    NaN                  NaN   \n",
       "373   828376505180889089                    NaN                  NaN   \n",
       "382   827228250799742977                    NaN                  NaN   \n",
       "566   802247111496568832                    NaN                  NaN   \n",
       "784   775096608509886464                    NaN                  NaN   \n",
       "1564  688116655151435777                    NaN                  NaN   \n",
       "2318  666454714377183233                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "19    2017-07-21 01:02:36 +0000   \n",
       "95    2017-06-11 00:25:14 +0000   \n",
       "118   2017-05-31 18:47:24 +0000   \n",
       "132   2017-05-23 00:41:20 +0000   \n",
       "155   2017-05-09 02:29:07 +0000   \n",
       "260   2017-03-18 00:15:37 +0000   \n",
       "298   2017-03-01 18:52:06 +0000   \n",
       "373   2017-02-05 22:55:23 +0000   \n",
       "382   2017-02-02 18:52:38 +0000   \n",
       "566   2016-11-25 20:26:31 +0000   \n",
       "784   2016-09-11 22:20:06 +0000   \n",
       "1564  2016-01-15 21:52:49 +0000   \n",
       "2318  2015-11-17 03:16:00 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "19    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "95    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "118   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "132   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "155   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "260   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "298   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "373   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "382   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "566   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "784   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1564  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2318  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "19    RT @dog_rates: This is Canela. She attempted s...         8.874740e+17   \n",
       "95    RT @dog_rates: This is Walter. He won't start ...         8.688804e+17   \n",
       "118   RT @dog_rates: We only rate dogs. This is quit...         8.591970e+17   \n",
       "132   RT @dog_rates: This is Jamesy. He gives a kiss...         8.664507e+17   \n",
       "155   RT @dog_rates: \"Good afternoon class today we'...         8.066291e+17   \n",
       "260   RT @dog_rates: This is Stephan. He just wants ...         8.071068e+17   \n",
       "298   RT @KennyFromDaBlok: 14/10 h*ckin good hats. w...         8.370113e+17   \n",
       "373   This is Beebop. Her name means \"Good Dog\" in r...                  NaN   \n",
       "382   RT @dog_rates: This is Phil. He's an important...         6.946697e+17   \n",
       "566   RT @dog_rates: Everybody drop what you're doin...         7.790561e+17   \n",
       "784   RT @dog_rates: After so many requests, this is...         7.403732e+17   \n",
       "1564  Please send dogs. I'm tired of seeing other st...                  NaN   \n",
       "2318  I'll name the dogs from now on. This is Kreggo...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "19                4.196984e+09  2017-07-19 00:47:34 +0000   \n",
       "95                4.196984e+09  2017-05-28 17:23:24 +0000   \n",
       "118               4.196984e+09  2017-05-02 00:04:57 +0000   \n",
       "132               4.196984e+09  2017-05-22 00:28:40 +0000   \n",
       "155               4.196984e+09  2016-12-07 22:38:52 +0000   \n",
       "260               4.196984e+09  2016-12-09 06:17:20 +0000   \n",
       "298               7.266347e+08  2017-03-01 18:47:10 +0000   \n",
       "373                        NaN                        NaN   \n",
       "382               4.196984e+09  2016-02-02 23:52:22 +0000   \n",
       "566               4.196984e+09  2016-09-22 20:33:42 +0000   \n",
       "784               4.196984e+09  2016-06-08 02:41:38 +0000   \n",
       "1564                       NaN                        NaN   \n",
       "2318                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "19    https://twitter.com/dog_rates/status/887473957...                13   \n",
       "95    https://twitter.com/dog_rates/status/868880397...                14   \n",
       "118   https://twitter.com/dog_rates/status/859196978...                12   \n",
       "132   https://twitter.com/dog_rates/status/866450705...                13   \n",
       "155   https://twitter.com/dog_rates/status/806629075...                13   \n",
       "260   https://twitter.com/dog_rates/status/807106840...                13   \n",
       "298   https://twitter.com/KennyFromDaBlok/status/837...                14   \n",
       "373   https://twitter.com/dog_rates/status/828376505...                13   \n",
       "382   https://twitter.com/dog_rates/status/694669722...                12   \n",
       "566   https://twitter.com/dog_rates/status/779056095...                13   \n",
       "784   https://twitter.com/dog_rates/status/740373189...                 9   \n",
       "1564  https://twitter.com/dog_rates/status/688116655...                10   \n",
       "2318  https://twitter.com/dog_rates/status/666454714...                10   \n",
       "\n",
       "      rating_denominator      name  stage  favorite_count  retweet_count  \n",
       "19                    10    Canela    NaN             NaN            NaN  \n",
       "95                    10    Walter    NaN             NaN            NaN  \n",
       "118                   10     quite    NaN             NaN            NaN  \n",
       "132                   10    Jamesy    NaN             NaN            NaN  \n",
       "155                   10      None    NaN             NaN            NaN  \n",
       "260                   10   Stephan    NaN             NaN            NaN  \n",
       "298                   10      None    NaN             NaN            NaN  \n",
       "373                   10    Beebop    NaN             NaN            NaN  \n",
       "382                   10      Phil    NaN             NaN            NaN  \n",
       "566                   10      None    NaN             NaN            NaN  \n",
       "784                   11      None    NaN             NaN            NaN  \n",
       "1564                  10      None    NaN             NaN            NaN  \n",
       "2318                  10  Kreggory    NaN             NaN            NaN  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean[twitter_clean.favorite_count.isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `twitter`  表格中应该去掉retweeted_status_id不为空的行"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "利用drop函数去除retweeted_status_id不为NaN的行"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for index in twitter_clean[twitter_clean.retweeted_status_id.notnull()].index:\n",
    "    twitter_clean.drop(index, axis=0, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "5       False\n",
       "6       False\n",
       "7       False\n",
       "8       False\n",
       "9       False\n",
       "10      False\n",
       "11      False\n",
       "12      False\n",
       "13      False\n",
       "14      False\n",
       "15      False\n",
       "16      False\n",
       "17      False\n",
       "18      False\n",
       "20      False\n",
       "21      False\n",
       "22      False\n",
       "23      False\n",
       "24      False\n",
       "25      False\n",
       "26      False\n",
       "27      False\n",
       "28      False\n",
       "29      False\n",
       "30      False\n",
       "        ...  \n",
       "2326    False\n",
       "2327    False\n",
       "2328    False\n",
       "2329    False\n",
       "2330    False\n",
       "2331    False\n",
       "2332    False\n",
       "2333    False\n",
       "2334    False\n",
       "2335    False\n",
       "2336    False\n",
       "2337    False\n",
       "2338    False\n",
       "2339    False\n",
       "2340    False\n",
       "2341    False\n",
       "2342    False\n",
       "2343    False\n",
       "2344    False\n",
       "2345    False\n",
       "2346    False\n",
       "2347    False\n",
       "2348    False\n",
       "2349    False\n",
       "2350    False\n",
       "2351    False\n",
       "2352    False\n",
       "2353    False\n",
       "2354    False\n",
       "2355    False\n",
       "Name: retweeted_status_id, Length: 2175, dtype: bool"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.retweeted_status_id.notnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.retweeted_status_id.notnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2175 entries, 0 to 2355\n",
      "Data columns (total 16 columns):\n",
      "tweet_id                      2175 non-null int64\n",
      "in_reply_to_status_id         78 non-null float64\n",
      "in_reply_to_user_id           78 non-null float64\n",
      "timestamp                     2175 non-null object\n",
      "source                        2175 non-null object\n",
      "text                          2175 non-null object\n",
      "retweeted_status_id           0 non-null float64\n",
      "retweeted_status_user_id      0 non-null float64\n",
      "retweeted_status_timestamp    0 non-null object\n",
      "expanded_urls                 2117 non-null object\n",
      "rating_numerator              2175 non-null int64\n",
      "rating_denominator            2175 non-null int64\n",
      "name                          2175 non-null object\n",
      "stage                         0 non-null float64\n",
      "favorite_count                2172 non-null float64\n",
      "retweet_count                 2172 non-null float64\n",
      "dtypes: float64(7), int64(3), object(6)\n",
      "memory usage: 368.9+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 质量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 错误的数据类型（timestamp, retweeted_status_timestamp, tweet_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "使用pd.to_datetime方法将timestamp和retweeted_status_timestamp转为datetime数据类型，将tweet_id改为str"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "twitter_clean.timestamp = pd.to_datetime(twitter_clean.timestamp)\n",
    "twitter_clean.retweeted_status_timestamp = pd.to_datetime(twitter_clean.retweeted_status_timestamp)\n",
    "twitter_clean.tweet_id = twitter_clean.tweet_id.astype(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2175 entries, 0 to 2355\n",
      "Data columns (total 16 columns):\n",
      "tweet_id                      2175 non-null object\n",
      "in_reply_to_status_id         78 non-null float64\n",
      "in_reply_to_user_id           78 non-null float64\n",
      "timestamp                     2175 non-null datetime64[ns]\n",
      "source                        2175 non-null object\n",
      "text                          2175 non-null object\n",
      "retweeted_status_id           0 non-null float64\n",
      "retweeted_status_user_id      0 non-null float64\n",
      "retweeted_status_timestamp    0 non-null datetime64[ns]\n",
      "expanded_urls                 2117 non-null object\n",
      "rating_numerator              2175 non-null int64\n",
      "rating_denominator            2175 non-null int64\n",
      "name                          2175 non-null object\n",
      "stage                         0 non-null float64\n",
      "favorite_count                2172 non-null float64\n",
      "retweet_count                 2172 non-null float64\n",
      "dtypes: datetime64[ns](2), float64(7), int64(2), object(5)\n",
      "memory usage: 368.9+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_clean.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      2017-08-01 16:23:56\n",
       "1      2017-08-01 00:17:27\n",
       "2      2017-07-31 00:18:03\n",
       "3      2017-07-30 15:58:51\n",
       "4      2017-07-29 16:00:24\n",
       "5      2017-07-29 00:08:17\n",
       "6      2017-07-28 16:27:12\n",
       "7      2017-07-28 00:22:40\n",
       "8      2017-07-27 16:25:51\n",
       "9      2017-07-26 15:59:51\n",
       "10     2017-07-26 00:31:25\n",
       "11     2017-07-25 16:11:53\n",
       "12     2017-07-25 01:55:32\n",
       "13     2017-07-25 00:10:02\n",
       "14     2017-07-24 17:02:04\n",
       "15     2017-07-24 00:19:32\n",
       "16     2017-07-23 00:22:39\n",
       "17     2017-07-22 16:56:37\n",
       "18     2017-07-22 00:23:06\n",
       "20     2017-07-20 16:49:33\n",
       "21     2017-07-19 16:06:48\n",
       "22     2017-07-19 03:39:09\n",
       "23     2017-07-19 00:47:34\n",
       "24     2017-07-18 16:08:03\n",
       "25     2017-07-18 00:07:08\n",
       "26     2017-07-17 16:17:36\n",
       "27     2017-07-16 23:58:41\n",
       "28     2017-07-16 20:14:00\n",
       "29     2017-07-15 23:25:31\n",
       "30     2017-07-15 16:51:35\n",
       "               ...        \n",
       "2326   2015-11-17 00:24:19\n",
       "2327   2015-11-17 00:06:54\n",
       "2328   2015-11-16 23:23:41\n",
       "2329   2015-11-16 21:54:18\n",
       "2330   2015-11-16 21:10:36\n",
       "2331   2015-11-16 20:32:58\n",
       "2332   2015-11-16 20:01:42\n",
       "2333   2015-11-16 19:31:45\n",
       "2334   2015-11-16 16:37:02\n",
       "2335   2015-11-16 16:11:11\n",
       "2336   2015-11-16 15:14:19\n",
       "2337   2015-11-16 14:57:41\n",
       "2338   2015-11-16 04:02:55\n",
       "2339   2015-11-16 03:55:04\n",
       "2340   2015-11-16 03:44:34\n",
       "2341   2015-11-16 03:22:39\n",
       "2342   2015-11-16 02:38:37\n",
       "2343   2015-11-16 01:59:36\n",
       "2344   2015-11-16 01:52:02\n",
       "2345   2015-11-16 01:22:45\n",
       "2346   2015-11-16 01:01:59\n",
       "2347   2015-11-16 00:55:59\n",
       "2348   2015-11-16 00:49:46\n",
       "2349   2015-11-16 00:35:11\n",
       "2350   2015-11-16 00:30:50\n",
       "2351   2015-11-16 00:24:50\n",
       "2352   2015-11-16 00:04:52\n",
       "2353   2015-11-15 23:21:54\n",
       "2354   2015-11-15 23:05:30\n",
       "2355   2015-11-15 22:32:08\n",
       "Name: timestamp, Length: 2175, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.timestamp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      NaT\n",
       "1      NaT\n",
       "2      NaT\n",
       "3      NaT\n",
       "4      NaT\n",
       "5      NaT\n",
       "6      NaT\n",
       "7      NaT\n",
       "8      NaT\n",
       "9      NaT\n",
       "10     NaT\n",
       "11     NaT\n",
       "12     NaT\n",
       "13     NaT\n",
       "14     NaT\n",
       "15     NaT\n",
       "16     NaT\n",
       "17     NaT\n",
       "18     NaT\n",
       "20     NaT\n",
       "21     NaT\n",
       "22     NaT\n",
       "23     NaT\n",
       "24     NaT\n",
       "25     NaT\n",
       "26     NaT\n",
       "27     NaT\n",
       "28     NaT\n",
       "29     NaT\n",
       "30     NaT\n",
       "        ..\n",
       "2326   NaT\n",
       "2327   NaT\n",
       "2328   NaT\n",
       "2329   NaT\n",
       "2330   NaT\n",
       "2331   NaT\n",
       "2332   NaT\n",
       "2333   NaT\n",
       "2334   NaT\n",
       "2335   NaT\n",
       "2336   NaT\n",
       "2337   NaT\n",
       "2338   NaT\n",
       "2339   NaT\n",
       "2340   NaT\n",
       "2341   NaT\n",
       "2342   NaT\n",
       "2343   NaT\n",
       "2344   NaT\n",
       "2345   NaT\n",
       "2346   NaT\n",
       "2347   NaT\n",
       "2348   NaT\n",
       "2349   NaT\n",
       "2350   NaT\n",
       "2351   NaT\n",
       "2352   NaT\n",
       "2353   NaT\n",
       "2354   NaT\n",
       "2355   NaT\n",
       "Name: retweeted_status_timestamp, Length: 2175, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.retweeted_status_timestamp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       892420643555336193\n",
       "1       892177421306343426\n",
       "2       891815181378084864\n",
       "3       891689557279858688\n",
       "4       891327558926688256\n",
       "5       891087950875897856\n",
       "6       890971913173991426\n",
       "7       890729181411237888\n",
       "8       890609185150312448\n",
       "9       890240255349198849\n",
       "10      890006608113172480\n",
       "11      889880896479866881\n",
       "12      889665388333682689\n",
       "13      889638837579907072\n",
       "14      889531135344209921\n",
       "15      889278841981685760\n",
       "16      888917238123831296\n",
       "17      888804989199671297\n",
       "18      888554962724278272\n",
       "20      888078434458587136\n",
       "21      887705289381826560\n",
       "22      887517139158093824\n",
       "23      887473957103951883\n",
       "24      887343217045368832\n",
       "25      887101392804085760\n",
       "26      886983233522544640\n",
       "27      886736880519319552\n",
       "28      886680336477933568\n",
       "29      886366144734445568\n",
       "30      886267009285017600\n",
       "               ...        \n",
       "2326    666411507551481857\n",
       "2327    666407126856765440\n",
       "2328    666396247373291520\n",
       "2329    666373753744588802\n",
       "2330    666362758909284353\n",
       "2331    666353288456101888\n",
       "2332    666345417576210432\n",
       "2333    666337882303524864\n",
       "2334    666293911632134144\n",
       "2335    666287406224695296\n",
       "2336    666273097616637952\n",
       "2337    666268910803644416\n",
       "2338    666104133288665088\n",
       "2339    666102155909144576\n",
       "2340    666099513787052032\n",
       "2341    666094000022159362\n",
       "2342    666082916733198337\n",
       "2343    666073100786774016\n",
       "2344    666071193221509120\n",
       "2345    666063827256086533\n",
       "2346    666058600524156928\n",
       "2347    666057090499244032\n",
       "2348    666055525042405380\n",
       "2349    666051853826850816\n",
       "2350    666050758794694657\n",
       "2351    666049248165822465\n",
       "2352    666044226329800704\n",
       "2353    666033412701032449\n",
       "2354    666029285002620928\n",
       "2355    666020888022790149\n",
       "Name: tweet_id, Length: 2175, dtype: object"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.tweet_id"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 评级存在不正确的情况, 如1663行\n",
    "#### rating_denominator数据有的不是10,\n",
    "#### rating_denominator有数据等于0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "由于上述几个问题都属于狗的评级问题，因此放在一起处理。使用正则表达式和 pandas 的 str.extract 方法从text一列中提取评级分数，在这里统一采用10分制，即分母为10，其他分数都转为分母为10的情况，分子有小数的四舍五入。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#首先处理那些由于text中存在两个评级，从而导致不正确评级的情况\n",
    "rating_1 = twitter_clean.text.str.extract('([0-9]+/[0-9]+)', expand = True)\n",
    "rating_2 = twitter_clean.text.str.extract('.*[0-9]+/[0-9]+\\D+([[0-9]+/[0-9]+)', expand = True)\n",
    "rating_1.columns = ['rating1']\n",
    "rating_2.columns = ['rating2']\n",
    "rating = pd.merge(rating_1, rating_2, how='inner', left_index=True, right_index=True)\n",
    "#rating[rating.rating2.notnull()]\n",
    "\n",
    "#在此规定，存在两个评级时且后面评级的分母为10时，很可能后面的评级是正确的\n",
    "rating['rating_numerator'], rating['rating_denominator'] = rating.rating2.str.split('/', 1).str\n",
    "for index in rating[rating.rating2.notnull()].index:\n",
    "    twitter_clean.loc[index,'rating_numerator'] = int(rating.rating_numerator.loc[index])\n",
    "    twitter_clean.loc[index,'rating_denominator'] = int(rating.rating_denominator.loc[index])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#其次处理由于其他原因导致的评级不正确的情况\n",
    "#观察数据，342行不存在评级，516行为24/7不合理,在此设为0/10，1663行数据有误，\n",
    "twitter_clean.loc[342,'rating_numerator'] = 0\n",
    "twitter_clean.loc[342,'rating_denominator'] = 10\n",
    "twitter_clean.loc[516,'rating_numerator'] = 0\n",
    "twitter_clean.loc[516,'rating_denominator'] = 10\n",
    "twitter_clean.loc[342,'rating_numerator'] = (20/16)*10\n",
    "twitter_clean.loc[342,'rating_denominator'] = 10 \n",
    "#其余的均则可以转为10分制4\n",
    "for index in twitter_clean[twitter_clean.rating_denominator != 10].index:\n",
    "    twitter_clean.loc[index,'rating_numerator'] = (twitter_clean.rating_numerator.loc[index]/twitter_clean.rating_denominator.loc[index])*10\n",
    "    twitter_clean.loc[index,'rating_denominator'] = 10\n",
    "twitter_clean.rating_numerator = twitter_clean.rating_numerator.astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [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, stage, favorite_count, retweet_count]\n",
       "Index: []"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean[twitter_clean.rating_denominator != 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
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       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39093.0</td>\n",
       "      <td>8691.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33484.0</td>\n",
       "      <td>6381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25238.0</td>\n",
       "      <td>4240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42452.0</td>\n",
       "      <td>8793.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40617.0</td>\n",
       "      <td>9574.0</td>\n",
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       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "             tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0  892420643555336193                    NaN                  NaN   \n",
       "1  892177421306343426                    NaN                  NaN   \n",
       "2  891815181378084864                    NaN                  NaN   \n",
       "3  891689557279858688                    NaN                  NaN   \n",
       "4  891327558926688256                    NaN                  NaN   \n",
       "\n",
       "            timestamp                                             source  \\\n",
       "0 2017-08-01 16:23:56  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1 2017-08-01 00:17:27  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2 2017-07-31 00:18:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3 2017-07-30 15:58:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4 2017-07-29 16:00:24  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  retweeted_status_id  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1  This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3  This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4  This is Franklin. He would like you to stop ca...                  NaN   \n",
       "\n",
       "   retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                       NaN                        NaT   \n",
       "1                       NaN                        NaT   \n",
       "2                       NaN                        NaT   \n",
       "3                       NaN                        NaT   \n",
       "4                       NaN                        NaT   \n",
       "\n",
       "                                       expanded_urls  rating_numerator  \\\n",
       "0  https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1  https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2  https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3  https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4  https://twitter.com/dog_rates/status/891327558...                12   \n",
       "\n",
       "   rating_denominator      name  stage  favorite_count  retweet_count  \n",
       "0                  10   Phineas    NaN         39093.0         8691.0  \n",
       "1                  10     Tilly    NaN         33484.0         6381.0  \n",
       "2                  10    Archie    NaN         25238.0         4240.0  \n",
       "3                  10     Darla    NaN         42452.0         8793.0  \n",
       "4                  10  Franklin    NaN         40617.0         9574.0  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>666049248165822465</td>\n",
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       "      <td>2015-11-16 00:24:50</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
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       "      <td>40.0</td>\n",
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       "      <td>666044226329800704</td>\n",
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       "      <td>2015-11-16 00:04:52</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
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       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666044226...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
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       "      <td>304.0</td>\n",
       "      <td>142.0</td>\n",
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       "      <th>2353</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2015-11-15 23:21:54</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a very happy pup. Big fan of well-main...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666033412...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>46.0</td>\n",
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       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:05:30</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a western brown Mitsubishi terrier. Up...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666029285...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>48.0</td>\n",
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       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 22:32:08</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a Japanese Irish Setter. Lost eye...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666020888...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2527.0</td>\n",
       "      <td>518.0</td>\n",
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       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "2351  666049248165822465                    NaN                  NaN   \n",
       "2352  666044226329800704                    NaN                  NaN   \n",
       "2353  666033412701032449                    NaN                  NaN   \n",
       "2354  666029285002620928                    NaN                  NaN   \n",
       "2355  666020888022790149                    NaN                  NaN   \n",
       "\n",
       "               timestamp                                             source  \\\n",
       "2351 2015-11-16 00:24:50  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2352 2015-11-16 00:04:52  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2353 2015-11-15 23:21:54  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2354 2015-11-15 23:05:30  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2355 2015-11-15 22:32:08  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "2352  This is a purebred Piers Morgan. Loves to Netf...                  NaN   \n",
       "2353  Here is a very happy pup. Big fan of well-main...                  NaN   \n",
       "2354  This is a western brown Mitsubishi terrier. Up...                  NaN   \n",
       "2355  Here we have a Japanese Irish Setter. Lost eye...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "2351                       NaN                        NaT   \n",
       "2352                       NaN                        NaT   \n",
       "2353                       NaN                        NaT   \n",
       "2354                       NaN                        NaT   \n",
       "2355                       NaN                        NaT   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "2351  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "2352  https://twitter.com/dog_rates/status/666044226...                 6   \n",
       "2353  https://twitter.com/dog_rates/status/666033412...                 9   \n",
       "2354  https://twitter.com/dog_rates/status/666029285...                 7   \n",
       "2355  https://twitter.com/dog_rates/status/666020888...                 8   \n",
       "\n",
       "      rating_denominator  name  stage  favorite_count  retweet_count  \n",
       "2351                  10  None    NaN           109.0           40.0  \n",
       "2352                  10     a    NaN           304.0          142.0  \n",
       "2353                  10     a    NaN           126.0           46.0  \n",
       "2354                  10     a    NaN           131.0           48.0  \n",
       "2355                  10  None    NaN          2527.0          518.0  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>710296729921429505</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>2016-03-17 02:48:31</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine -...</td>\n",
       "      <td>This is Oshie. 12/10 please enjoy (vid by @cat...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://vine.co/v/iw9hUFAMerV</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
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       "      <td>2542.0</td>\n",
       "      <td>817.0</td>\n",
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       "      <th>1613</th>\n",
       "      <td>685315239903100929</td>\n",
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       "      <td>2016-01-08 04:21:00</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I would like everyone to appreciate this pup's...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/685315239...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3613.0</td>\n",
       "      <td>1209.0</td>\n",
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       "      <th>2246</th>\n",
       "      <td>667878741721415682</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>2015-11-21 01:34:35</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tedrick. He lives on the edge. Needs s...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667878741...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Tedrick</td>\n",
       "      <td>NaN</td>\n",
       "      <td>406.0</td>\n",
       "      <td>126.0</td>\n",
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       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>674082852460433408</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-08 04:27:30</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Sagitariot Baklava mix. Loves her ne...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674082852...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>786.0</td>\n",
       "      <td>182.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1784</th>\n",
       "      <td>677662372920729601</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-18 01:31:14</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>In honor of the new Star Wars movie. Here's Yo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/677662372...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2097.0</td>\n",
       "      <td>1079.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>681891461017812993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-29 17:36:07</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Say hello to Charlie. He's scholarly af. Quite...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/681891461...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Charlie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2658.0</td>\n",
       "      <td>934.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>836989968035819520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-01 17:22:13</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Mookie. He really enjoys shopping but ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/836989968...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Mookie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13699.0</td>\n",
       "      <td>2560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>696754882863349760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-08 17:58:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Reptar. He specifically asked for his ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/696754882...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Reptar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1587.0</td>\n",
       "      <td>392.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>673240798075449344</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-05 20:41:29</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Magical floating dog here. Very calm. Always h...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673240798...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1484.0</td>\n",
       "      <td>782.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1079</th>\n",
       "      <td>739238157791694849</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-04 23:31:25</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a doggo blowing bubbles. It's downright...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/739238157...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73941.0</td>\n",
       "      <td>51460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2316</th>\n",
       "      <td>666649482315059201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 16:09:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Cool dog. Enjoys couch. Low monotone bark. Ver...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666649482...</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>906.0</td>\n",
       "      <td>597.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>789137962068021249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-20 16:15:26</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bo. He's a West Congolese Bugaboop Snu...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/789137962...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10711.0</td>\n",
       "      <td>3183.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>797971864723324932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-14 01:18:12</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a helicopter pupper. He takes off at ra...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/797971864...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12853.0</td>\n",
       "      <td>3590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>809220051211603969</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-15 02:14:29</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Kyro. He's a Stratocumulus Flop. Tongu...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/809220051...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Kyro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21934.0</td>\n",
       "      <td>6409.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>889278841981685760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 00:19:32</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Oliver. You're witnessing one of his m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889278841...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliver</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25475.0</td>\n",
       "      <td>5542.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "1257  710296729921429505                    NaN                  NaN   \n",
       "1613  685315239903100929                    NaN                  NaN   \n",
       "2246  667878741721415682                    NaN                  NaN   \n",
       "1923  674082852460433408                    NaN                  NaN   \n",
       "1784  677662372920729601                    NaN                  NaN   \n",
       "1682  681891461017812993                    NaN                  NaN   \n",
       "299   836989968035819520                    NaN                  NaN   \n",
       "1442  696754882863349760                    NaN                  NaN   \n",
       "1972  673240798075449344                    NaN                  NaN   \n",
       "1079  739238157791694849                    NaN                  NaN   \n",
       "2316  666649482315059201                    NaN                  NaN   \n",
       "679   789137962068021249                    NaN                  NaN   \n",
       "608   797971864723324932                    NaN                  NaN   \n",
       "524   809220051211603969                    NaN                  NaN   \n",
       "15    889278841981685760                    NaN                  NaN   \n",
       "\n",
       "               timestamp                                             source  \\\n",
       "1257 2016-03-17 02:48:31  <a href=\"http://vine.co\" rel=\"nofollow\">Vine -...   \n",
       "1613 2016-01-08 04:21:00  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2246 2015-11-21 01:34:35  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1923 2015-12-08 04:27:30  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1784 2015-12-18 01:31:14  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1682 2015-12-29 17:36:07  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "299  2017-03-01 17:22:13  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1442 2016-02-08 17:58:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1972 2015-12-05 20:41:29  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1079 2016-06-04 23:31:25  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2316 2015-11-17 16:09:56  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "679  2016-10-20 16:15:26  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "608  2016-11-14 01:18:12  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "524  2016-12-15 02:14:29  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "15   2017-07-24 00:19:32  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "1257  This is Oshie. 12/10 please enjoy (vid by @cat...                  NaN   \n",
       "1613  I would like everyone to appreciate this pup's...                  NaN   \n",
       "2246  This is Tedrick. He lives on the edge. Needs s...                  NaN   \n",
       "1923  This is a Sagitariot Baklava mix. Loves her ne...                  NaN   \n",
       "1784  In honor of the new Star Wars movie. Here's Yo...                  NaN   \n",
       "1682  Say hello to Charlie. He's scholarly af. Quite...                  NaN   \n",
       "299   This is Mookie. He really enjoys shopping but ...                  NaN   \n",
       "1442  This is Reptar. He specifically asked for his ...                  NaN   \n",
       "1972  Magical floating dog here. Very calm. Always h...                  NaN   \n",
       "1079  Here's a doggo blowing bubbles. It's downright...                  NaN   \n",
       "2316  Cool dog. Enjoys couch. Low monotone bark. Ver...                  NaN   \n",
       "679   This is Bo. He's a West Congolese Bugaboop Snu...                  NaN   \n",
       "608   Here's a helicopter pupper. He takes off at ra...                  NaN   \n",
       "524   This is Kyro. He's a Stratocumulus Flop. Tongu...                  NaN   \n",
       "15    This is Oliver. You're witnessing one of his m...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "1257                       NaN                        NaT   \n",
       "1613                       NaN                        NaT   \n",
       "2246                       NaN                        NaT   \n",
       "1923                       NaN                        NaT   \n",
       "1784                       NaN                        NaT   \n",
       "1682                       NaN                        NaT   \n",
       "299                        NaN                        NaT   \n",
       "1442                       NaN                        NaT   \n",
       "1972                       NaN                        NaT   \n",
       "1079                       NaN                        NaT   \n",
       "2316                       NaN                        NaT   \n",
       "679                        NaN                        NaT   \n",
       "608                        NaN                        NaT   \n",
       "524                        NaN                        NaT   \n",
       "15                         NaN                        NaT   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "1257                      https://vine.co/v/iw9hUFAMerV                12   \n",
       "1613  https://twitter.com/dog_rates/status/685315239...                11   \n",
       "2246  https://twitter.com/dog_rates/status/667878741...                 2   \n",
       "1923  https://twitter.com/dog_rates/status/674082852...                11   \n",
       "1784  https://twitter.com/dog_rates/status/677662372...                12   \n",
       "1682  https://twitter.com/dog_rates/status/681891461...                10   \n",
       "299   https://twitter.com/dog_rates/status/836989968...                12   \n",
       "1442  https://twitter.com/dog_rates/status/696754882...                10   \n",
       "1972  https://twitter.com/dog_rates/status/673240798...                 6   \n",
       "1079  https://twitter.com/dog_rates/status/739238157...                13   \n",
       "2316  https://twitter.com/dog_rates/status/666649482...                 4   \n",
       "679   https://twitter.com/dog_rates/status/789137962...                12   \n",
       "608   https://twitter.com/dog_rates/status/797971864...                12   \n",
       "524   https://twitter.com/dog_rates/status/809220051...                12   \n",
       "15    https://twitter.com/dog_rates/status/889278841...                13   \n",
       "\n",
       "      rating_denominator     name  stage  favorite_count  retweet_count  \n",
       "1257                  10    Oshie    NaN          2542.0          817.0  \n",
       "1613                  10     None    NaN          3613.0         1209.0  \n",
       "2246                  10  Tedrick    NaN           406.0          126.0  \n",
       "1923                  10        a    NaN           786.0          182.0  \n",
       "1784                  10     None    NaN          2097.0         1079.0  \n",
       "1682                  10  Charlie    NaN          2658.0          934.0  \n",
       "299                   10   Mookie    NaN         13699.0         2560.0  \n",
       "1442                  10   Reptar    NaN          1587.0          392.0  \n",
       "1972                  10     None    NaN          1484.0          782.0  \n",
       "1079                  10     None    NaN         73941.0        51460.0  \n",
       "2316                  10     None    NaN           906.0          597.0  \n",
       "679                   10       Bo    NaN         10711.0         3183.0  \n",
       "608                   10     None    NaN         12853.0         3590.0  \n",
       "524                   10     Kyro    NaN         21934.0         6409.0  \n",
       "15                    10   Oliver    NaN         25475.0         5542.0  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.sample(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 存在不正确的name数据，例如index等于22的一行里name的值为such"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "使用正则表达式和 pandas 的 str.extract 方法从text一列中提取name,对于图中存在两个名字的情况，使用逗号,符号来连接，如：name1,name2。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#对于图中存在两个名字的情况，使用&符号来连接，如：name1&name2\n",
    "name_data_1 = twitter_clean.text.str.extract('This is (\\S*)\\.', expand = True)\n",
    "name_data_1.columns=['name']\n",
    "name_data_2 = twitter_clean.text.str.extract('Meet (\\S*)\\.', expand = True)\n",
    "name_data_2.columns=['name']\n",
    "name_data_3 = twitter_clean.text.str.extract('Meet\\s(\\S*)\\s&amp;\\s(\\S*)\\.', expand = True)\n",
    "name_data_3.columns=['name1','name2']\n",
    "\n",
    "twitter_clean.name = name_data_1.name\n",
    "for index in name_data_2[name_data_2.name.notnull()].index:\n",
    "    twitter_clean.loc[index,'name'] = name_data_2.name.loc[index]\n",
    "    \n",
    "for index in name_data_3[name_data_3.name2.notnull()].index:\n",
    "    twitter_clean.loc[index,'name'] = name_data_3.name1.loc[index] + ',' + name_data_3.name2.loc[index]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        Phineas\n",
       "1          Tilly\n",
       "2         Archie\n",
       "3          Darla\n",
       "4       Franklin\n",
       "5            NaN\n",
       "6            Jax\n",
       "7            NaN\n",
       "8           Zoey\n",
       "9         Cassie\n",
       "10          Koda\n",
       "11         Bruno\n",
       "12           NaN\n",
       "13           Ted\n",
       "14        Stuart\n",
       "15        Oliver\n",
       "16           Jim\n",
       "17          Zeke\n",
       "18       Ralphus\n",
       "20        Gerald\n",
       "21       Jeffrey\n",
       "22           NaN\n",
       "23        Canela\n",
       "24           NaN\n",
       "25           NaN\n",
       "26          Maya\n",
       "27        Mingus\n",
       "28         Derek\n",
       "29        Roscoe\n",
       "30           NaN\n",
       "          ...   \n",
       "2326         NaN\n",
       "2327         NaN\n",
       "2328         NaN\n",
       "2329         NaN\n",
       "2330         NaN\n",
       "2331         NaN\n",
       "2332         NaN\n",
       "2333         NaN\n",
       "2334         NaN\n",
       "2335         NaN\n",
       "2336         NaN\n",
       "2337         NaN\n",
       "2338         NaN\n",
       "2339         NaN\n",
       "2340         NaN\n",
       "2341         NaN\n",
       "2342         NaN\n",
       "2343         NaN\n",
       "2344         NaN\n",
       "2345         NaN\n",
       "2346         NaN\n",
       "2347         NaN\n",
       "2348         NaN\n",
       "2349         NaN\n",
       "2350         NaN\n",
       "2351         NaN\n",
       "2352         NaN\n",
       "2353         NaN\n",
       "2354         NaN\n",
       "2355         NaN\n",
       "Name: name, Length: 2175, dtype: object"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1442      Reptar\n",
       "1721      Reggie\n",
       "313          NaN\n",
       "445         Finn\n",
       "1950       Larry\n",
       "1502       Teddy\n",
       "2147     Chester\n",
       "2164     Oliviér\n",
       "3          Darla\n",
       "1129    Pupcasso\n",
       "580          NaN\n",
       "1052    Maxaroni\n",
       "1018         NaN\n",
       "122        Gizmo\n",
       "2028       Dylan\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.name.sample(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### doggo,floofer,pupper,puppo存在数据不正确的情况"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "使用正则表达式和 pandas 的 str.extract 方法从text一列中提取doggo,floofer,pupper,puppo,需要注意会有puppo和doggo同时出现的情况"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "s1 = twitter_clean.text.str.extract('(doggo)', expand=True)\n",
    "s1.columns = ['stage']\n",
    "s2 = twitter_clean.text.str.extract('(floof)', expand=True)\n",
    "s2.columns = ['stage']\n",
    "s3 = twitter_clean.text.str.extract('(pupper)', expand=True)\n",
    "s3.columns = ['stage']\n",
    "s4 = twitter_clean.text.str.extract('(puppo)', expand=True)\n",
    "s4.columns = ['stage']\n",
    "\n",
    "for index in s1[s1.stage.notnull()].index:\n",
    "    twitter_clean.loc[index, 'stage'] = s1.stage.loc[index]\n",
    "for index in s2[s2.stage.notnull()].index:\n",
    "    twitter_clean.loc[index, 'stage'] = s2.stage.loc[index]\n",
    "for index in s3[s3.stage.notnull()].index:\n",
    "    twitter_clean.loc[index, 'stage'] = s3.stage.loc[index]\n",
    "for index in s4[s4.stage.notnull()].index:\n",
    "    twitter_clean.loc[index, 'stage'] = s4.stage.loc[index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stage1</th>\n",
       "      <th>satge2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>puppo</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>puppo</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    stage1 satge2\n",
       "172  puppo  doggo\n",
       "191  puppo  doggo"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看puppo和doggo同时出现的情况\n",
    "s5 = twitter_clean.text.str.extract('(puppo).*(doggo)', expand=True)\n",
    "s5.columns = ['stage1', 'satge2']\n",
    "s5[s5.stage1.notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I have stumbled puppon a doggo painting party. They're looking to be the next Pupcasso or Puppollock. All 13/10 would put it on the fridge https://t.co/cUeDMlHJbq\""
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.loc[172].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Here's a puppo participating in the #ScienceMarch. Cleverly disguising her own doggo agenda. 13/10 would keep the planet habitable for https://t.co/cMhq16isel\""
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.loc[191].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_clean.loc[172, 'stage'] = 'doggo'\n",
    "twitter_clean.loc[191, 'stage'] = 'puppo'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          NaN\n",
       "1          NaN\n",
       "2          NaN\n",
       "3          NaN\n",
       "4          NaN\n",
       "5          NaN\n",
       "6          NaN\n",
       "7          NaN\n",
       "8          NaN\n",
       "9        doggo\n",
       "10         NaN\n",
       "11         NaN\n",
       "12       puppo\n",
       "13         NaN\n",
       "14       puppo\n",
       "15         NaN\n",
       "16         NaN\n",
       "17         NaN\n",
       "18         NaN\n",
       "20         NaN\n",
       "21         NaN\n",
       "22         NaN\n",
       "23         NaN\n",
       "24         NaN\n",
       "25       floof\n",
       "26         NaN\n",
       "27         NaN\n",
       "28         NaN\n",
       "29      pupper\n",
       "30         NaN\n",
       "         ...  \n",
       "2326       NaN\n",
       "2327       NaN\n",
       "2328       NaN\n",
       "2329       NaN\n",
       "2330       NaN\n",
       "2331       NaN\n",
       "2332       NaN\n",
       "2333       NaN\n",
       "2334       NaN\n",
       "2335       NaN\n",
       "2336       NaN\n",
       "2337       NaN\n",
       "2338       NaN\n",
       "2339       NaN\n",
       "2340       NaN\n",
       "2341       NaN\n",
       "2342       NaN\n",
       "2343       NaN\n",
       "2344       NaN\n",
       "2345       NaN\n",
       "2346       NaN\n",
       "2347       NaN\n",
       "2348       NaN\n",
       "2349       NaN\n",
       "2350       NaN\n",
       "2351       NaN\n",
       "2352       NaN\n",
       "2353       NaN\n",
       "2354       NaN\n",
       "2355       NaN\n",
       "Name: stage, Length: 2175, dtype: object"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.stage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Here's a puppo that seems to be on the fence about something haha no but seriously someone help her. 13/10 https://t.co/BxvuXk0UCm\""
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.loc[12].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "679       NaN\n",
       "1267    floof\n",
       "1728      NaN\n",
       "838       NaN\n",
       "1038      NaN\n",
       "1835      NaN\n",
       "585     doggo\n",
       "300     doggo\n",
       "2160      NaN\n",
       "680       NaN\n",
       "1520      NaN\n",
       "170       NaN\n",
       "1341      NaN\n",
       "1162      NaN\n",
       "579       NaN\n",
       "Name: stage, dtype: object"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.stage.sample(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### text中存在网址链接url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "使用正则表达式和pandas的repalce方法匹配url，然后删除它"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "twitter_clean.text.replace(r'https.*','',regex=True, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>30</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2328</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>2330</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2331</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2332</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>2335</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2336</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2337</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2338</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2339</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2341</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2343</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2344</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2345</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2346</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2347</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>2351</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
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       "      <th>2353</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2175 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0\n",
       "0     NaN\n",
       "1     NaN\n",
       "2     NaN\n",
       "3     NaN\n",
       "4     NaN\n",
       "5     NaN\n",
       "6     NaN\n",
       "7     NaN\n",
       "8     NaN\n",
       "9     NaN\n",
       "10    NaN\n",
       "11    NaN\n",
       "12    NaN\n",
       "13    NaN\n",
       "14    NaN\n",
       "15    NaN\n",
       "16    NaN\n",
       "17    NaN\n",
       "18    NaN\n",
       "20    NaN\n",
       "21    NaN\n",
       "22    NaN\n",
       "23    NaN\n",
       "24    NaN\n",
       "25    NaN\n",
       "26    NaN\n",
       "27    NaN\n",
       "28    NaN\n",
       "29    NaN\n",
       "30    NaN\n",
       "...   ...\n",
       "2326  NaN\n",
       "2327  NaN\n",
       "2328  NaN\n",
       "2329  NaN\n",
       "2330  NaN\n",
       "2331  NaN\n",
       "2332  NaN\n",
       "2333  NaN\n",
       "2334  NaN\n",
       "2335  NaN\n",
       "2336  NaN\n",
       "2337  NaN\n",
       "2338  NaN\n",
       "2339  NaN\n",
       "2340  NaN\n",
       "2341  NaN\n",
       "2342  NaN\n",
       "2343  NaN\n",
       "2344  NaN\n",
       "2345  NaN\n",
       "2346  NaN\n",
       "2347  NaN\n",
       "2348  NaN\n",
       "2349  NaN\n",
       "2350  NaN\n",
       "2351  NaN\n",
       "2352  NaN\n",
       "2353  NaN\n",
       "2354  NaN\n",
       "2355  NaN\n",
       "\n",
       "[2175 rows x 1 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.text.str.extract('(https)',expand=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style>\n",
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       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
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       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1201</th>\n",
       "      <td>716447146686459905</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-03 02:08:05</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine -...</td>\n",
       "      <td>This is Ozzy. He's acrobatic af. Legendary pup...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://vine.co/v/eMmXVPn5eQK</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Ozzy</td>\n",
       "      <td>pupper</td>\n",
       "      <td>14104.0</td>\n",
       "      <td>6491.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>857214891891077121</td>\n",
       "      <td>8.571567e+17</td>\n",
       "      <td>180670967.0</td>\n",
       "      <td>2017-04-26 12:48:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@Marc_IRL pixelated af 12/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>239.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1534</th>\n",
       "      <td>689993469801164801</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-21 02:10:37</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine -...</td>\n",
       "      <td>Here we are witnessing a rare High Stepping Al...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://vine.co/v/ienexVMZgi5</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1589.0</td>\n",
       "      <td>510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>716439118184652801</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-03 01:36:11</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bluebert. He just saw that both #Final...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/716439118...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bluebert</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2535.0</td>\n",
       "      <td>243.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>810896069567610880</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-19 17:14:23</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Hunter. He just found out he needs bra...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/810896069...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Hunter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9960.0</td>\n",
       "      <td>2037.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>673656262056419329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-07 00:12:23</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Albert AKA King Banana Peel. He's a ki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673656262...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>pupper</td>\n",
       "      <td>754.0</td>\n",
       "      <td>262.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>715696743237730304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-01 00:26:15</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Toby. He's a Lithuanian High-Steppin Stic...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/715696743...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Toby</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4195.0</td>\n",
       "      <td>1428.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>715680795826982913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-31 23:22:53</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zeus. He's downright fabulous. 12/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/715680795...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Zeus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4644.0</td>\n",
       "      <td>1791.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>813081950185472002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-25 18:00:17</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Baron. He's officially festive as h*ck...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/813081950...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Baron</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10836.0</td>\n",
       "      <td>3151.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>779377524342161408</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-23 17:50:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Have you ever seen such a smol pupper? Portabl...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/779377524...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>pupper</td>\n",
       "      <td>9698.0</td>\n",
       "      <td>3535.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1520</th>\n",
       "      <td>690728923253055490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-23 02:53:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Vinscent. He was just questioned about...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/690728923...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Vinscent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2338.0</td>\n",
       "      <td>582.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1235</th>\n",
       "      <td>712668654853337088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-23 15:53:42</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Say hello to Sunny and Roxy. They pull things ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/712668654...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4471.0</td>\n",
       "      <td>1347.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2224</th>\n",
       "      <td>668291999406125056</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-22 04:56:43</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I can't do better than he did. 10/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668291999...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>261.0</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>778748913645780993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-22 00:13:04</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Mya (pronounced \"mmmyah?\"). Her head i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/778748913...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7592.0</td>\n",
       "      <td>1524.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2121</th>\n",
       "      <td>670408998013820928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-28 01:08:55</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Peanut. He was the World Table Tennis ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670408998...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Peanut</td>\n",
       "      <td>NaN</td>\n",
       "      <td>585.0</td>\n",
       "      <td>240.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "1201  716447146686459905                    NaN                  NaN   \n",
       "179   857214891891077121           8.571567e+17          180670967.0   \n",
       "1534  689993469801164801                    NaN                  NaN   \n",
       "1202  716439118184652801                    NaN                  NaN   \n",
       "517   810896069567610880                    NaN                  NaN   \n",
       "1954  673656262056419329                    NaN                  NaN   \n",
       "1209  715696743237730304                    NaN                  NaN   \n",
       "1210  715680795826982913                    NaN                  NaN   \n",
       "502   813081950185472002                    NaN                  NaN   \n",
       "748   779377524342161408                    NaN                  NaN   \n",
       "1520  690728923253055490                    NaN                  NaN   \n",
       "1235  712668654853337088                    NaN                  NaN   \n",
       "2224  668291999406125056                    NaN                  NaN   \n",
       "755   778748913645780993                    NaN                  NaN   \n",
       "2121  670408998013820928                    NaN                  NaN   \n",
       "\n",
       "               timestamp                                             source  \\\n",
       "1201 2016-04-03 02:08:05  <a href=\"http://vine.co\" rel=\"nofollow\">Vine -...   \n",
       "179  2017-04-26 12:48:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1534 2016-01-21 02:10:37  <a href=\"http://vine.co\" rel=\"nofollow\">Vine -...   \n",
       "1202 2016-04-03 01:36:11  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "517  2016-12-19 17:14:23  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1954 2015-12-07 00:12:23  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1209 2016-04-01 00:26:15  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1210 2016-03-31 23:22:53  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "502  2016-12-25 18:00:17  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "748  2016-09-23 17:50:56  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1520 2016-01-23 02:53:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1235 2016-03-23 15:53:42  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2224 2015-11-22 04:56:43  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "755  2016-09-22 00:13:04  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2121 2015-11-28 01:08:55  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "1201  This is Ozzy. He's acrobatic af. Legendary pup...                  NaN   \n",
       "179                        @Marc_IRL pixelated af 12/10                  NaN   \n",
       "1534  Here we are witnessing a rare High Stepping Al...                  NaN   \n",
       "1202  This is Bluebert. He just saw that both #Final...                  NaN   \n",
       "517   This is Hunter. He just found out he needs bra...                  NaN   \n",
       "1954  This is Albert AKA King Banana Peel. He's a ki...                  NaN   \n",
       "1209  Meet Toby. He's a Lithuanian High-Steppin Stic...                  NaN   \n",
       "1210      This is Zeus. He's downright fabulous. 12/10                   NaN   \n",
       "502   This is Baron. He's officially festive as h*ck...                  NaN   \n",
       "748   Have you ever seen such a smol pupper? Portabl...                  NaN   \n",
       "1520  This is Vinscent. He was just questioned about...                  NaN   \n",
       "1235  Say hello to Sunny and Roxy. They pull things ...                  NaN   \n",
       "2224              I can't do better than he did. 10/10                   NaN   \n",
       "755   This is Mya (pronounced \"mmmyah?\"). Her head i...                  NaN   \n",
       "2121  This is Peanut. He was the World Table Tennis ...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "1201                       NaN                        NaT   \n",
       "179                        NaN                        NaT   \n",
       "1534                       NaN                        NaT   \n",
       "1202                       NaN                        NaT   \n",
       "517                        NaN                        NaT   \n",
       "1954                       NaN                        NaT   \n",
       "1209                       NaN                        NaT   \n",
       "1210                       NaN                        NaT   \n",
       "502                        NaN                        NaT   \n",
       "748                        NaN                        NaT   \n",
       "1520                       NaN                        NaT   \n",
       "1235                       NaN                        NaT   \n",
       "2224                       NaN                        NaT   \n",
       "755                        NaN                        NaT   \n",
       "2121                       NaN                        NaT   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "1201                      https://vine.co/v/eMmXVPn5eQK                13   \n",
       "179                                                 NaN                12   \n",
       "1534                      https://vine.co/v/ienexVMZgi5                12   \n",
       "1202  https://twitter.com/dog_rates/status/716439118...                11   \n",
       "517   https://twitter.com/dog_rates/status/810896069...                11   \n",
       "1954  https://twitter.com/dog_rates/status/673656262...                10   \n",
       "1209  https://twitter.com/dog_rates/status/715696743...                10   \n",
       "1210  https://twitter.com/dog_rates/status/715680795...                12   \n",
       "502   https://twitter.com/dog_rates/status/813081950...                11   \n",
       "748   https://twitter.com/dog_rates/status/779377524...                12   \n",
       "1520  https://twitter.com/dog_rates/status/690728923...                 8   \n",
       "1235  https://twitter.com/dog_rates/status/712668654...                10   \n",
       "2224  https://twitter.com/dog_rates/status/668291999...                10   \n",
       "755   https://twitter.com/dog_rates/status/778748913...                11   \n",
       "2121  https://twitter.com/dog_rates/status/670408998...                10   \n",
       "\n",
       "      rating_denominator      name   stage  favorite_count  retweet_count  \n",
       "1201                  10      Ozzy  pupper         14104.0         6491.0  \n",
       "179                   10       NaN     NaN           239.0           20.0  \n",
       "1534                  10       NaN     NaN          1589.0          510.0  \n",
       "1202                  10  Bluebert     NaN          2535.0          243.0  \n",
       "517                   10    Hunter     NaN          9960.0         2037.0  \n",
       "1954                  10       NaN  pupper           754.0          262.0  \n",
       "1209                  10      Toby     NaN          4195.0         1428.0  \n",
       "1210                  10      Zeus     NaN          4644.0         1791.0  \n",
       "502                   10     Baron     NaN         10836.0         3151.0  \n",
       "748                   10       NaN  pupper          9698.0         3535.0  \n",
       "1520                  10  Vinscent     NaN          2338.0          582.0  \n",
       "1235                  10       NaN     NaN          4471.0         1347.0  \n",
       "2224                  10       NaN     NaN           261.0           34.0  \n",
       "755                   10       NaN     NaN          7592.0         1524.0  \n",
       "2121                  10    Peanut     NaN           585.0          240.0  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.sample(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Here's a puppo that seems to be on the fence about something haha no but seriously someone help her. 13/10 \""
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.loc[12].text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 对于空值应采用相同的表示（存在NaN与None两种方式）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "此问题在上面的清理过程中已经得到解决了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39093.0</td>\n",
       "      <td>8691.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33484.0</td>\n",
       "      <td>6381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25238.0</td>\n",
       "      <td>4240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42452.0</td>\n",
       "      <td>8793.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40617.0</td>\n",
       "      <td>9574.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>891087950875897856</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 00:08:17</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a majestic great white breaching ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891087950...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20372.0</td>\n",
       "      <td>3177.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>890971913173991426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 16:27:12</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Jax. He enjoys ice cream so much he gets ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://gofundme.com/ydvmve-surgery-for-jax,ht...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jax</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11941.0</td>\n",
       "      <td>2114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>890729181411237888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 00:22:40</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>When you watch your owner call another dog a g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890729181...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66060.0</td>\n",
       "      <td>19267.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>890609185150312448</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-27 16:25:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zoey. She doesn't want to be one of th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890609185...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zoey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27964.0</td>\n",
       "      <td>4337.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>890240255349198849</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 15:59:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Cassie. She is a college pup. Studying...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890240255...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Cassie</td>\n",
       "      <td>doggo</td>\n",
       "      <td>32184.0</td>\n",
       "      <td>7563.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>890006608113172480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 00:31:25</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Koda. He is a South Australian decksha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890006608...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Koda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30856.0</td>\n",
       "      <td>7472.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>889880896479866881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 16:11:53</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bruno. He is a service shark. Only get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889880896...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Bruno</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27988.0</td>\n",
       "      <td>5059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 01:55:32</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a puppo that seems to be on the fence a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889665388...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>puppo</td>\n",
       "      <td>48350.0</td>\n",
       "      <td>10251.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>889638837579907072</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 00:10:02</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ted. He does his best. Sometimes that'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889638837...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Ted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27373.0</td>\n",
       "      <td>4631.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 17:02:04</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Stuart. He's sporting his favorite fan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889531135...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stuart</td>\n",
       "      <td>puppo</td>\n",
       "      <td>15206.0</td>\n",
       "      <td>2269.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>889278841981685760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 00:19:32</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Oliver. You're witnessing one of his m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889278841...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliver</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25475.0</td>\n",
       "      <td>5542.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-23 00:22:39</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jim. He found a fren. Taught him how t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888917238...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Jim</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29297.0</td>\n",
       "      <td>4591.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 16:56:37</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zeke. He has a new stick. Very proud o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888804989...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zeke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25782.0</td>\n",
       "      <td>4445.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 00:23:06</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ralphus. He's powering up. Attempting ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888554962...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Ralphus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20080.0</td>\n",
       "      <td>3667.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>888078434458587136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-20 16:49:33</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Gerald. He was just told he didn't get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888078434...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Gerald</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21942.0</td>\n",
       "      <td>3583.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>887705289381826560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 16:06:48</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jeffrey. He has a monopoly on the pool...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887705289...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jeffrey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30415.0</td>\n",
       "      <td>5496.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>887517139158093824</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 03:39:09</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I've yet to rate a Venezuelan Hover Wiener. Th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887517139...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46552.0</td>\n",
       "      <td>11882.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>887473957103951883</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 00:47:34</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Canela. She attempted some fancy porch...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69652.0</td>\n",
       "      <td>18590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>887343217045368832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-18 16:08:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>You may not have known you needed to see this ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887343217...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33922.0</td>\n",
       "      <td>10590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>887101392804085760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-18 00:07:08</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This... is a Jubilant Antarctic House Bear. We...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887101392...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>floof</td>\n",
       "      <td>30788.0</td>\n",
       "      <td>6073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>886983233522544640</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-17 16:17:36</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Maya. She's very shy. Rarely leaves he...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886983233...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Maya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35454.0</td>\n",
       "      <td>7920.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>886736880519319552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-16 23:58:41</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Mingus. He's a wonderful father to his...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://www.gofundme.com/mingusneedsus,https:/...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Mingus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12176.0</td>\n",
       "      <td>3363.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>886680336477933568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-16 20:14:00</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Derek. He's late for a dog meeting. 13...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886680336...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Derek</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22596.0</td>\n",
       "      <td>4550.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>886366144734445568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-15 23:25:31</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Roscoe. Another pupper fallen victim t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886366144...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Roscoe</td>\n",
       "      <td>pupper</td>\n",
       "      <td>21278.0</td>\n",
       "      <td>3247.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>886267009285017600</td>\n",
       "      <td>8.862664e+17</td>\n",
       "      <td>2.281182e+09</td>\n",
       "      <td>2017-07-15 16:51:35</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@NonWhiteHat @MayhewMayhem omg hello tanner yo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>666411507551481857</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 00:24:19</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is quite the dog. Gets really excited whe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666411507...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>453.0</td>\n",
       "      <td>334.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>666407126856765440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 00:06:54</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a southern Vesuvius bumblegruff. Can d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666407126...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2328</th>\n",
       "      <td>666396247373291520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 23:23:41</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Oh goodness. A super rare northeast Qdoba kang...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666396247...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>170.0</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>666373753744588802</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 21:54:18</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Those are sunglasses and a jean jacket. 11/10 ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666373753...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>192.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2330</th>\n",
       "      <td>666362758909284353</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 21:10:36</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Unique dog here. Very small. Lives in containe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666362758...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>787.0</td>\n",
       "      <td>581.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2331</th>\n",
       "      <td>666353288456101888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 20:32:58</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a mixed Asiago from the Galápagos...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666353288...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>227.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2332</th>\n",
       "      <td>666345417576210432</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 20:01:42</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Look at this jokester thinking seat belt laws ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666345417...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303.0</td>\n",
       "      <td>143.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>666337882303524864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 19:31:45</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an extremely rare horned Parthenon. No...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666337882...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>666293911632134144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:37:02</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a funny dog. Weird toes. Won't come do...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666293911...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>512.0</td>\n",
       "      <td>363.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:11:11</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666287406...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.0</td>\n",
       "      <td>68.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2336</th>\n",
       "      <td>666273097616637952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 15:14:19</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Can take selfies 11/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666273097...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>179.0</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2337</th>\n",
       "      <td>666268910803644416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 14:57:41</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Very concerned about fellow dog trapped in com...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666268910...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2338</th>\n",
       "      <td>666104133288665088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 04:02:55</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Not familiar with this breed. No tail (weird)....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666104133...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14535.0</td>\n",
       "      <td>6738.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2339</th>\n",
       "      <td>666102155909144576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 03:55:04</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Oh my. Here you are seeing an Adobe Setter giv...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666102155...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>666099513787052032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 03:44:34</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Can stand on stump for what seems like a while...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666099513...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>159.0</td>\n",
       "      <td>71.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2341</th>\n",
       "      <td>666094000022159362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 03:22:39</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This appears to be a Mongolian Presbyterian mi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666094000...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>166.0</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>666082916733198337</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 02:38:37</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a well-established sunblockerspan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666082916...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2343</th>\n",
       "      <td>666073100786774016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:59:36</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Let's hope this flight isn't Malaysian (lol). ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666073100...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>327.0</td>\n",
       "      <td>172.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2344</th>\n",
       "      <td>666071193221509120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:52:02</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a northern speckled Rhododendron....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666071193...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.0</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2345</th>\n",
       "      <td>666063827256086533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:22:45</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is the happiest dog you will ever see. Ve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666063827...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>485.0</td>\n",
       "      <td>225.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2346</th>\n",
       "      <td>666058600524156928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:01:59</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is the Rand Paul of retrievers folks! He'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666058600...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>114.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2347</th>\n",
       "      <td>666057090499244032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:55:59</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>My oh my. This is a rare blond Canadian terrie...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666057090...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>301.0</td>\n",
       "      <td>143.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2348</th>\n",
       "      <td>666055525042405380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:49:46</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a Siberian heavily armored polar bear ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666055525...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>443.0</td>\n",
       "      <td>258.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2349</th>\n",
       "      <td>666051853826850816</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:35:11</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an odd dog. Hard on the outside but lo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666051853...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1239.0</td>\n",
       "      <td>864.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2350</th>\n",
       "      <td>666050758794694657</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:30:50</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a truly beautiful English Wilson Staff...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666050758...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:04:52</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Piers Morgan. Loves to Netf...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666044226...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.0</td>\n",
       "      <td>142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:21:54</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a very happy pup. Big fan of well-main...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666033412...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:05:30</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a western brown Mitsubishi terrier. Up...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666029285...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 22:32:08</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a Japanese Irish Setter. Lost eye...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666020888...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2527.0</td>\n",
       "      <td>518.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2175 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0     892420643555336193                    NaN                  NaN   \n",
       "1     892177421306343426                    NaN                  NaN   \n",
       "2     891815181378084864                    NaN                  NaN   \n",
       "3     891689557279858688                    NaN                  NaN   \n",
       "4     891327558926688256                    NaN                  NaN   \n",
       "5     891087950875897856                    NaN                  NaN   \n",
       "6     890971913173991426                    NaN                  NaN   \n",
       "7     890729181411237888                    NaN                  NaN   \n",
       "8     890609185150312448                    NaN                  NaN   \n",
       "9     890240255349198849                    NaN                  NaN   \n",
       "10    890006608113172480                    NaN                  NaN   \n",
       "11    889880896479866881                    NaN                  NaN   \n",
       "12    889665388333682689                    NaN                  NaN   \n",
       "13    889638837579907072                    NaN                  NaN   \n",
       "14    889531135344209921                    NaN                  NaN   \n",
       "15    889278841981685760                    NaN                  NaN   \n",
       "16    888917238123831296                    NaN                  NaN   \n",
       "17    888804989199671297                    NaN                  NaN   \n",
       "18    888554962724278272                    NaN                  NaN   \n",
       "20    888078434458587136                    NaN                  NaN   \n",
       "21    887705289381826560                    NaN                  NaN   \n",
       "22    887517139158093824                    NaN                  NaN   \n",
       "23    887473957103951883                    NaN                  NaN   \n",
       "24    887343217045368832                    NaN                  NaN   \n",
       "25    887101392804085760                    NaN                  NaN   \n",
       "26    886983233522544640                    NaN                  NaN   \n",
       "27    886736880519319552                    NaN                  NaN   \n",
       "28    886680336477933568                    NaN                  NaN   \n",
       "29    886366144734445568                    NaN                  NaN   \n",
       "30    886267009285017600           8.862664e+17         2.281182e+09   \n",
       "...                  ...                    ...                  ...   \n",
       "2326  666411507551481857                    NaN                  NaN   \n",
       "2327  666407126856765440                    NaN                  NaN   \n",
       "2328  666396247373291520                    NaN                  NaN   \n",
       "2329  666373753744588802                    NaN                  NaN   \n",
       "2330  666362758909284353                    NaN                  NaN   \n",
       "2331  666353288456101888                    NaN                  NaN   \n",
       "2332  666345417576210432                    NaN                  NaN   \n",
       "2333  666337882303524864                    NaN                  NaN   \n",
       "2334  666293911632134144                    NaN                  NaN   \n",
       "2335  666287406224695296                    NaN                  NaN   \n",
       "2336  666273097616637952                    NaN                  NaN   \n",
       "2337  666268910803644416                    NaN                  NaN   \n",
       "2338  666104133288665088                    NaN                  NaN   \n",
       "2339  666102155909144576                    NaN                  NaN   \n",
       "2340  666099513787052032                    NaN                  NaN   \n",
       "2341  666094000022159362                    NaN                  NaN   \n",
       "2342  666082916733198337                    NaN                  NaN   \n",
       "2343  666073100786774016                    NaN                  NaN   \n",
       "2344  666071193221509120                    NaN                  NaN   \n",
       "2345  666063827256086533                    NaN                  NaN   \n",
       "2346  666058600524156928                    NaN                  NaN   \n",
       "2347  666057090499244032                    NaN                  NaN   \n",
       "2348  666055525042405380                    NaN                  NaN   \n",
       "2349  666051853826850816                    NaN                  NaN   \n",
       "2350  666050758794694657                    NaN                  NaN   \n",
       "2351  666049248165822465                    NaN                  NaN   \n",
       "2352  666044226329800704                    NaN                  NaN   \n",
       "2353  666033412701032449                    NaN                  NaN   \n",
       "2354  666029285002620928                    NaN                  NaN   \n",
       "2355  666020888022790149                    NaN                  NaN   \n",
       "\n",
       "               timestamp                                             source  \\\n",
       "0    2017-08-01 16:23:56  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1    2017-08-01 00:17:27  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2    2017-07-31 00:18:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3    2017-07-30 15:58:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4    2017-07-29 16:00:24  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "5    2017-07-29 00:08:17  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "6    2017-07-28 16:27:12  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "7    2017-07-28 00:22:40  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "8    2017-07-27 16:25:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "9    2017-07-26 15:59:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "10   2017-07-26 00:31:25  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "11   2017-07-25 16:11:53  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "12   2017-07-25 01:55:32  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "13   2017-07-25 00:10:02  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "14   2017-07-24 17:02:04  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "15   2017-07-24 00:19:32  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "16   2017-07-23 00:22:39  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "17   2017-07-22 16:56:37  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "18   2017-07-22 00:23:06  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "20   2017-07-20 16:49:33  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "21   2017-07-19 16:06:48  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "22   2017-07-19 03:39:09  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "23   2017-07-19 00:47:34  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "24   2017-07-18 16:08:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "25   2017-07-18 00:07:08  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "26   2017-07-17 16:17:36  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "27   2017-07-16 23:58:41  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "28   2017-07-16 20:14:00  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "29   2017-07-15 23:25:31  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "30   2017-07-15 16:51:35  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "...                  ...                                                ...   \n",
       "2326 2015-11-17 00:24:19  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2327 2015-11-17 00:06:54  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2328 2015-11-16 23:23:41  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2329 2015-11-16 21:54:18  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2330 2015-11-16 21:10:36  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2331 2015-11-16 20:32:58  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2332 2015-11-16 20:01:42  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2333 2015-11-16 19:31:45  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2334 2015-11-16 16:37:02  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2335 2015-11-16 16:11:11  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2336 2015-11-16 15:14:19  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2337 2015-11-16 14:57:41  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2338 2015-11-16 04:02:55  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2339 2015-11-16 03:55:04  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2340 2015-11-16 03:44:34  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2341 2015-11-16 03:22:39  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2342 2015-11-16 02:38:37  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2343 2015-11-16 01:59:36  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2344 2015-11-16 01:52:02  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2345 2015-11-16 01:22:45  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2346 2015-11-16 01:01:59  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2347 2015-11-16 00:55:59  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2348 2015-11-16 00:49:46  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2349 2015-11-16 00:35:11  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2350 2015-11-16 00:30:50  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2351 2015-11-16 00:24:50  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2352 2015-11-16 00:04:52  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2353 2015-11-15 23:21:54  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2354 2015-11-15 23:05:30  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2355 2015-11-15 22:32:08  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "0     This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1     This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2     This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3     This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4     This is Franklin. He would like you to stop ca...                  NaN   \n",
       "5     Here we have a majestic great white breaching ...                  NaN   \n",
       "6     Meet Jax. He enjoys ice cream so much he gets ...                  NaN   \n",
       "7     When you watch your owner call another dog a g...                  NaN   \n",
       "8     This is Zoey. She doesn't want to be one of th...                  NaN   \n",
       "9     This is Cassie. She is a college pup. Studying...                  NaN   \n",
       "10    This is Koda. He is a South Australian decksha...                  NaN   \n",
       "11    This is Bruno. He is a service shark. Only get...                  NaN   \n",
       "12    Here's a puppo that seems to be on the fence a...                  NaN   \n",
       "13    This is Ted. He does his best. Sometimes that'...                  NaN   \n",
       "14    This is Stuart. He's sporting his favorite fan...                  NaN   \n",
       "15    This is Oliver. You're witnessing one of his m...                  NaN   \n",
       "16    This is Jim. He found a fren. Taught him how t...                  NaN   \n",
       "17    This is Zeke. He has a new stick. Very proud o...                  NaN   \n",
       "18    This is Ralphus. He's powering up. Attempting ...                  NaN   \n",
       "20    This is Gerald. He was just told he didn't get...                  NaN   \n",
       "21    This is Jeffrey. He has a monopoly on the pool...                  NaN   \n",
       "22    I've yet to rate a Venezuelan Hover Wiener. Th...                  NaN   \n",
       "23    This is Canela. She attempted some fancy porch...                  NaN   \n",
       "24    You may not have known you needed to see this ...                  NaN   \n",
       "25    This... is a Jubilant Antarctic House Bear. We...                  NaN   \n",
       "26    This is Maya. She's very shy. Rarely leaves he...                  NaN   \n",
       "27    This is Mingus. He's a wonderful father to his...                  NaN   \n",
       "28    This is Derek. He's late for a dog meeting. 13...                  NaN   \n",
       "29    This is Roscoe. Another pupper fallen victim t...                  NaN   \n",
       "30    @NonWhiteHat @MayhewMayhem omg hello tanner yo...                  NaN   \n",
       "...                                                 ...                  ...   \n",
       "2326  This is quite the dog. Gets really excited whe...                  NaN   \n",
       "2327  This is a southern Vesuvius bumblegruff. Can d...                  NaN   \n",
       "2328  Oh goodness. A super rare northeast Qdoba kang...                  NaN   \n",
       "2329  Those are sunglasses and a jean jacket. 11/10 ...                  NaN   \n",
       "2330  Unique dog here. Very small. Lives in containe...                  NaN   \n",
       "2331  Here we have a mixed Asiago from the Galápagos...                  NaN   \n",
       "2332  Look at this jokester thinking seat belt laws ...                  NaN   \n",
       "2333  This is an extremely rare horned Parthenon. No...                  NaN   \n",
       "2334  This is a funny dog. Weird toes. Won't come do...                  NaN   \n",
       "2335  This is an Albanian 3 1/2 legged  Episcopalian...                  NaN   \n",
       "2336                            Can take selfies 11/10                   NaN   \n",
       "2337  Very concerned about fellow dog trapped in com...                  NaN   \n",
       "2338  Not familiar with this breed. No tail (weird)....                  NaN   \n",
       "2339  Oh my. Here you are seeing an Adobe Setter giv...                  NaN   \n",
       "2340  Can stand on stump for what seems like a while...                  NaN   \n",
       "2341  This appears to be a Mongolian Presbyterian mi...                  NaN   \n",
       "2342  Here we have a well-established sunblockerspan...                  NaN   \n",
       "2343  Let's hope this flight isn't Malaysian (lol). ...                  NaN   \n",
       "2344  Here we have a northern speckled Rhododendron....                  NaN   \n",
       "2345  This is the happiest dog you will ever see. Ve...                  NaN   \n",
       "2346  Here is the Rand Paul of retrievers folks! He'...                  NaN   \n",
       "2347  My oh my. This is a rare blond Canadian terrie...                  NaN   \n",
       "2348  Here is a Siberian heavily armored polar bear ...                  NaN   \n",
       "2349  This is an odd dog. Hard on the outside but lo...                  NaN   \n",
       "2350  This is a truly beautiful English Wilson Staff...                  NaN   \n",
       "2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "2352  This is a purebred Piers Morgan. Loves to Netf...                  NaN   \n",
       "2353  Here is a very happy pup. Big fan of well-main...                  NaN   \n",
       "2354  This is a western brown Mitsubishi terrier. Up...                  NaN   \n",
       "2355  Here we have a Japanese Irish Setter. Lost eye...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                          NaN                        NaT   \n",
       "1                          NaN                        NaT   \n",
       "2                          NaN                        NaT   \n",
       "3                          NaN                        NaT   \n",
       "4                          NaN                        NaT   \n",
       "5                          NaN                        NaT   \n",
       "6                          NaN                        NaT   \n",
       "7                          NaN                        NaT   \n",
       "8                          NaN                        NaT   \n",
       "9                          NaN                        NaT   \n",
       "10                         NaN                        NaT   \n",
       "11                         NaN                        NaT   \n",
       "12                         NaN                        NaT   \n",
       "13                         NaN                        NaT   \n",
       "14                         NaN                        NaT   \n",
       "15                         NaN                        NaT   \n",
       "16                         NaN                        NaT   \n",
       "17                         NaN                        NaT   \n",
       "18                         NaN                        NaT   \n",
       "20                         NaN                        NaT   \n",
       "21                         NaN                        NaT   \n",
       "22                         NaN                        NaT   \n",
       "23                         NaN                        NaT   \n",
       "24                         NaN                        NaT   \n",
       "25                         NaN                        NaT   \n",
       "26                         NaN                        NaT   \n",
       "27                         NaN                        NaT   \n",
       "28                         NaN                        NaT   \n",
       "29                         NaN                        NaT   \n",
       "30                         NaN                        NaT   \n",
       "...                        ...                        ...   \n",
       "2326                       NaN                        NaT   \n",
       "2327                       NaN                        NaT   \n",
       "2328                       NaN                        NaT   \n",
       "2329                       NaN                        NaT   \n",
       "2330                       NaN                        NaT   \n",
       "2331                       NaN                        NaT   \n",
       "2332                       NaN                        NaT   \n",
       "2333                       NaN                        NaT   \n",
       "2334                       NaN                        NaT   \n",
       "2335                       NaN                        NaT   \n",
       "2336                       NaN                        NaT   \n",
       "2337                       NaN                        NaT   \n",
       "2338                       NaN                        NaT   \n",
       "2339                       NaN                        NaT   \n",
       "2340                       NaN                        NaT   \n",
       "2341                       NaN                        NaT   \n",
       "2342                       NaN                        NaT   \n",
       "2343                       NaN                        NaT   \n",
       "2344                       NaN                        NaT   \n",
       "2345                       NaN                        NaT   \n",
       "2346                       NaN                        NaT   \n",
       "2347                       NaN                        NaT   \n",
       "2348                       NaN                        NaT   \n",
       "2349                       NaN                        NaT   \n",
       "2350                       NaN                        NaT   \n",
       "2351                       NaN                        NaT   \n",
       "2352                       NaN                        NaT   \n",
       "2353                       NaN                        NaT   \n",
       "2354                       NaN                        NaT   \n",
       "2355                       NaN                        NaT   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "0     https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1     https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2     https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3     https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4     https://twitter.com/dog_rates/status/891327558...                12   \n",
       "5     https://twitter.com/dog_rates/status/891087950...                13   \n",
       "6     https://gofundme.com/ydvmve-surgery-for-jax,ht...                13   \n",
       "7     https://twitter.com/dog_rates/status/890729181...                13   \n",
       "8     https://twitter.com/dog_rates/status/890609185...                13   \n",
       "9     https://twitter.com/dog_rates/status/890240255...                14   \n",
       "10    https://twitter.com/dog_rates/status/890006608...                13   \n",
       "11    https://twitter.com/dog_rates/status/889880896...                13   \n",
       "12    https://twitter.com/dog_rates/status/889665388...                13   \n",
       "13    https://twitter.com/dog_rates/status/889638837...                12   \n",
       "14    https://twitter.com/dog_rates/status/889531135...                13   \n",
       "15    https://twitter.com/dog_rates/status/889278841...                13   \n",
       "16    https://twitter.com/dog_rates/status/888917238...                12   \n",
       "17    https://twitter.com/dog_rates/status/888804989...                13   \n",
       "18    https://twitter.com/dog_rates/status/888554962...                13   \n",
       "20    https://twitter.com/dog_rates/status/888078434...                12   \n",
       "21    https://twitter.com/dog_rates/status/887705289...                13   \n",
       "22    https://twitter.com/dog_rates/status/887517139...                14   \n",
       "23    https://twitter.com/dog_rates/status/887473957...                13   \n",
       "24    https://twitter.com/dog_rates/status/887343217...                13   \n",
       "25    https://twitter.com/dog_rates/status/887101392...                12   \n",
       "26    https://twitter.com/dog_rates/status/886983233...                13   \n",
       "27    https://www.gofundme.com/mingusneedsus,https:/...                13   \n",
       "28    https://twitter.com/dog_rates/status/886680336...                13   \n",
       "29    https://twitter.com/dog_rates/status/886366144...                12   \n",
       "30                                                  NaN                12   \n",
       "...                                                 ...               ...   \n",
       "2326  https://twitter.com/dog_rates/status/666411507...                 2   \n",
       "2327  https://twitter.com/dog_rates/status/666407126...                 7   \n",
       "2328  https://twitter.com/dog_rates/status/666396247...                 9   \n",
       "2329  https://twitter.com/dog_rates/status/666373753...                11   \n",
       "2330  https://twitter.com/dog_rates/status/666362758...                 6   \n",
       "2331  https://twitter.com/dog_rates/status/666353288...                 8   \n",
       "2332  https://twitter.com/dog_rates/status/666345417...                10   \n",
       "2333  https://twitter.com/dog_rates/status/666337882...                 9   \n",
       "2334  https://twitter.com/dog_rates/status/666293911...                 3   \n",
       "2335  https://twitter.com/dog_rates/status/666287406...                 9   \n",
       "2336  https://twitter.com/dog_rates/status/666273097...                11   \n",
       "2337  https://twitter.com/dog_rates/status/666268910...                10   \n",
       "2338  https://twitter.com/dog_rates/status/666104133...                 1   \n",
       "2339  https://twitter.com/dog_rates/status/666102155...                11   \n",
       "2340  https://twitter.com/dog_rates/status/666099513...                 8   \n",
       "2341  https://twitter.com/dog_rates/status/666094000...                 9   \n",
       "2342  https://twitter.com/dog_rates/status/666082916...                 6   \n",
       "2343  https://twitter.com/dog_rates/status/666073100...                10   \n",
       "2344  https://twitter.com/dog_rates/status/666071193...                 9   \n",
       "2345  https://twitter.com/dog_rates/status/666063827...                10   \n",
       "2346  https://twitter.com/dog_rates/status/666058600...                 8   \n",
       "2347  https://twitter.com/dog_rates/status/666057090...                 9   \n",
       "2348  https://twitter.com/dog_rates/status/666055525...                10   \n",
       "2349  https://twitter.com/dog_rates/status/666051853...                 2   \n",
       "2350  https://twitter.com/dog_rates/status/666050758...                10   \n",
       "2351  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "2352  https://twitter.com/dog_rates/status/666044226...                 6   \n",
       "2353  https://twitter.com/dog_rates/status/666033412...                 9   \n",
       "2354  https://twitter.com/dog_rates/status/666029285...                 7   \n",
       "2355  https://twitter.com/dog_rates/status/666020888...                 8   \n",
       "\n",
       "      rating_denominator      name   stage  favorite_count  retweet_count  \n",
       "0                     10   Phineas     NaN         39093.0         8691.0  \n",
       "1                     10     Tilly     NaN         33484.0         6381.0  \n",
       "2                     10    Archie     NaN         25238.0         4240.0  \n",
       "3                     10     Darla     NaN         42452.0         8793.0  \n",
       "4                     10  Franklin     NaN         40617.0         9574.0  \n",
       "5                     10       NaN     NaN         20372.0         3177.0  \n",
       "6                     10       Jax     NaN         11941.0         2114.0  \n",
       "7                     10       NaN     NaN         66060.0        19267.0  \n",
       "8                     10      Zoey     NaN         27964.0         4337.0  \n",
       "9                     10    Cassie   doggo         32184.0         7563.0  \n",
       "10                    10      Koda     NaN         30856.0         7472.0  \n",
       "11                    10     Bruno     NaN         27988.0         5059.0  \n",
       "12                    10       NaN   puppo         48350.0        10251.0  \n",
       "13                    10       Ted     NaN         27373.0         4631.0  \n",
       "14                    10    Stuart   puppo         15206.0         2269.0  \n",
       "15                    10    Oliver     NaN         25475.0         5542.0  \n",
       "16                    10       Jim     NaN         29297.0         4591.0  \n",
       "17                    10      Zeke     NaN         25782.0         4445.0  \n",
       "18                    10   Ralphus     NaN         20080.0         3667.0  \n",
       "20                    10    Gerald     NaN         21942.0         3583.0  \n",
       "21                    10   Jeffrey     NaN         30415.0         5496.0  \n",
       "22                    10       NaN     NaN         46552.0        11882.0  \n",
       "23                    10    Canela     NaN         69652.0        18590.0  \n",
       "24                    10       NaN     NaN         33922.0        10590.0  \n",
       "25                    10       NaN   floof         30788.0         6073.0  \n",
       "26                    10      Maya     NaN         35454.0         7920.0  \n",
       "27                    10    Mingus     NaN         12176.0         3363.0  \n",
       "28                    10     Derek     NaN         22596.0         4550.0  \n",
       "29                    10    Roscoe  pupper         21278.0         3247.0  \n",
       "30                    10       NaN     NaN           117.0            4.0  \n",
       "...                  ...       ...     ...             ...            ...  \n",
       "2326                  10       NaN     NaN           453.0          334.0  \n",
       "2327                  10       NaN     NaN           112.0           42.0  \n",
       "2328                  10       NaN     NaN           170.0           87.0  \n",
       "2329                  10       NaN     NaN           192.0           95.0  \n",
       "2330                  10       NaN     NaN           787.0          581.0  \n",
       "2331                  10       NaN     NaN           227.0           74.0  \n",
       "2332                  10       NaN     NaN           303.0          143.0  \n",
       "2333                  10       NaN     NaN           201.0           95.0  \n",
       "2334                  10       NaN     NaN           512.0          363.0  \n",
       "2335                  10       NaN     NaN           151.0           68.0  \n",
       "2336                  10       NaN     NaN           179.0           79.0  \n",
       "2337                  10       NaN     NaN           105.0           36.0  \n",
       "2338                  10       NaN     NaN         14535.0         6738.0  \n",
       "2339                  10       NaN     NaN            80.0           13.0  \n",
       "2340                  10       NaN     NaN           159.0           71.0  \n",
       "2341                  10       NaN     NaN           166.0           76.0  \n",
       "2342                  10       NaN     NaN           120.0           45.0  \n",
       "2343                  10       NaN     NaN           327.0          172.0  \n",
       "2344                  10       NaN     NaN           151.0           64.0  \n",
       "2345                  10       NaN     NaN           485.0          225.0  \n",
       "2346                  10       NaN     NaN           114.0           58.0  \n",
       "2347                  10       NaN     NaN           301.0          143.0  \n",
       "2348                  10       NaN     NaN           443.0          258.0  \n",
       "2349                  10       NaN     NaN          1239.0          864.0  \n",
       "2350                  10       NaN     NaN           133.0           59.0  \n",
       "2351                  10       NaN     NaN           109.0           40.0  \n",
       "2352                  10       NaN     NaN           304.0          142.0  \n",
       "2353                  10       NaN     NaN           126.0           46.0  \n",
       "2354                  10       NaN     NaN           131.0           48.0  \n",
       "2355                  10       NaN     NaN          2527.0          518.0  \n",
       "\n",
       "[2175 rows x 16 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### p1,p2,p3中狗的名字用空格来连接而不是下划线_\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "使用repalce方法，将p1,p2,p3中名字的下划线用空格来替代"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "image_predictions_clean.p1 = image_predictions_clean.p1.str.replace(r'_', ' ')\n",
    "image_predictions_clean.p2 = image_predictions_clean.p2.str.replace(r'_', ' ')\n",
    "image_predictions_clean.p3 = image_predictions_clean.p3.str.replace(r'_', ' ')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            Welsh springer spaniel\n",
       "1                           redbone\n",
       "2                   German shepherd\n",
       "3               Rhodesian ridgeback\n",
       "4                miniature pinscher\n",
       "5              Bernese mountain dog\n",
       "6                        box turtle\n",
       "7                              chow\n",
       "8                     shopping cart\n",
       "9                  miniature poodle\n",
       "10                 golden retriever\n",
       "11                    Gordon setter\n",
       "12                     Walker hound\n",
       "13                              pug\n",
       "14                       bloodhound\n",
       "15                            Lhasa\n",
       "16                   English setter\n",
       "17                              hen\n",
       "18                 desktop computer\n",
       "19                Italian greyhound\n",
       "20                      Maltese dog\n",
       "21                 three-toed sloth\n",
       "22                               ox\n",
       "23                 golden retriever\n",
       "24                         malamute\n",
       "25                       guinea pig\n",
       "26      soft-coated wheaten terrier\n",
       "27                        Chihuahua\n",
       "28          black-and-tan coonhound\n",
       "29                             coho\n",
       "                   ...             \n",
       "2045                 French bulldog\n",
       "2046                    convertible\n",
       "2047                         kuvasz\n",
       "2048                      Chihuahua\n",
       "2049                        Samoyed\n",
       "2050               Mexican hairless\n",
       "2051                       Pembroke\n",
       "2052                      limousine\n",
       "2053                         basset\n",
       "2054                 French bulldog\n",
       "2055                       Pembroke\n",
       "2056                 Siberian husky\n",
       "2057               golden retriever\n",
       "2058               golden retriever\n",
       "2059                        whippet\n",
       "2060               golden retriever\n",
       "2061                 French bulldog\n",
       "2062                       Pembroke\n",
       "2063                 French bulldog\n",
       "2064                        Samoyed\n",
       "2065                       Pembroke\n",
       "2066                  Irish terrier\n",
       "2067                     Pomeranian\n",
       "2068                    Appenzeller\n",
       "2069       Chesapeake Bay retriever\n",
       "2070                         basset\n",
       "2071                    paper towel\n",
       "2072                      Chihuahua\n",
       "2073                      Chihuahua\n",
       "2074                         orange\n",
       "Name: p1, Length: 2075, dtype: object"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.p1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "964                         Samoyed\n",
       "1262    German short-haired pointer\n",
       "1058                 Great Pyrenees\n",
       "649                       Chihuahua\n",
       "1919          flat-coated retriever\n",
       "2004                         Saluki\n",
       "1516               golden retriever\n",
       "913                          kuvasz\n",
       "997                             pug\n",
       "1769               golden retriever\n",
       "812                  Siberian husky\n",
       "292                       Chihuahua\n",
       "1291             Labrador retriever\n",
       "1672                          dingo\n",
       "967                        Pembroke\n",
       "Name: p1, dtype: object"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.p1.sample(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                         collie\n",
       "1             miniature pinscher\n",
       "2                       malinois\n",
       "3                        redbone\n",
       "4                     Rottweiler\n",
       "5               English springer\n",
       "6                     mud turtle\n",
       "7                Tibetan mastiff\n",
       "8                shopping basket\n",
       "9                       komondor\n",
       "10               Tibetan mastiff\n",
       "11             Yorkshire terrier\n",
       "12              English foxhound\n",
       "13                  bull mastiff\n",
       "14               German shepherd\n",
       "15                      Shih-Tzu\n",
       "16                  Newfoundland\n",
       "17                          cock\n",
       "18                          desk\n",
       "19                   toy terrier\n",
       "20                    toy poodle\n",
       "21                         otter\n",
       "22                  Newfoundland\n",
       "23      Chesapeake Bay retriever\n",
       "24                Siberian husky\n",
       "25                         skunk\n",
       "26                  Afghan hound\n",
       "27                   toy terrier\n",
       "28                    bloodhound\n",
       "29                    barracouta\n",
       "                  ...           \n",
       "2045                   Chihuahua\n",
       "2046                  sports car\n",
       "2047              Great Pyrenees\n",
       "2048                 toy terrier\n",
       "2049                  Eskimo dog\n",
       "2050                    sea lion\n",
       "2051         Rhodesian ridgeback\n",
       "2052                   tow truck\n",
       "2053                     redbone\n",
       "2054                         pug\n",
       "2055         Rhodesian ridgeback\n",
       "2056                  Eskimo dog\n",
       "2057          Labrador retriever\n",
       "2058             Tibetan mastiff\n",
       "2059                      borzoi\n",
       "2060          Labrador retriever\n",
       "2061                       boxer\n",
       "2062                    Cardigan\n",
       "2063          Labrador retriever\n",
       "2064                  Pomeranian\n",
       "2065                    Cardigan\n",
       "2066                Irish setter\n",
       "2067                  Eskimo dog\n",
       "2068               Border collie\n",
       "2069               Irish terrier\n",
       "2070            English springer\n",
       "2071          Labrador retriever\n",
       "2072                    malamute\n",
       "2073                    Pekinese\n",
       "2074                       bagel\n",
       "Name: p2, Length: 2075, dtype: object"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.p2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "742                           boxer\n",
       "1806    German short-haired pointer\n",
       "1864                     Pomeranian\n",
       "1387               miniature poodle\n",
       "699                  English setter\n",
       "1780       Chesapeake Bay retriever\n",
       "1553             Labrador retriever\n",
       "1302                       malinois\n",
       "1285                       Cardigan\n",
       "537                         macaque\n",
       "780              Labrador retriever\n",
       "376                         bathtub\n",
       "1044                         kuvasz\n",
       "203                     toilet seat\n",
       "468                  English setter\n",
       "Name: p2, dtype: object"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.p2.sample(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                 Shetland sheepdog\n",
       "1               Rhodesian ridgeback\n",
       "2                        bloodhound\n",
       "3                miniature pinscher\n",
       "4                          Doberman\n",
       "5        Greater Swiss Mountain dog\n",
       "6                          terrapin\n",
       "7                          fur coat\n",
       "8                  golden retriever\n",
       "9       soft-coated wheaten terrier\n",
       "10               Labrador retriever\n",
       "11                         Pekinese\n",
       "12                     Ibizan hound\n",
       "13                   French bulldog\n",
       "14                         malinois\n",
       "15                   Dandie Dinmont\n",
       "16                           borzoi\n",
       "17                        partridge\n",
       "18                         bookcase\n",
       "19                          basenji\n",
       "20                 miniature poodle\n",
       "21                   great grey owl\n",
       "22                      groenendael\n",
       "23               Labrador retriever\n",
       "24                       Eskimo dog\n",
       "25                          hamster\n",
       "26                           briard\n",
       "27                         papillon\n",
       "28            flat-coated retriever\n",
       "29                              gar\n",
       "                   ...             \n",
       "2045                    Boston bull\n",
       "2046                      car wheel\n",
       "2047                 Dandie Dinmont\n",
       "2048                     can opener\n",
       "2049      Staffordshire bullterrier\n",
       "2050                     Weimaraner\n",
       "2051                         beagle\n",
       "2052                  shopping cart\n",
       "2053                     Weimaraner\n",
       "2054                   bull mastiff\n",
       "2055                         beagle\n",
       "2056                       malamute\n",
       "2057                 English setter\n",
       "2058             Labrador retriever\n",
       "2059                         Saluki\n",
       "2060                        redbone\n",
       "2061      Staffordshire bullterrier\n",
       "2062                        basenji\n",
       "2063                         muzzle\n",
       "2064                           chow\n",
       "2065                      Chihuahua\n",
       "2066       Chesapeake Bay retriever\n",
       "2067                       Pembroke\n",
       "2068                      ice lolly\n",
       "2069                Indian elephant\n",
       "2070    German short-haired pointer\n",
       "2071                        spatula\n",
       "2072                         kelpie\n",
       "2073                       papillon\n",
       "2074                         banana\n",
       "Name: p3, Length: 2075, dtype: object"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.p3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1898                    French bulldog\n",
       "441                         toy poodle\n",
       "562     American Staffordshire terrier\n",
       "954                   Mexican hairless\n",
       "221                               chow\n",
       "1461                            muzzle\n",
       "680                         schipperke\n",
       "624     American Staffordshire terrier\n",
       "445                 Labrador retriever\n",
       "572                             kelpie\n",
       "1419                       soccer ball\n",
       "16                              borzoi\n",
       "2042                            kuvasz\n",
       "1623                    Great Pyrenees\n",
       "1294                       Siamese cat\n",
       "Name: p3, dtype: object"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.p3.sample(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### p1,p2,p3中狗名字首字母要大写，保持一致的格式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "使用title方法，将p1,p2,p3中名字的每个字的首字母大写。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "image_predictions_clean.p1 = image_predictions_clean.p1.str.title()\n",
    "image_predictions_clean.p2 = image_predictions_clean.p2.str.title()\n",
    "image_predictions_clean.p3 = image_predictions_clean.p3.str.title()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            Welsh Springer Spaniel\n",
       "1                           Redbone\n",
       "2                   German Shepherd\n",
       "3               Rhodesian Ridgeback\n",
       "4                Miniature Pinscher\n",
       "5              Bernese Mountain Dog\n",
       "6                        Box Turtle\n",
       "7                              Chow\n",
       "8                     Shopping Cart\n",
       "9                  Miniature Poodle\n",
       "10                 Golden Retriever\n",
       "11                    Gordon Setter\n",
       "12                     Walker Hound\n",
       "13                              Pug\n",
       "14                       Bloodhound\n",
       "15                            Lhasa\n",
       "16                   English Setter\n",
       "17                              Hen\n",
       "18                 Desktop Computer\n",
       "19                Italian Greyhound\n",
       "20                      Maltese Dog\n",
       "21                 Three-Toed Sloth\n",
       "22                               Ox\n",
       "23                 Golden Retriever\n",
       "24                         Malamute\n",
       "25                       Guinea Pig\n",
       "26      Soft-Coated Wheaten Terrier\n",
       "27                        Chihuahua\n",
       "28          Black-And-Tan Coonhound\n",
       "29                             Coho\n",
       "                   ...             \n",
       "2045                 French Bulldog\n",
       "2046                    Convertible\n",
       "2047                         Kuvasz\n",
       "2048                      Chihuahua\n",
       "2049                        Samoyed\n",
       "2050               Mexican Hairless\n",
       "2051                       Pembroke\n",
       "2052                      Limousine\n",
       "2053                         Basset\n",
       "2054                 French Bulldog\n",
       "2055                       Pembroke\n",
       "2056                 Siberian Husky\n",
       "2057               Golden Retriever\n",
       "2058               Golden Retriever\n",
       "2059                        Whippet\n",
       "2060               Golden Retriever\n",
       "2061                 French Bulldog\n",
       "2062                       Pembroke\n",
       "2063                 French Bulldog\n",
       "2064                        Samoyed\n",
       "2065                       Pembroke\n",
       "2066                  Irish Terrier\n",
       "2067                     Pomeranian\n",
       "2068                    Appenzeller\n",
       "2069       Chesapeake Bay Retriever\n",
       "2070                         Basset\n",
       "2071                    Paper Towel\n",
       "2072                      Chihuahua\n",
       "2073                      Chihuahua\n",
       "2074                         Orange\n",
       "Name: p1, Length: 2075, dtype: object"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.p1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                         Collie\n",
       "1             Miniature Pinscher\n",
       "2                       Malinois\n",
       "3                        Redbone\n",
       "4                     Rottweiler\n",
       "5               English Springer\n",
       "6                     Mud Turtle\n",
       "7                Tibetan Mastiff\n",
       "8                Shopping Basket\n",
       "9                       Komondor\n",
       "10               Tibetan Mastiff\n",
       "11             Yorkshire Terrier\n",
       "12              English Foxhound\n",
       "13                  Bull Mastiff\n",
       "14               German Shepherd\n",
       "15                      Shih-Tzu\n",
       "16                  Newfoundland\n",
       "17                          Cock\n",
       "18                          Desk\n",
       "19                   Toy Terrier\n",
       "20                    Toy Poodle\n",
       "21                         Otter\n",
       "22                  Newfoundland\n",
       "23      Chesapeake Bay Retriever\n",
       "24                Siberian Husky\n",
       "25                         Skunk\n",
       "26                  Afghan Hound\n",
       "27                   Toy Terrier\n",
       "28                    Bloodhound\n",
       "29                    Barracouta\n",
       "                  ...           \n",
       "2045                   Chihuahua\n",
       "2046                  Sports Car\n",
       "2047              Great Pyrenees\n",
       "2048                 Toy Terrier\n",
       "2049                  Eskimo Dog\n",
       "2050                    Sea Lion\n",
       "2051         Rhodesian Ridgeback\n",
       "2052                   Tow Truck\n",
       "2053                     Redbone\n",
       "2054                         Pug\n",
       "2055         Rhodesian Ridgeback\n",
       "2056                  Eskimo Dog\n",
       "2057          Labrador Retriever\n",
       "2058             Tibetan Mastiff\n",
       "2059                      Borzoi\n",
       "2060          Labrador Retriever\n",
       "2061                       Boxer\n",
       "2062                    Cardigan\n",
       "2063          Labrador Retriever\n",
       "2064                  Pomeranian\n",
       "2065                    Cardigan\n",
       "2066                Irish Setter\n",
       "2067                  Eskimo Dog\n",
       "2068               Border Collie\n",
       "2069               Irish Terrier\n",
       "2070            English Springer\n",
       "2071          Labrador Retriever\n",
       "2072                    Malamute\n",
       "2073                    Pekinese\n",
       "2074                       Bagel\n",
       "Name: p2, Length: 2075, dtype: object"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.p2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                 Shetland Sheepdog\n",
       "1               Rhodesian Ridgeback\n",
       "2                        Bloodhound\n",
       "3                Miniature Pinscher\n",
       "4                          Doberman\n",
       "5        Greater Swiss Mountain Dog\n",
       "6                          Terrapin\n",
       "7                          Fur Coat\n",
       "8                  Golden Retriever\n",
       "9       Soft-Coated Wheaten Terrier\n",
       "10               Labrador Retriever\n",
       "11                         Pekinese\n",
       "12                     Ibizan Hound\n",
       "13                   French Bulldog\n",
       "14                         Malinois\n",
       "15                   Dandie Dinmont\n",
       "16                           Borzoi\n",
       "17                        Partridge\n",
       "18                         Bookcase\n",
       "19                          Basenji\n",
       "20                 Miniature Poodle\n",
       "21                   Great Grey Owl\n",
       "22                      Groenendael\n",
       "23               Labrador Retriever\n",
       "24                       Eskimo Dog\n",
       "25                          Hamster\n",
       "26                           Briard\n",
       "27                         Papillon\n",
       "28            Flat-Coated Retriever\n",
       "29                              Gar\n",
       "                   ...             \n",
       "2045                    Boston Bull\n",
       "2046                      Car Wheel\n",
       "2047                 Dandie Dinmont\n",
       "2048                     Can Opener\n",
       "2049      Staffordshire Bullterrier\n",
       "2050                     Weimaraner\n",
       "2051                         Beagle\n",
       "2052                  Shopping Cart\n",
       "2053                     Weimaraner\n",
       "2054                   Bull Mastiff\n",
       "2055                         Beagle\n",
       "2056                       Malamute\n",
       "2057                 English Setter\n",
       "2058             Labrador Retriever\n",
       "2059                         Saluki\n",
       "2060                        Redbone\n",
       "2061      Staffordshire Bullterrier\n",
       "2062                        Basenji\n",
       "2063                         Muzzle\n",
       "2064                           Chow\n",
       "2065                      Chihuahua\n",
       "2066       Chesapeake Bay Retriever\n",
       "2067                       Pembroke\n",
       "2068                      Ice Lolly\n",
       "2069                Indian Elephant\n",
       "2070    German Short-Haired Pointer\n",
       "2071                        Spatula\n",
       "2072                         Kelpie\n",
       "2073                       Papillon\n",
       "2074                         Banana\n",
       "Name: p3, Length: 2075, dtype: object"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.p3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 再次清洁度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### twitter 表格中rating_numerator和rating_denominator应该合并到一起，用rating表示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "使用rating_numerator/rating_denominator的形式来表示rating,然后再删除rating_numerator和rating_denominator两列"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_clean['rating'] = twitter_clean['rating_numerator'].astype(str) + '/' + twitter_clean['rating_denominator'].astype(str)\n",
    "twitter_clean.drop(['rating_numerator', 'rating_denominator'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39093.0</td>\n",
       "      <td>8691.0</td>\n",
       "      <td>13/10</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33484.0</td>\n",
       "      <td>6381.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25238.0</td>\n",
       "      <td>4240.0</td>\n",
       "      <td>12/10</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42452.0</td>\n",
       "      <td>8793.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40617.0</td>\n",
       "      <td>9574.0</td>\n",
       "      <td>12/10</td>\n",
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       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "             tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0  892420643555336193                    NaN                  NaN   \n",
       "1  892177421306343426                    NaN                  NaN   \n",
       "2  891815181378084864                    NaN                  NaN   \n",
       "3  891689557279858688                    NaN                  NaN   \n",
       "4  891327558926688256                    NaN                  NaN   \n",
       "\n",
       "            timestamp                                             source  \\\n",
       "0 2017-08-01 16:23:56  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1 2017-08-01 00:17:27  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2 2017-07-31 00:18:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3 2017-07-30 15:58:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4 2017-07-29 16:00:24  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  retweeted_status_id  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1  This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3  This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4  This is Franklin. He would like you to stop ca...                  NaN   \n",
       "\n",
       "   retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                       NaN                        NaT   \n",
       "1                       NaN                        NaT   \n",
       "2                       NaN                        NaT   \n",
       "3                       NaN                        NaT   \n",
       "4                       NaN                        NaT   \n",
       "\n",
       "                                       expanded_urls      name stage  \\\n",
       "0  https://twitter.com/dog_rates/status/892420643...   Phineas   NaN   \n",
       "1  https://twitter.com/dog_rates/status/892177421...     Tilly   NaN   \n",
       "2  https://twitter.com/dog_rates/status/891815181...    Archie   NaN   \n",
       "3  https://twitter.com/dog_rates/status/891689557...     Darla   NaN   \n",
       "4  https://twitter.com/dog_rates/status/891327558...  Franklin   NaN   \n",
       "\n",
       "   favorite_count  retweet_count rating  \n",
       "0         39093.0         8691.0  13/10  \n",
       "1         33484.0         6381.0  13/10  \n",
       "2         25238.0         4240.0  12/10  \n",
       "3         42452.0         8793.0  13/10  \n",
       "4         40617.0         9574.0  12/10  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": true
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   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
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       "      <th>2351</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2015-11-16 00:24:50</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>109.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>5/10</td>\n",
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       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:04:52</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Piers Morgan. Loves to Netf...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666044226...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>6/10</td>\n",
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       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:21:54</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a very happy pup. Big fan of well-main...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666033412...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>9/10</td>\n",
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       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:05:30</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a western brown Mitsubishi terrier. Up...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666029285...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>7/10</td>\n",
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       "      <th>2355</th>\n",
       "      <td>666020888022790149</td>\n",
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       "      <td>2015-11-15 22:32:08</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a Japanese Irish Setter. Lost eye...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666020888...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2527.0</td>\n",
       "      <td>518.0</td>\n",
       "      <td>8/10</td>\n",
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       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "2351  666049248165822465                    NaN                  NaN   \n",
       "2352  666044226329800704                    NaN                  NaN   \n",
       "2353  666033412701032449                    NaN                  NaN   \n",
       "2354  666029285002620928                    NaN                  NaN   \n",
       "2355  666020888022790149                    NaN                  NaN   \n",
       "\n",
       "               timestamp                                             source  \\\n",
       "2351 2015-11-16 00:24:50  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2352 2015-11-16 00:04:52  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2353 2015-11-15 23:21:54  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2354 2015-11-15 23:05:30  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2355 2015-11-15 22:32:08  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "2352  This is a purebred Piers Morgan. Loves to Netf...                  NaN   \n",
       "2353  Here is a very happy pup. Big fan of well-main...                  NaN   \n",
       "2354  This is a western brown Mitsubishi terrier. Up...                  NaN   \n",
       "2355  Here we have a Japanese Irish Setter. Lost eye...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "2351                       NaN                        NaT   \n",
       "2352                       NaN                        NaT   \n",
       "2353                       NaN                        NaT   \n",
       "2354                       NaN                        NaT   \n",
       "2355                       NaN                        NaT   \n",
       "\n",
       "                                          expanded_urls name stage  \\\n",
       "2351  https://twitter.com/dog_rates/status/666049248...  NaN   NaN   \n",
       "2352  https://twitter.com/dog_rates/status/666044226...  NaN   NaN   \n",
       "2353  https://twitter.com/dog_rates/status/666033412...  NaN   NaN   \n",
       "2354  https://twitter.com/dog_rates/status/666029285...  NaN   NaN   \n",
       "2355  https://twitter.com/dog_rates/status/666020888...  NaN   NaN   \n",
       "\n",
       "      favorite_count  retweet_count rating  \n",
       "2351           109.0           40.0   5/10  \n",
       "2352           304.0          142.0   6/10  \n",
       "2353           126.0           46.0   9/10  \n",
       "2354           131.0           48.0   7/10  \n",
       "2355          2527.0          518.0   8/10  "
      ]
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     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "twitter_clean.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "scrolled": true
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    {
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       "      <td>724004602748780546</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Luther. He saw a ghost. Spooked af. 11...</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/724004602...</td>\n",
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       "      <td>4491.0</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/690248561...</td>\n",
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       "      <th>884</th>\n",
       "      <td>760190180481531904</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2016-08-01 19:07:17</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Sadie. She's addicted to balloons. It's t...</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/760190180...</td>\n",
       "      <td>Sadie</td>\n",
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       "      <td>2031.0</td>\n",
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       "      <th>1273</th>\n",
       "      <td>709207347839836162</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-14 02:39:42</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Penny. She's trying on her prom dress....</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/709207347...</td>\n",
       "      <td>Penny</td>\n",
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       "      <td>13567.0</td>\n",
       "      <td>6446.0</td>\n",
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       "      <td>674269164442398721</td>\n",
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       "      <td>2015-12-08 16:47:50</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/674269164...</td>\n",
       "      <td>Bob</td>\n",
       "      <td>NaN</td>\n",
       "      <td>943.0</td>\n",
       "      <td>250.0</td>\n",
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       "      <td>672068090318987265</td>\n",
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       "      <td>2015-12-02 15:01:33</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/672068090...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1362.0</td>\n",
       "      <td>553.0</td>\n",
       "      <td>7/10</td>\n",
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       "      <td>709198395643068416</td>\n",
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       "      <td>2016-03-14 02:04:08</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>From left to right:\\nCletus, Jerome, Alejandro...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/709198395...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>707.0</td>\n",
       "      <td>9/10</td>\n",
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       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>715928423106027520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-01 15:46:52</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bubbles. He's a Yorkshire Piccolope. 1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/715928423...</td>\n",
       "      <td>Bubbles</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3435.0</td>\n",
       "      <td>973.0</td>\n",
       "      <td>11/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>748337862848962560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-30 02:10:24</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine -...</td>\n",
       "      <td>SWIM AWAY PUPPER SWIM AWAY 13/10 #BarkWeek</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://vine.co/v/h5aDaFthX6O</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>8329.0</td>\n",
       "      <td>4613.0</td>\n",
       "      <td>13/10</td>\n",
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       "      <th>626</th>\n",
       "      <td>795076730285391872</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-06 01:33:58</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bailey. She loves going down slides bu...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/795076730...</td>\n",
       "      <td>Bailey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17902.0</td>\n",
       "      <td>6188.0</td>\n",
       "      <td>11/10</td>\n",
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       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>762464539388485633</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-08 01:44:46</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Buddy. His father was a bear and his m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/762464539...</td>\n",
       "      <td>Buddy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11336.0</td>\n",
       "      <td>4751.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2275</th>\n",
       "      <td>667453023279554560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-19 21:22:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>Meet Cupcake. I would do unspeakable things fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667453023...</td>\n",
       "      <td>Cupcake</td>\n",
       "      <td>NaN</td>\n",
       "      <td>322.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>11/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1929</th>\n",
       "      <td>674042553264685056</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-08 01:47:22</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Yea I can't handle the cuteness anymore. Curls...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674042553...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>757.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>778286810187399168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-20 17:36:50</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Stanley. He has too much skin. Isn't h...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/778286810...</td>\n",
       "      <td>Stanley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11399.0</td>\n",
       "      <td>3758.0</td>\n",
       "      <td>11/10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "1160  724004602748780546                    NaN                  NaN   \n",
       "1529  690248561355657216                    NaN                  NaN   \n",
       "593   798925684722855936                    NaN                  NaN   \n",
       "884   760190180481531904                    NaN                  NaN   \n",
       "1273  709207347839836162                    NaN                  NaN   \n",
       "1919  674269164442398721                    NaN                  NaN   \n",
       "2022  672068090318987265                    NaN                  NaN   \n",
       "1274  709198395643068416                    NaN                  NaN   \n",
       "1205  715928423106027520                    NaN                  NaN   \n",
       "996   748337862848962560                    NaN                  NaN   \n",
       "626   795076730285391872                    NaN                  NaN   \n",
       "864   762464539388485633                    NaN                  NaN   \n",
       "2275  667453023279554560                    NaN                  NaN   \n",
       "1929  674042553264685056                    NaN                  NaN   \n",
       "761   778286810187399168                    NaN                  NaN   \n",
       "\n",
       "               timestamp                                             source  \\\n",
       "1160 2016-04-23 22:38:43  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1529 2016-01-21 19:04:15  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "593  2016-11-16 16:28:21  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "884  2016-08-01 19:07:17  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1273 2016-03-14 02:39:42  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1919 2015-12-08 16:47:50  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2022 2015-12-02 15:01:33  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1274 2016-03-14 02:04:08  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1205 2016-04-01 15:46:52  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "996  2016-06-30 02:10:24  <a href=\"http://vine.co\" rel=\"nofollow\">Vine -...   \n",
       "626  2016-11-06 01:33:58  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "864  2016-08-08 01:44:46  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2275 2015-11-19 21:22:56  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "1929 2015-12-08 01:47:22  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "761  2016-09-20 17:36:50  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "1160  This is Luther. He saw a ghost. Spooked af. 11...                  NaN   \n",
       "1529  This is Maxwell. That's his moped. He rents it...                  NaN   \n",
       "593   This is Shadow. He's a firm believer that they...                  NaN   \n",
       "884   Meet Sadie. She's addicted to balloons. It's t...                  NaN   \n",
       "1273  This is Penny. She's trying on her prom dress....                  NaN   \n",
       "1919  This is Bob. He's a Juniper Fitzsimmons. His b...                  NaN   \n",
       "2022  Say hello to Gizmo. He's upset because he's no...                  NaN   \n",
       "1274  From left to right:\\nCletus, Jerome, Alejandro...                  NaN   \n",
       "1205  This is Bubbles. He's a Yorkshire Piccolope. 1...                  NaN   \n",
       "996        SWIM AWAY PUPPER SWIM AWAY 13/10 #BarkWeek                    NaN   \n",
       "626   This is Bailey. She loves going down slides bu...                  NaN   \n",
       "864   This is Buddy. His father was a bear and his m...                  NaN   \n",
       "2275  Meet Cupcake. I would do unspeakable things fo...                  NaN   \n",
       "1929  Yea I can't handle the cuteness anymore. Curls...                  NaN   \n",
       "761   This is Stanley. He has too much skin. Isn't h...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "1160                       NaN                        NaT   \n",
       "1529                       NaN                        NaT   \n",
       "593                        NaN                        NaT   \n",
       "884                        NaN                        NaT   \n",
       "1273                       NaN                        NaT   \n",
       "1919                       NaN                        NaT   \n",
       "2022                       NaN                        NaT   \n",
       "1274                       NaN                        NaT   \n",
       "1205                       NaN                        NaT   \n",
       "996                        NaN                        NaT   \n",
       "626                        NaN                        NaT   \n",
       "864                        NaN                        NaT   \n",
       "2275                       NaN                        NaT   \n",
       "1929                       NaN                        NaT   \n",
       "761                        NaN                        NaT   \n",
       "\n",
       "                                          expanded_urls     name   stage  \\\n",
       "1160  https://twitter.com/dog_rates/status/724004602...   Luther  pupper   \n",
       "1529  https://twitter.com/dog_rates/status/690248561...  Maxwell     NaN   \n",
       "593   https://twitter.com/dog_rates/status/798925684...   Shadow     NaN   \n",
       "884   https://twitter.com/dog_rates/status/760190180...    Sadie     NaN   \n",
       "1273  https://twitter.com/dog_rates/status/709207347...    Penny     NaN   \n",
       "1919  https://twitter.com/dog_rates/status/674269164...      Bob     NaN   \n",
       "2022  https://twitter.com/dog_rates/status/672068090...      NaN     NaN   \n",
       "1274  https://twitter.com/dog_rates/status/709198395...      NaN     NaN   \n",
       "1205  https://twitter.com/dog_rates/status/715928423...  Bubbles     NaN   \n",
       "996                       https://vine.co/v/h5aDaFthX6O      NaN     NaN   \n",
       "626   https://twitter.com/dog_rates/status/795076730...   Bailey     NaN   \n",
       "864   https://twitter.com/dog_rates/status/762464539...    Buddy     NaN   \n",
       "2275  https://twitter.com/dog_rates/status/667453023...  Cupcake     NaN   \n",
       "1929  https://twitter.com/dog_rates/status/674042553...      NaN     NaN   \n",
       "761   https://twitter.com/dog_rates/status/778286810...  Stanley     NaN   \n",
       "\n",
       "      favorite_count  retweet_count rating  \n",
       "1160          4491.0         1755.0  11/10  \n",
       "1529          1818.0          461.0  11/10  \n",
       "593           8178.0         1638.0  11/10  \n",
       "884           6237.0         2031.0  10/10  \n",
       "1273         13567.0         6446.0  11/10  \n",
       "1919           943.0          250.0   8/10  \n",
       "2022          1362.0          553.0   7/10  \n",
       "1274          2597.0          707.0   9/10  \n",
       "1205          3435.0          973.0  11/10  \n",
       "996           8329.0         4613.0  13/10  \n",
       "626          17902.0         6188.0  11/10  \n",
       "864          11336.0         4751.0  12/10  \n",
       "2275           322.0           95.0  11/10  \n",
       "1929           757.0          140.0  12/10  \n",
       "761          11399.0         3758.0  11/10  "
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.sample(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### image_predictions 表也应该合并到 twitter 表格中，并且 twitter 表格去掉没有image_predictions的部分"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 定义\n",
    "使用merge方法将 `image_predictions` 表格合并到 `twitter` 表格中去"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_clean = pd.merge(image_predictions_clean, twitter_clean, left_index=True,right_index=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id_x</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
       "      <th>p2</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p2_dog</th>\n",
       "      <th>p3</th>\n",
       "      <th>...</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Welsh Springer Spaniel</td>\n",
       "      <td>0.465074</td>\n",
       "      <td>True</td>\n",
       "      <td>Collie</td>\n",
       "      <td>0.156665</td>\n",
       "      <td>True</td>\n",
       "      <td>Shetland Sheepdog</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39093.0</td>\n",
       "      <td>8691.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Redbone</td>\n",
       "      <td>0.506826</td>\n",
       "      <td>True</td>\n",
       "      <td>Miniature Pinscher</td>\n",
       "      <td>0.074192</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian Ridgeback</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33484.0</td>\n",
       "      <td>6381.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>German Shepherd</td>\n",
       "      <td>0.596461</td>\n",
       "      <td>True</td>\n",
       "      <td>Malinois</td>\n",
       "      <td>0.138584</td>\n",
       "      <td>True</td>\n",
       "      <td>Bloodhound</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25238.0</td>\n",
       "      <td>4240.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Rhodesian Ridgeback</td>\n",
       "      <td>0.408143</td>\n",
       "      <td>True</td>\n",
       "      <td>Redbone</td>\n",
       "      <td>0.360687</td>\n",
       "      <td>True</td>\n",
       "      <td>Miniature Pinscher</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42452.0</td>\n",
       "      <td>8793.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Miniature Pinscher</td>\n",
       "      <td>0.560311</td>\n",
       "      <td>True</td>\n",
       "      <td>Rottweiler</td>\n",
       "      <td>0.243682</td>\n",
       "      <td>True</td>\n",
       "      <td>Doberman</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40617.0</td>\n",
       "      <td>9574.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tweet_id_x                                          jpg_url  \\\n",
       "0  666020888022790149  https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg   \n",
       "1  666029285002620928  https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg   \n",
       "2  666033412701032449  https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg   \n",
       "3  666044226329800704  https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg   \n",
       "4  666049248165822465  https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg   \n",
       "\n",
       "   img_num                      p1   p1_conf  p1_dog                  p2  \\\n",
       "0        1  Welsh Springer Spaniel  0.465074    True              Collie   \n",
       "1        1                 Redbone  0.506826    True  Miniature Pinscher   \n",
       "2        1         German Shepherd  0.596461    True            Malinois   \n",
       "3        1     Rhodesian Ridgeback  0.408143    True             Redbone   \n",
       "4        1      Miniature Pinscher  0.560311    True          Rottweiler   \n",
       "\n",
       "    p2_conf  p2_dog                   p3   ...    \\\n",
       "0  0.156665    True    Shetland Sheepdog   ...     \n",
       "1  0.074192    True  Rhodesian Ridgeback   ...     \n",
       "2  0.138584    True           Bloodhound   ...     \n",
       "3  0.360687    True   Miniature Pinscher   ...     \n",
       "4  0.243682    True             Doberman   ...     \n",
       "\n",
       "                                                text  retweeted_status_id  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1  This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3  This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4  This is Franklin. He would like you to stop ca...                  NaN   \n",
       "\n",
       "  retweeted_status_user_id  retweeted_status_timestamp  \\\n",
       "0                      NaN                         NaT   \n",
       "1                      NaN                         NaT   \n",
       "2                      NaN                         NaT   \n",
       "3                      NaN                         NaT   \n",
       "4                      NaN                         NaT   \n",
       "\n",
       "                                       expanded_urls      name stage  \\\n",
       "0  https://twitter.com/dog_rates/status/892420643...   Phineas   NaN   \n",
       "1  https://twitter.com/dog_rates/status/892177421...     Tilly   NaN   \n",
       "2  https://twitter.com/dog_rates/status/891815181...    Archie   NaN   \n",
       "3  https://twitter.com/dog_rates/status/891689557...     Darla   NaN   \n",
       "4  https://twitter.com/dog_rates/status/891327558...  Franklin   NaN   \n",
       "\n",
       "  favorite_count  retweet_count  rating  \n",
       "0        39093.0         8691.0   13/10  \n",
       "1        33484.0         6381.0   13/10  \n",
       "2        25238.0         4240.0   12/10  \n",
       "3        42452.0         8793.0   13/10  \n",
       "4        40617.0         9574.0   12/10  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
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   "outputs": [
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       "      <th></th>\n",
       "      <th>tweet_id_x</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
       "      <th>p2</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p2_dog</th>\n",
       "      <th>p3</th>\n",
       "      <th>...</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
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       "      <th>expanded_urls</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>rating</th>\n",
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       "      <th>2070</th>\n",
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       "      <td>https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg</td>\n",
       "      <td>2</td>\n",
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       "      <td>English Springer</td>\n",
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       "      <td>True</td>\n",
       "      <td>German Short-Haired Pointer</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/671122204...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>2714.0</td>\n",
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       "    <tr>\n",
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       "      <td>https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/671115716...</td>\n",
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       "      <td>1410.0</td>\n",
       "      <td>826.0</td>\n",
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       "      <th>2072</th>\n",
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       "      <td>https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.716012</td>\n",
       "      <td>True</td>\n",
       "      <td>Malamute</td>\n",
       "      <td>0.078253</td>\n",
       "      <td>True</td>\n",
       "      <td>Kelpie</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Toby. He asked for chocolate cake for ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671109016...</td>\n",
       "      <td>Toby</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>472.0</td>\n",
       "      <td>8/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.323581</td>\n",
       "      <td>True</td>\n",
       "      <td>Pekinese</td>\n",
       "      <td>0.090647</td>\n",
       "      <td>True</td>\n",
       "      <td>Papillon</td>\n",
       "      <td>...</td>\n",
       "      <td>Yea I can't handle this job anymore your dogs ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670995969...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>12/10</td>\n",
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       "    <tr>\n",
       "      <th>2074</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Orange</td>\n",
       "      <td>0.097049</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>Banana</td>\n",
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       "      <td>After so many requests... here you go.\\n\\nGood...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>25722.0</td>\n",
       "      <td>9415.0</td>\n",
       "      <td>420/10</td>\n",
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       "  </tbody>\n",
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       "<p>5 rows × 27 columns</p>\n",
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       "              tweet_id_x                                          jpg_url  \\\n",
       "2070  891327558926688256  https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg   \n",
       "2071  891689557279858688  https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg   \n",
       "2072  891815181378084864  https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg   \n",
       "2073  892177421306343426  https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg   \n",
       "2074  892420643555336193  https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg   \n",
       "\n",
       "      img_num           p1   p1_conf  p1_dog                  p2   p2_conf  \\\n",
       "2070        2       Basset  0.555712    True    English Springer  0.225770   \n",
       "2071        1  Paper Towel  0.170278   False  Labrador Retriever  0.168086   \n",
       "2072        1    Chihuahua  0.716012    True            Malamute  0.078253   \n",
       "2073        1    Chihuahua  0.323581    True            Pekinese  0.090647   \n",
       "2074        1       Orange  0.097049   False               Bagel  0.085851   \n",
       "\n",
       "      p2_dog                           p3   ...    \\\n",
       "2070    True  German Short-Haired Pointer   ...     \n",
       "2071    True                      Spatula   ...     \n",
       "2072    True                       Kelpie   ...     \n",
       "2073    True                     Papillon   ...     \n",
       "2074   False                       Banana   ...     \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2070  Two miniature golden retrievers here. Webbed p...                  NaN   \n",
       "2071  Meet Phred. He isn't steering, looking at the ...                  NaN   \n",
       "2072  This is Toby. He asked for chocolate cake for ...                  NaN   \n",
       "2073  Yea I can't handle this job anymore your dogs ...                  NaN   \n",
       "2074  After so many requests... here you go.\\n\\nGood...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id  retweeted_status_timestamp  \\\n",
       "2070                      NaN                         NaT   \n",
       "2071                      NaN                         NaT   \n",
       "2072                      NaN                         NaT   \n",
       "2073                      NaN                         NaT   \n",
       "2074                      NaN                         NaT   \n",
       "\n",
       "                                          expanded_urls   name stage  \\\n",
       "2070  https://twitter.com/dog_rates/status/671122204...    NaN   NaN   \n",
       "2071  https://twitter.com/dog_rates/status/671115716...  Phred   NaN   \n",
       "2072  https://twitter.com/dog_rates/status/671109016...   Toby   NaN   \n",
       "2073  https://twitter.com/dog_rates/status/670995969...    NaN   NaN   \n",
       "2074  https://twitter.com/dog_rates/status/670842764...    NaN   NaN   \n",
       "\n",
       "     favorite_count  retweet_count  rating  \n",
       "2070         3661.0         2714.0    4/10  \n",
       "2071         1410.0          826.0    6/10  \n",
       "2072         1200.0          472.0    8/10  \n",
       "2073         1155.0          312.0   12/10  \n",
       "2074        25722.0         9415.0  420/10  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
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   },
   "outputs": [
    {
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       "      <th>1724</th>\n",
       "      <td>819952236453363712</td>\n",
       "      <td>https://pbs.twimg.com/media/C2EONHNWQAUWxkP.jpg</td>\n",
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       "      <td>American Staffordshire Terrier</td>\n",
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       "      <td>9864.0</td>\n",
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       "      <th>532</th>\n",
       "      <td>676864501615042560</td>\n",
       "      <td>https://pbs.twimg.com/media/CWS0q8iU8AE2Srr.jpg</td>\n",
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       "      <td>Water Buffalo</td>\n",
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       "      <td>Weimaraner</td>\n",
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       "      <td>4019.0</td>\n",
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       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>668986018524233728</td>\n",
       "      <td>https://pbs.twimg.com/media/CUi3PIrWoAAPvPT.jpg</td>\n",
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       "      <td>Doormat</td>\n",
       "      <td>0.976103</td>\n",
       "      <td>False</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.005640</td>\n",
       "      <td>True</td>\n",
       "      <td>Norfolk Terrier</td>\n",
       "      <td>...</td>\n",
       "      <td>Meet Trooper. He picks pup recyclables that ha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/859851578...</td>\n",
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       "      <td>15909.0</td>\n",
       "      <td>3714.0</td>\n",
       "      <td>13/10</td>\n",
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       "    <tr>\n",
       "      <th>1925</th>\n",
       "      <td>857393404942143489</td>\n",
       "      <td>https://pbs.twimg.com/media/C-YSwA_XgAEOr25.jpg</td>\n",
       "      <td>3</td>\n",
       "      <td>Malamute</td>\n",
       "      <td>0.841597</td>\n",
       "      <td>True</td>\n",
       "      <td>Siberian Husky</td>\n",
       "      <td>0.073644</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo Dog</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Earl. Earl is lost. Someone help Earl....</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/674063288...</td>\n",
       "      <td>Earl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6707.0</td>\n",
       "      <td>2408.0</td>\n",
       "      <td>5/10</td>\n",
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       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>752519690950500352</td>\n",
       "      <td>https://pbs.twimg.com/media/CnF8qVDWYAAh0g1.jpg</td>\n",
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       "      <td>False</td>\n",
       "      <td>Labrador Retriever</td>\n",
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       "      <td>https://vine.co/v/hUvHKYrdb1d</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>2733.0</td>\n",
       "      <td>12/10</td>\n",
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       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>745057283344719872</td>\n",
       "      <td>https://pbs.twimg.com/media/Clb5pLJWMAE-QS1.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Shetland Sheepdog</td>\n",
       "      <td>0.963985</td>\n",
       "      <td>True</td>\n",
       "      <td>Collie</td>\n",
       "      <td>0.026206</td>\n",
       "      <td>True</td>\n",
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       "      <td>This is Kanu. He's a Freckled Ticonderoga. Sim...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/713919462...</td>\n",
       "      <td>Kanu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3504.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>676098748976615425</td>\n",
       "      <td>https://pbs.twimg.com/media/CWH8L72UkAAvjql.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Walking Stick</td>\n",
       "      <td>0.162179</td>\n",
       "      <td>False</td>\n",
       "      <td>Sandal</td>\n",
       "      <td>0.129086</td>\n",
       "      <td>False</td>\n",
       "      <td>Purse</td>\n",
       "      <td>...</td>\n",
       "      <td>I'm happy to inform you all that Jake is in ex...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=18...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6696.0</td>\n",
       "      <td>1396.0</td>\n",
       "      <td>13/10</td>\n",
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       "    <tr>\n",
       "      <th>1572</th>\n",
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       "      <td>Harvester</td>\n",
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       "      <td>...</td>\n",
       "      <td>Meet Opal. He's a Belgian Dijon Poofster. Upse...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>https://twitter.com/dog_rates/status/687664829...</td>\n",
       "      <td>Opal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2094.0</td>\n",
       "      <td>570.0</td>\n",
       "      <td>11/10</td>\n",
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       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>709566166965075968</td>\n",
       "      <td>https://pbs.twimg.com/media/Cdjiqi6XIAIUOg-.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chow</td>\n",
       "      <td>0.999837</td>\n",
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       "      <td>Tibetan Mastiff</td>\n",
       "      <td>0.000117</td>\n",
       "      <td>True</td>\n",
       "      <td>Australian Terrier</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Clark. He's deadly af. Clearly part sh...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/747204161...</td>\n",
       "      <td>Clark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3670.0</td>\n",
       "      <td>1021.0</td>\n",
       "      <td>10/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>777641927919427584</td>\n",
       "      <td>https://pbs.twimg.com/media/CmoPdmHW8AAi8BI.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Golden Retriever</td>\n",
       "      <td>0.964929</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador Retriever</td>\n",
       "      <td>0.011584</td>\n",
       "      <td>True</td>\n",
       "      <td>Refrigerator</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Colin. He really likes green beans. It...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/695314793...</td>\n",
       "      <td>Colin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3936.0</td>\n",
       "      <td>1643.0</td>\n",
       "      <td>10/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>669214165781868544</td>\n",
       "      <td>https://pbs.twimg.com/media/CUmGu7-UcAA0r3O.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Minivan</td>\n",
       "      <td>0.435396</td>\n",
       "      <td>False</td>\n",
       "      <td>Police Van</td>\n",
       "      <td>0.310143</td>\n",
       "      <td>False</td>\n",
       "      <td>Minibus</td>\n",
       "      <td>...</td>\n",
       "      <td>Instead of the usual nightly dog rate, I'm sha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://www.gofundme.com/meeko-needs-heart-sur...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6143.0</td>\n",
       "      <td>1744.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2035</th>\n",
       "      <td>884162670584377345</td>\n",
       "      <td>https://pbs.twimg.com/media/DEUtQbzW0AUTv_o.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>German Shepherd</td>\n",
       "      <td>0.707046</td>\n",
       "      <td>True</td>\n",
       "      <td>Malinois</td>\n",
       "      <td>0.199396</td>\n",
       "      <td>True</td>\n",
       "      <td>Norwegian Elkhound</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Oscar. He's ready for Christmas. 11/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671735591...</td>\n",
       "      <td>Oscar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1511.0</td>\n",
       "      <td>803.0</td>\n",
       "      <td>11/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>676613908052996102</td>\n",
       "      <td>https://pbs.twimg.com/media/CWPQwmJWUAAu_At.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Book Jacket</td>\n",
       "      <td>0.493790</td>\n",
       "      <td>False</td>\n",
       "      <td>Doberman</td>\n",
       "      <td>0.096423</td>\n",
       "      <td>True</td>\n",
       "      <td>Miniature Pinscher</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Ito. He'll be your uber driver tonight...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/808838249...</td>\n",
       "      <td>Ito</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11108.0</td>\n",
       "      <td>3457.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1805</th>\n",
       "      <td>832273440279240704</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/83227...</td>\n",
       "      <td>1</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.134081</td>\n",
       "      <td>True</td>\n",
       "      <td>Ice Bear</td>\n",
       "      <td>0.051928</td>\n",
       "      <td>False</td>\n",
       "      <td>Pug</td>\n",
       "      <td>...</td>\n",
       "      <td>Who leaves the last cupcake just sitting there...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/676942428...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2217.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>9/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>813812741911748608</td>\n",
       "      <td>https://pbs.twimg.com/media/C0s-XtzWgAAp1W-.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>French Bulldog</td>\n",
       "      <td>0.709146</td>\n",
       "      <td>True</td>\n",
       "      <td>Boston Bull</td>\n",
       "      <td>0.247621</td>\n",
       "      <td>True</td>\n",
       "      <td>Boxer</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Jimothy. He's a Trinidad Poliwhirl. Fa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/681981167...</td>\n",
       "      <td>Jimothy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2989.0</td>\n",
       "      <td>1143.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              tweet_id_x                                            jpg_url  \\\n",
       "1724  819952236453363712    https://pbs.twimg.com/media/C2EONHNWQAUWxkP.jpg   \n",
       "532   676864501615042560    https://pbs.twimg.com/media/CWS0q8iU8AE2Srr.jpg   \n",
       "167   668986018524233728    https://pbs.twimg.com/media/CUi3PIrWoAAPvPT.jpg   \n",
       "1925  857393404942143489    https://pbs.twimg.com/media/C-YSwA_XgAEOr25.jpg   \n",
       "1299  752519690950500352    https://pbs.twimg.com/media/CnF8qVDWYAAh0g1.jpg   \n",
       "1226  745057283344719872    https://pbs.twimg.com/media/Clb5pLJWMAE-QS1.jpg   \n",
       "508   676098748976615425    https://pbs.twimg.com/media/CWH8L72UkAAvjql.jpg   \n",
       "1572  795076730285391872    https://pbs.twimg.com/media/CwiuEJmW8AAZnit.jpg   \n",
       "1014  709566166965075968    https://pbs.twimg.com/media/Cdjiqi6XIAIUOg-.jpg   \n",
       "1456  777641927919427584    https://pbs.twimg.com/media/CmoPdmHW8AAi8BI.jpg   \n",
       "177   669214165781868544    https://pbs.twimg.com/media/CUmGu7-UcAA0r3O.jpg   \n",
       "2035  884162670584377345    https://pbs.twimg.com/media/DEUtQbzW0AUTv_o.jpg   \n",
       "526   676613908052996102    https://pbs.twimg.com/media/CWPQwmJWUAAu_At.jpg   \n",
       "1805  832273440279240704  https://pbs.twimg.com/ext_tw_video_thumb/83227...   \n",
       "1681  813812741911748608    https://pbs.twimg.com/media/C0s-XtzWgAAp1W-.jpg   \n",
       "\n",
       "      img_num                              p1   p1_conf  p1_dog  \\\n",
       "1724        1  American Staffordshire Terrier  0.925505    True   \n",
       "532         1        Chesapeake Bay Retriever  0.371146    True   \n",
       "167         1                         Doormat  0.976103   False   \n",
       "1925        3                        Malamute  0.841597    True   \n",
       "1299        3                           Swing  0.999984   False   \n",
       "1226        2               Shetland Sheepdog  0.963985    True   \n",
       "508         1                   Walking Stick  0.162179   False   \n",
       "1572        2                        Gas Pump  0.676439   False   \n",
       "1014        1                            Chow  0.999837    True   \n",
       "1456        1                Golden Retriever  0.964929    True   \n",
       "177         1                         Minivan  0.435396   False   \n",
       "2035        1                 German Shepherd  0.707046    True   \n",
       "526         1                     Book Jacket  0.493790   False   \n",
       "1805        1                        Pembroke  0.134081    True   \n",
       "1681        1                  French Bulldog  0.709146    True   \n",
       "\n",
       "                             p2   p2_conf  p2_dog                  p3   ...    \\\n",
       "1724  Staffordshire Bullterrier  0.036221    True   Italian Greyhound   ...     \n",
       "532               Water Buffalo  0.099596   False          Weimaraner   ...     \n",
       "167                   Chihuahua  0.005640    True     Norfolk Terrier   ...     \n",
       "1925             Siberian Husky  0.073644    True          Eskimo Dog   ...     \n",
       "1299         Labrador Retriever  0.000010    True          Eskimo Dog   ...     \n",
       "1226                     Collie  0.026206    True       Border Collie   ...     \n",
       "508                      Sandal  0.129086   False               Purse   ...     \n",
       "1572                  Harvester  0.049995   False               Swing   ...     \n",
       "1014            Tibetan Mastiff  0.000117    True  Australian Terrier   ...     \n",
       "1456         Labrador Retriever  0.011584    True        Refrigerator   ...     \n",
       "177                  Police Van  0.310143   False             Minibus   ...     \n",
       "2035                   Malinois  0.199396    True  Norwegian Elkhound   ...     \n",
       "526                    Doberman  0.096423    True  Miniature Pinscher   ...     \n",
       "1805                   Ice Bear  0.051928   False                 Pug   ...     \n",
       "1681                Boston Bull  0.247621    True               Boxer   ...     \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "1724  This is by far the most coordinated series of ...                  NaN   \n",
       "532   This is Cooper. He likes to stick his tongue o...                  NaN   \n",
       "167   Meet Trooper. He picks pup recyclables that ha...                  NaN   \n",
       "1925  This is Earl. Earl is lost. Someone help Earl....                  NaN   \n",
       "1299  He's doing his best. 12/10 very impressive tha...                  NaN   \n",
       "1226  This is Kanu. He's a Freckled Ticonderoga. Sim...                  NaN   \n",
       "508   I'm happy to inform you all that Jake is in ex...                  NaN   \n",
       "1572  Meet Opal. He's a Belgian Dijon Poofster. Upse...                  NaN   \n",
       "1014  This is Clark. He's deadly af. Clearly part sh...                  NaN   \n",
       "1456  This is Colin. He really likes green beans. It...                  NaN   \n",
       "177   Instead of the usual nightly dog rate, I'm sha...                  NaN   \n",
       "2035    This is Oscar. He's ready for Christmas. 11/10                   NaN   \n",
       "526   This is Ito. He'll be your uber driver tonight...                  NaN   \n",
       "1805  Who leaves the last cupcake just sitting there...                  NaN   \n",
       "1681  This is Jimothy. He's a Trinidad Poliwhirl. Fa...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id  retweeted_status_timestamp  \\\n",
       "1724                      NaN                         NaT   \n",
       "532                       NaN                         NaT   \n",
       "167                       NaN                         NaT   \n",
       "1925                      NaN                         NaT   \n",
       "1299                      NaN                         NaT   \n",
       "1226                      NaN                         NaT   \n",
       "508                       NaN                         NaT   \n",
       "1572                      NaN                         NaT   \n",
       "1014                      NaN                         NaT   \n",
       "1456                      NaN                         NaT   \n",
       "177                       NaN                         NaT   \n",
       "2035                      NaN                         NaT   \n",
       "526                       NaN                         NaT   \n",
       "1805                      NaN                         NaT   \n",
       "1681                      NaN                         NaT   \n",
       "\n",
       "                                          expanded_urls     name stage  \\\n",
       "1724  https://twitter.com/dog_rates/status/680085611...      NaN   NaN   \n",
       "532   https://twitter.com/dog_rates/status/808001312...   Cooper   NaN   \n",
       "167   https://twitter.com/dog_rates/status/859851578...  Trooper   NaN   \n",
       "1925  https://twitter.com/dog_rates/status/674063288...     Earl   NaN   \n",
       "1299                      https://vine.co/v/hUvHKYrdb1d      NaN   NaN   \n",
       "1226  https://twitter.com/dog_rates/status/713919462...     Kanu   NaN   \n",
       "508   https://m.facebook.com/story.php?story_fbid=18...      NaN   NaN   \n",
       "1572  https://twitter.com/dog_rates/status/687664829...     Opal   NaN   \n",
       "1014  https://twitter.com/dog_rates/status/747204161...    Clark   NaN   \n",
       "1456  https://twitter.com/dog_rates/status/695314793...    Colin   NaN   \n",
       "177   https://www.gofundme.com/meeko-needs-heart-sur...      NaN   NaN   \n",
       "2035  https://twitter.com/dog_rates/status/671735591...    Oscar   NaN   \n",
       "526   https://twitter.com/dog_rates/status/808838249...      Ito   NaN   \n",
       "1805  https://twitter.com/dog_rates/status/676942428...      NaN   NaN   \n",
       "1681  https://twitter.com/dog_rates/status/681981167...  Jimothy   NaN   \n",
       "\n",
       "     favorite_count  retweet_count  rating  \n",
       "1724        13770.0         9864.0   12/10  \n",
       "532         13811.0         4019.0   12/10  \n",
       "167         15909.0         3714.0   13/10  \n",
       "1925         6707.0         2408.0    5/10  \n",
       "1299         4415.0         2733.0   12/10  \n",
       "1226         3504.0          856.0   12/10  \n",
       "508          6696.0         1396.0   13/10  \n",
       "1572         2094.0          570.0   11/10  \n",
       "1014         3670.0         1021.0   10/10  \n",
       "1456         3936.0         1643.0   10/10  \n",
       "177          6143.0         1744.0   13/10  \n",
       "2035         1511.0          803.0   11/10  \n",
       "526         11108.0         3457.0   13/10  \n",
       "1805         2217.0          844.0    9/10  \n",
       "1681         2989.0         1143.0   12/10  \n",
       "\n",
       "[15 rows x 27 columns]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_clean.sample(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 保存数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_file_name = 'twitter_archive_master.csv'\n",
    "twitter_clean.to_csv(save_file_name, encoding='utf-8',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据分析与可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('twitter_archive_master.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id_x</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
       "      <th>p2</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p2_dog</th>\n",
       "      <th>p3</th>\n",
       "      <th>...</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>name</th>\n",
       "      <th>stage</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Welsh Springer Spaniel</td>\n",
       "      <td>0.465074</td>\n",
       "      <td>True</td>\n",
       "      <td>Collie</td>\n",
       "      <td>0.156665</td>\n",
       "      <td>True</td>\n",
       "      <td>Shetland Sheepdog</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39093.0</td>\n",
       "      <td>8691.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Redbone</td>\n",
       "      <td>0.506826</td>\n",
       "      <td>True</td>\n",
       "      <td>Miniature Pinscher</td>\n",
       "      <td>0.074192</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian Ridgeback</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33484.0</td>\n",
       "      <td>6381.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>German Shepherd</td>\n",
       "      <td>0.596461</td>\n",
       "      <td>True</td>\n",
       "      <td>Malinois</td>\n",
       "      <td>0.138584</td>\n",
       "      <td>True</td>\n",
       "      <td>Bloodhound</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25238.0</td>\n",
       "      <td>4240.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Rhodesian Ridgeback</td>\n",
       "      <td>0.408143</td>\n",
       "      <td>True</td>\n",
       "      <td>Redbone</td>\n",
       "      <td>0.360687</td>\n",
       "      <td>True</td>\n",
       "      <td>Miniature Pinscher</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42452.0</td>\n",
       "      <td>8793.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Miniature Pinscher</td>\n",
       "      <td>0.560311</td>\n",
       "      <td>True</td>\n",
       "      <td>Rottweiler</td>\n",
       "      <td>0.243682</td>\n",
       "      <td>True</td>\n",
       "      <td>Doberman</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40617.0</td>\n",
       "      <td>9574.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>666050758794694657</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Jof1WUAEuVxN.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Bernese Mountain Dog</td>\n",
       "      <td>0.651137</td>\n",
       "      <td>True</td>\n",
       "      <td>English Springer</td>\n",
       "      <td>0.263788</td>\n",
       "      <td>True</td>\n",
       "      <td>Greater Swiss Mountain Dog</td>\n",
       "      <td>...</td>\n",
       "      <td>Here we have a majestic great white breaching ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891087950...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20372.0</td>\n",
       "      <td>3177.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>666051853826850816</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Box Turtle</td>\n",
       "      <td>0.933012</td>\n",
       "      <td>False</td>\n",
       "      <td>Mud Turtle</td>\n",
       "      <td>0.045885</td>\n",
       "      <td>False</td>\n",
       "      <td>Terrapin</td>\n",
       "      <td>...</td>\n",
       "      <td>Meet Jax. He enjoys ice cream so much he gets ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gofundme.com/ydvmve-surgery-for-jax,ht...</td>\n",
       "      <td>Jax</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11941.0</td>\n",
       "      <td>2114.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>666055525042405380</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5N9tpXIAAifs1.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chow</td>\n",
       "      <td>0.692517</td>\n",
       "      <td>True</td>\n",
       "      <td>Tibetan Mastiff</td>\n",
       "      <td>0.058279</td>\n",
       "      <td>True</td>\n",
       "      <td>Fur Coat</td>\n",
       "      <td>...</td>\n",
       "      <td>When you watch your owner call another dog a g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890729181...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66060.0</td>\n",
       "      <td>19267.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>666057090499244032</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5PY90WoAAQGLo.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Shopping Cart</td>\n",
       "      <td>0.962465</td>\n",
       "      <td>False</td>\n",
       "      <td>Shopping Basket</td>\n",
       "      <td>0.014594</td>\n",
       "      <td>False</td>\n",
       "      <td>Golden Retriever</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Zoey. She doesn't want to be one of th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890609185...</td>\n",
       "      <td>Zoey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27964.0</td>\n",
       "      <td>4337.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>666058600524156928</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Qw94XAAA_2dP.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Miniature Poodle</td>\n",
       "      <td>0.201493</td>\n",
       "      <td>True</td>\n",
       "      <td>Komondor</td>\n",
       "      <td>0.192305</td>\n",
       "      <td>True</td>\n",
       "      <td>Soft-Coated Wheaten Terrier</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Cassie. She is a college pup. Studying...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890240255...</td>\n",
       "      <td>Cassie</td>\n",
       "      <td>doggo</td>\n",
       "      <td>32184.0</td>\n",
       "      <td>7563.0</td>\n",
       "      <td>14/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>666063827256086533</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Golden Retriever</td>\n",
       "      <td>0.775930</td>\n",
       "      <td>True</td>\n",
       "      <td>Tibetan Mastiff</td>\n",
       "      <td>0.093718</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador Retriever</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Koda. He is a South Australian decksha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890006608...</td>\n",
       "      <td>Koda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30856.0</td>\n",
       "      <td>7472.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>666071193221509120</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5cN_3WEAAlOoZ.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Gordon Setter</td>\n",
       "      <td>0.503672</td>\n",
       "      <td>True</td>\n",
       "      <td>Yorkshire Terrier</td>\n",
       "      <td>0.174201</td>\n",
       "      <td>True</td>\n",
       "      <td>Pekinese</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Bruno. He is a service shark. Only get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889880896...</td>\n",
       "      <td>Bruno</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27988.0</td>\n",
       "      <td>5059.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>666073100786774016</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5d9DZXAAALcwe.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Walker Hound</td>\n",
       "      <td>0.260857</td>\n",
       "      <td>True</td>\n",
       "      <td>English Foxhound</td>\n",
       "      <td>0.175382</td>\n",
       "      <td>True</td>\n",
       "      <td>Ibizan Hound</td>\n",
       "      <td>...</td>\n",
       "      <td>Here's a puppo that seems to be on the fence a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889665388...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>puppo</td>\n",
       "      <td>48350.0</td>\n",
       "      <td>10251.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>666082916733198337</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5m4VGWEAAtKc8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Pug</td>\n",
       "      <td>0.489814</td>\n",
       "      <td>True</td>\n",
       "      <td>Bull Mastiff</td>\n",
       "      <td>0.404722</td>\n",
       "      <td>True</td>\n",
       "      <td>French Bulldog</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Ted. He does his best. Sometimes that'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889638837...</td>\n",
       "      <td>Ted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27373.0</td>\n",
       "      <td>4631.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>666094000022159362</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5w9gUW4AAsBNN.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Bloodhound</td>\n",
       "      <td>0.195217</td>\n",
       "      <td>True</td>\n",
       "      <td>German Shepherd</td>\n",
       "      <td>0.078260</td>\n",
       "      <td>True</td>\n",
       "      <td>Malinois</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Stuart. He's sporting his favorite fan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889531135...</td>\n",
       "      <td>Stuart</td>\n",
       "      <td>puppo</td>\n",
       "      <td>15206.0</td>\n",
       "      <td>2269.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>666099513787052032</td>\n",
       "      <td>https://pbs.twimg.com/media/CT51-JJUEAA6hV8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Lhasa</td>\n",
       "      <td>0.582330</td>\n",
       "      <td>True</td>\n",
       "      <td>Shih-Tzu</td>\n",
       "      <td>0.166192</td>\n",
       "      <td>True</td>\n",
       "      <td>Dandie Dinmont</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Oliver. You're witnessing one of his m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889278841...</td>\n",
       "      <td>Oliver</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25475.0</td>\n",
       "      <td>5542.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>666102155909144576</td>\n",
       "      <td>https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>English Setter</td>\n",
       "      <td>0.298617</td>\n",
       "      <td>True</td>\n",
       "      <td>Newfoundland</td>\n",
       "      <td>0.149842</td>\n",
       "      <td>True</td>\n",
       "      <td>Borzoi</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Jim. He found a fren. Taught him how t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888917238...</td>\n",
       "      <td>Jim</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29297.0</td>\n",
       "      <td>4591.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>666104133288665088</td>\n",
       "      <td>https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Hen</td>\n",
       "      <td>0.965932</td>\n",
       "      <td>False</td>\n",
       "      <td>Cock</td>\n",
       "      <td>0.033919</td>\n",
       "      <td>False</td>\n",
       "      <td>Partridge</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Zeke. He has a new stick. Very proud o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888804989...</td>\n",
       "      <td>Zeke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25782.0</td>\n",
       "      <td>4445.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>666268910803644416</td>\n",
       "      <td>https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Desktop Computer</td>\n",
       "      <td>0.086502</td>\n",
       "      <td>False</td>\n",
       "      <td>Desk</td>\n",
       "      <td>0.085547</td>\n",
       "      <td>False</td>\n",
       "      <td>Bookcase</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Ralphus. He's powering up. Attempting ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888554962...</td>\n",
       "      <td>Ralphus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20080.0</td>\n",
       "      <td>3667.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Maltese Dog</td>\n",
       "      <td>0.857531</td>\n",
       "      <td>True</td>\n",
       "      <td>Toy Poodle</td>\n",
       "      <td>0.063064</td>\n",
       "      <td>True</td>\n",
       "      <td>Miniature Poodle</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Gerald. He was just told he didn't get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888078434...</td>\n",
       "      <td>Gerald</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21942.0</td>\n",
       "      <td>3583.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>666293911632134144</td>\n",
       "      <td>https://pbs.twimg.com/media/CT8mx7KW4AEQu8N.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Three-Toed Sloth</td>\n",
       "      <td>0.914671</td>\n",
       "      <td>False</td>\n",
       "      <td>Otter</td>\n",
       "      <td>0.015250</td>\n",
       "      <td>False</td>\n",
       "      <td>Great Grey Owl</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Jeffrey. He has a monopoly on the pool...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887705289...</td>\n",
       "      <td>Jeffrey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30415.0</td>\n",
       "      <td>5496.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>666337882303524864</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9OwFIWEAMuRje.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Ox</td>\n",
       "      <td>0.416669</td>\n",
       "      <td>False</td>\n",
       "      <td>Newfoundland</td>\n",
       "      <td>0.278407</td>\n",
       "      <td>True</td>\n",
       "      <td>Groenendael</td>\n",
       "      <td>...</td>\n",
       "      <td>I've yet to rate a Venezuelan Hover Wiener. Th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887517139...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46552.0</td>\n",
       "      <td>11882.0</td>\n",
       "      <td>14/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>666345417576210432</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9Vn7PWoAA_ZCM.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Golden Retriever</td>\n",
       "      <td>0.858744</td>\n",
       "      <td>True</td>\n",
       "      <td>Chesapeake Bay Retriever</td>\n",
       "      <td>0.054787</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador Retriever</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Canela. She attempted some fancy porch...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>Canela</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69652.0</td>\n",
       "      <td>18590.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>666353288456101888</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9cx0tUEAAhNN_.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Malamute</td>\n",
       "      <td>0.336874</td>\n",
       "      <td>True</td>\n",
       "      <td>Siberian Husky</td>\n",
       "      <td>0.147655</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo Dog</td>\n",
       "      <td>...</td>\n",
       "      <td>You may not have known you needed to see this ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887343217...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33922.0</td>\n",
       "      <td>10590.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>666362758909284353</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9lXGsUcAAyUFt.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Guinea Pig</td>\n",
       "      <td>0.996496</td>\n",
       "      <td>False</td>\n",
       "      <td>Skunk</td>\n",
       "      <td>0.002402</td>\n",
       "      <td>False</td>\n",
       "      <td>Hamster</td>\n",
       "      <td>...</td>\n",
       "      <td>This... is a Jubilant Antarctic House Bear. We...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887101392...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>floof</td>\n",
       "      <td>30788.0</td>\n",
       "      <td>6073.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>666373753744588802</td>\n",
       "      <td>https://pbs.twimg.com/media/CT9vZEYWUAAlZ05.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Soft-Coated Wheaten Terrier</td>\n",
       "      <td>0.326467</td>\n",
       "      <td>True</td>\n",
       "      <td>Afghan Hound</td>\n",
       "      <td>0.259551</td>\n",
       "      <td>True</td>\n",
       "      <td>Briard</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Maya. She's very shy. Rarely leaves he...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886983233...</td>\n",
       "      <td>Maya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35454.0</td>\n",
       "      <td>7920.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>666396247373291520</td>\n",
       "      <td>https://pbs.twimg.com/media/CT-D2ZHWIAA3gK1.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.978108</td>\n",
       "      <td>True</td>\n",
       "      <td>Toy Terrier</td>\n",
       "      <td>0.009397</td>\n",
       "      <td>True</td>\n",
       "      <td>Papillon</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Mingus. He's a wonderful father to his...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/mingusneedsus,https:/...</td>\n",
       "      <td>Mingus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12176.0</td>\n",
       "      <td>3363.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>666407126856765440</td>\n",
       "      <td>https://pbs.twimg.com/media/CT-NvwmW4AAugGZ.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Black-And-Tan Coonhound</td>\n",
       "      <td>0.529139</td>\n",
       "      <td>True</td>\n",
       "      <td>Bloodhound</td>\n",
       "      <td>0.244220</td>\n",
       "      <td>True</td>\n",
       "      <td>Flat-Coated Retriever</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Derek. He's late for a dog meeting. 13...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886680336...</td>\n",
       "      <td>Derek</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22596.0</td>\n",
       "      <td>4550.0</td>\n",
       "      <td>13/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>666411507551481857</td>\n",
       "      <td>https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Coho</td>\n",
       "      <td>0.404640</td>\n",
       "      <td>False</td>\n",
       "      <td>Barracouta</td>\n",
       "      <td>0.271485</td>\n",
       "      <td>False</td>\n",
       "      <td>Gar</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Roscoe. Another pupper fallen victim t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886366144...</td>\n",
       "      <td>Roscoe</td>\n",
       "      <td>pupper</td>\n",
       "      <td>21278.0</td>\n",
       "      <td>3247.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>666418789513326592</td>\n",
       "      <td>https://pbs.twimg.com/media/CT-YWb7U8AA7QnN.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Toy Terrier</td>\n",
       "      <td>0.149680</td>\n",
       "      <td>True</td>\n",
       "      <td>Papillon</td>\n",
       "      <td>0.148258</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>...</td>\n",
       "      <td>@NonWhiteHat @MayhewMayhem omg hello tanner yo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1866</th>\n",
       "      <td>886366144734445568</td>\n",
       "      <td>https://pbs.twimg.com/media/DE0BTnQUwAApKEH.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>French Bulldog</td>\n",
       "      <td>0.999201</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>True</td>\n",
       "      <td>Boston Bull</td>\n",
       "      <td>...</td>\n",
       "      <td>Meet Jax. He's in the middle of a serious conv...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671528761...</td>\n",
       "      <td>Jax</td>\n",
       "      <td>NaN</td>\n",
       "      <td>878.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>10/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1867</th>\n",
       "      <td>886680336477933568</td>\n",
       "      <td>https://pbs.twimg.com/media/DE4fEDzWAAAyHMM.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Convertible</td>\n",
       "      <td>0.738995</td>\n",
       "      <td>False</td>\n",
       "      <td>Sports Car</td>\n",
       "      <td>0.139952</td>\n",
       "      <td>False</td>\n",
       "      <td>Car Wheel</td>\n",
       "      <td>...</td>\n",
       "      <td>Meet Alejandro. He's an extremely seductive pu...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671520732...</td>\n",
       "      <td>Alejandro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1464.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>10/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1868</th>\n",
       "      <td>886736880519319552</td>\n",
       "      <td>https://pbs.twimg.com/media/DE5Se8FXcAAJFx4.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Kuvasz</td>\n",
       "      <td>0.309706</td>\n",
       "      <td>True</td>\n",
       "      <td>Great Pyrenees</td>\n",
       "      <td>0.186136</td>\n",
       "      <td>True</td>\n",
       "      <td>Dandie Dinmont</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Scruffers. He's being violated on mult...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671518598...</td>\n",
       "      <td>Scruffers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>988.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>9/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>886983233522544640</td>\n",
       "      <td>https://pbs.twimg.com/media/DE8yicJW0AAAvBJ.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.793469</td>\n",
       "      <td>True</td>\n",
       "      <td>Toy Terrier</td>\n",
       "      <td>0.143528</td>\n",
       "      <td>True</td>\n",
       "      <td>Can Opener</td>\n",
       "      <td>...</td>\n",
       "      <td>Say hello to Hammond. He's just a wee lil pup....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671511350...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1696.0</td>\n",
       "      <td>777.0</td>\n",
       "      <td>8/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>887101392804085760</td>\n",
       "      <td>https://pbs.twimg.com/media/DE-eAq6UwAA-jaE.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.733942</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo Dog</td>\n",
       "      <td>0.035029</td>\n",
       "      <td>True</td>\n",
       "      <td>Staffordshire Bullterrier</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Charlie. He was just informed that dog...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671504605...</td>\n",
       "      <td>Charlie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7385.0</td>\n",
       "      <td>3796.0</td>\n",
       "      <td>11/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>887343217045368832</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/88734...</td>\n",
       "      <td>1</td>\n",
       "      <td>Mexican Hairless</td>\n",
       "      <td>0.330741</td>\n",
       "      <td>True</td>\n",
       "      <td>Sea Lion</td>\n",
       "      <td>0.275645</td>\n",
       "      <td>False</td>\n",
       "      <td>Weimaraner</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Pip. He is a ship captain. Many years ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671497587...</td>\n",
       "      <td>Pip</td>\n",
       "      <td>NaN</td>\n",
       "      <td>965.0</td>\n",
       "      <td>477.0</td>\n",
       "      <td>11/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>887473957103951883</td>\n",
       "      <td>https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.809197</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian Ridgeback</td>\n",
       "      <td>0.054950</td>\n",
       "      <td>True</td>\n",
       "      <td>Beagle</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Julius. He's a cool dog. Carries seash...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671488513...</td>\n",
       "      <td>Julius</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1059.0</td>\n",
       "      <td>507.0</td>\n",
       "      <td>8/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>887517139158093824</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/88751...</td>\n",
       "      <td>1</td>\n",
       "      <td>Limousine</td>\n",
       "      <td>0.130432</td>\n",
       "      <td>False</td>\n",
       "      <td>Tow Truck</td>\n",
       "      <td>0.029175</td>\n",
       "      <td>False</td>\n",
       "      <td>Shopping Cart</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Malcolm. He just saw a spider. 10/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671486386...</td>\n",
       "      <td>Malcolm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>609.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>10/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>887705289381826560</td>\n",
       "      <td>https://pbs.twimg.com/media/DFHDQBbXgAEqY7t.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Basset</td>\n",
       "      <td>0.821664</td>\n",
       "      <td>True</td>\n",
       "      <td>Redbone</td>\n",
       "      <td>0.087582</td>\n",
       "      <td>True</td>\n",
       "      <td>Weimaraner</td>\n",
       "      <td>...</td>\n",
       "      <td>Meet Penelope. She is a white Macadamias Duode...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671485057...</td>\n",
       "      <td>Penelope</td>\n",
       "      <td>NaN</td>\n",
       "      <td>793.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>11/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>888078434458587136</td>\n",
       "      <td>https://pbs.twimg.com/media/DFMWn56WsAAkA7B.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>French Bulldog</td>\n",
       "      <td>0.995026</td>\n",
       "      <td>True</td>\n",
       "      <td>Pug</td>\n",
       "      <td>0.000932</td>\n",
       "      <td>True</td>\n",
       "      <td>Bull Mastiff</td>\n",
       "      <td>...</td>\n",
       "      <td>Striped dog here. Having fun playing on back. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671390180...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1484.0</td>\n",
       "      <td>791.0</td>\n",
       "      <td>7/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876</th>\n",
       "      <td>888202515573088257</td>\n",
       "      <td>https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.809197</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian Ridgeback</td>\n",
       "      <td>0.054950</td>\n",
       "      <td>True</td>\n",
       "      <td>Beagle</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Tanner. He accidentally dropped all hi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671362598...</td>\n",
       "      <td>Tanner</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1169.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>11/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg</td>\n",
       "      <td>3</td>\n",
       "      <td>Siberian Husky</td>\n",
       "      <td>0.700377</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo Dog</td>\n",
       "      <td>0.166511</td>\n",
       "      <td>True</td>\n",
       "      <td>Malamute</td>\n",
       "      <td>...</td>\n",
       "      <td>Tfw she says hello from the other side. 9/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671357843...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>419.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>9/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1878</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Golden Retriever</td>\n",
       "      <td>0.469760</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador Retriever</td>\n",
       "      <td>0.184172</td>\n",
       "      <td>True</td>\n",
       "      <td>English Setter</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Lou. He's a Petrarch Sunni Pinto. Well...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671355857...</td>\n",
       "      <td>Lou</td>\n",
       "      <td>NaN</td>\n",
       "      <td>498.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>10/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1879</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Golden Retriever</td>\n",
       "      <td>0.714719</td>\n",
       "      <td>True</td>\n",
       "      <td>Tibetan Mastiff</td>\n",
       "      <td>0.120184</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador Retriever</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Lola. She was not fully prepared for t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671347597...</td>\n",
       "      <td>Lola</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>9/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1880</th>\n",
       "      <td>889278841981685760</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/88927...</td>\n",
       "      <td>1</td>\n",
       "      <td>Whippet</td>\n",
       "      <td>0.626152</td>\n",
       "      <td>True</td>\n",
       "      <td>Borzoi</td>\n",
       "      <td>0.194742</td>\n",
       "      <td>True</td>\n",
       "      <td>Saluki</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Sparky. That's his pancake now. He wil...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671186162...</td>\n",
       "      <td>Sparky</td>\n",
       "      <td>NaN</td>\n",
       "      <td>774.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>10/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Golden Retriever</td>\n",
       "      <td>0.953442</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador Retriever</td>\n",
       "      <td>0.013834</td>\n",
       "      <td>True</td>\n",
       "      <td>Redbone</td>\n",
       "      <td>...</td>\n",
       "      <td>This pup holds the secrets of the universe in ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671182547...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1173.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>889638837579907072</td>\n",
       "      <td>https://pbs.twimg.com/media/DFihzFfXsAYGDPR.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>French Bulldog</td>\n",
       "      <td>0.991650</td>\n",
       "      <td>True</td>\n",
       "      <td>Boxer</td>\n",
       "      <td>0.002129</td>\n",
       "      <td>True</td>\n",
       "      <td>Staffordshire Bullterrier</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Herm. It's his first day of potty trai...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671166507...</td>\n",
       "      <td>Herm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>913.0</td>\n",
       "      <td>383.0</td>\n",
       "      <td>10/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1883</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.966327</td>\n",
       "      <td>True</td>\n",
       "      <td>Cardigan</td>\n",
       "      <td>0.027356</td>\n",
       "      <td>True</td>\n",
       "      <td>Basenji</td>\n",
       "      <td>...</td>\n",
       "      <td>Pack of horned dogs here. Very team-oriented b...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671163268...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1740.0</td>\n",
       "      <td>1188.0</td>\n",
       "      <td>8/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1884</th>\n",
       "      <td>889880896479866881</td>\n",
       "      <td>https://pbs.twimg.com/media/DFl99B1WsAITKsg.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>French Bulldog</td>\n",
       "      <td>0.377417</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador Retriever</td>\n",
       "      <td>0.151317</td>\n",
       "      <td>True</td>\n",
       "      <td>Muzzle</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Anthony. He just finished up his maste...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671159727...</td>\n",
       "      <td>Anthony</td>\n",
       "      <td>NaN</td>\n",
       "      <td>392.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>5/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885</th>\n",
       "      <td>890006608113172480</td>\n",
       "      <td>https://pbs.twimg.com/media/DFnwSY4WAAAMliS.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.957979</td>\n",
       "      <td>True</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.013884</td>\n",
       "      <td>True</td>\n",
       "      <td>Chow</td>\n",
       "      <td>...</td>\n",
       "      <td>Meet Holly. She's trying to teach small human-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671154572...</td>\n",
       "      <td>Holly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>754.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>8/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1886</th>\n",
       "      <td>890240255349198849</td>\n",
       "      <td>https://pbs.twimg.com/media/DFrEyVuW0AAO3t9.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.511319</td>\n",
       "      <td>True</td>\n",
       "      <td>Cardigan</td>\n",
       "      <td>0.451038</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>...</td>\n",
       "      <td>*struggling to breathe properly* 12/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671151324...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>701.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887</th>\n",
       "      <td>890609185150312448</td>\n",
       "      <td>https://pbs.twimg.com/media/DFwUU__XcAEpyXI.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Irish Terrier</td>\n",
       "      <td>0.487574</td>\n",
       "      <td>True</td>\n",
       "      <td>Irish Setter</td>\n",
       "      <td>0.193054</td>\n",
       "      <td>True</td>\n",
       "      <td>Chesapeake Bay Retriever</td>\n",
       "      <td>...</td>\n",
       "      <td>This is a Helvetica Listerine named Rufus. Thi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671147085...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>699.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>9/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1888</th>\n",
       "      <td>890729181411237888</td>\n",
       "      <td>https://pbs.twimg.com/media/DFyBahAVwAAhUTd.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.566142</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo Dog</td>\n",
       "      <td>0.178406</td>\n",
       "      <td>True</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>...</td>\n",
       "      <td>Neat pup here. Enjoys lettuce. Long af ears. S...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671141549...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>9/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1889</th>\n",
       "      <td>890971913173991426</td>\n",
       "      <td>https://pbs.twimg.com/media/DF1eOmZXUAALUcq.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Appenzeller</td>\n",
       "      <td>0.341703</td>\n",
       "      <td>True</td>\n",
       "      <td>Border Collie</td>\n",
       "      <td>0.199287</td>\n",
       "      <td>True</td>\n",
       "      <td>Ice Lolly</td>\n",
       "      <td>...</td>\n",
       "      <td>Me running from commitment. 10/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671138694...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>976.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>10/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1890</th>\n",
       "      <td>891087950875897856</td>\n",
       "      <td>https://pbs.twimg.com/media/DF3HwyEWsAABqE6.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chesapeake Bay Retriever</td>\n",
       "      <td>0.425595</td>\n",
       "      <td>True</td>\n",
       "      <td>Irish Terrier</td>\n",
       "      <td>0.116317</td>\n",
       "      <td>True</td>\n",
       "      <td>Indian Elephant</td>\n",
       "      <td>...</td>\n",
       "      <td>Say hello to Clarence. He's a western Alkaline...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671134062...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>786.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>8/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1891</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>Basset</td>\n",
       "      <td>0.555712</td>\n",
       "      <td>True</td>\n",
       "      <td>English Springer</td>\n",
       "      <td>0.225770</td>\n",
       "      <td>True</td>\n",
       "      <td>German Short-Haired Pointer</td>\n",
       "      <td>...</td>\n",
       "      <td>Two miniature golden retrievers here. Webbed p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671122204...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3661.0</td>\n",
       "      <td>2714.0</td>\n",
       "      <td>4/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Paper Towel</td>\n",
       "      <td>0.170278</td>\n",
       "      <td>False</td>\n",
       "      <td>Labrador Retriever</td>\n",
       "      <td>0.168086</td>\n",
       "      <td>True</td>\n",
       "      <td>Spatula</td>\n",
       "      <td>...</td>\n",
       "      <td>Meet Phred. He isn't steering, looking at the ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671115716...</td>\n",
       "      <td>Phred</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1410.0</td>\n",
       "      <td>826.0</td>\n",
       "      <td>6/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1893</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.716012</td>\n",
       "      <td>True</td>\n",
       "      <td>Malamute</td>\n",
       "      <td>0.078253</td>\n",
       "      <td>True</td>\n",
       "      <td>Kelpie</td>\n",
       "      <td>...</td>\n",
       "      <td>This is Toby. He asked for chocolate cake for ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671109016...</td>\n",
       "      <td>Toby</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>472.0</td>\n",
       "      <td>8/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1894</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.323581</td>\n",
       "      <td>True</td>\n",
       "      <td>Pekinese</td>\n",
       "      <td>0.090647</td>\n",
       "      <td>True</td>\n",
       "      <td>Papillon</td>\n",
       "      <td>...</td>\n",
       "      <td>Yea I can't handle this job anymore your dogs ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670995969...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>12/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1895</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Orange</td>\n",
       "      <td>0.097049</td>\n",
       "      <td>False</td>\n",
       "      <td>Bagel</td>\n",
       "      <td>0.085851</td>\n",
       "      <td>False</td>\n",
       "      <td>Banana</td>\n",
       "      <td>...</td>\n",
       "      <td>After so many requests... here you go.\\r\\n\\r\\n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670842764...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25722.0</td>\n",
       "      <td>9415.0</td>\n",
       "      <td>420/10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1896 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              tweet_id_x                                            jpg_url  \\\n",
       "0     666020888022790149    https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg   \n",
       "1     666029285002620928    https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg   \n",
       "2     666033412701032449    https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg   \n",
       "3     666044226329800704    https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg   \n",
       "4     666049248165822465    https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg   \n",
       "5     666050758794694657    https://pbs.twimg.com/media/CT5Jof1WUAEuVxN.jpg   \n",
       "6     666051853826850816    https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg   \n",
       "7     666055525042405380    https://pbs.twimg.com/media/CT5N9tpXIAAifs1.jpg   \n",
       "8     666057090499244032    https://pbs.twimg.com/media/CT5PY90WoAAQGLo.jpg   \n",
       "9     666058600524156928    https://pbs.twimg.com/media/CT5Qw94XAAA_2dP.jpg   \n",
       "10    666063827256086533    https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg   \n",
       "11    666071193221509120    https://pbs.twimg.com/media/CT5cN_3WEAAlOoZ.jpg   \n",
       "12    666073100786774016    https://pbs.twimg.com/media/CT5d9DZXAAALcwe.jpg   \n",
       "13    666082916733198337    https://pbs.twimg.com/media/CT5m4VGWEAAtKc8.jpg   \n",
       "14    666094000022159362    https://pbs.twimg.com/media/CT5w9gUW4AAsBNN.jpg   \n",
       "15    666099513787052032    https://pbs.twimg.com/media/CT51-JJUEAA6hV8.jpg   \n",
       "16    666102155909144576    https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg   \n",
       "17    666104133288665088    https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg   \n",
       "18    666268910803644416    https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg   \n",
       "19    666287406224695296    https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg   \n",
       "20    666293911632134144    https://pbs.twimg.com/media/CT8mx7KW4AEQu8N.jpg   \n",
       "21    666337882303524864    https://pbs.twimg.com/media/CT9OwFIWEAMuRje.jpg   \n",
       "22    666345417576210432    https://pbs.twimg.com/media/CT9Vn7PWoAA_ZCM.jpg   \n",
       "23    666353288456101888    https://pbs.twimg.com/media/CT9cx0tUEAAhNN_.jpg   \n",
       "24    666362758909284353    https://pbs.twimg.com/media/CT9lXGsUcAAyUFt.jpg   \n",
       "25    666373753744588802    https://pbs.twimg.com/media/CT9vZEYWUAAlZ05.jpg   \n",
       "26    666396247373291520    https://pbs.twimg.com/media/CT-D2ZHWIAA3gK1.jpg   \n",
       "27    666407126856765440    https://pbs.twimg.com/media/CT-NvwmW4AAugGZ.jpg   \n",
       "28    666411507551481857    https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg   \n",
       "29    666418789513326592    https://pbs.twimg.com/media/CT-YWb7U8AA7QnN.jpg   \n",
       "...                  ...                                                ...   \n",
       "1866  886366144734445568    https://pbs.twimg.com/media/DE0BTnQUwAApKEH.jpg   \n",
       "1867  886680336477933568    https://pbs.twimg.com/media/DE4fEDzWAAAyHMM.jpg   \n",
       "1868  886736880519319552    https://pbs.twimg.com/media/DE5Se8FXcAAJFx4.jpg   \n",
       "1869  886983233522544640    https://pbs.twimg.com/media/DE8yicJW0AAAvBJ.jpg   \n",
       "1870  887101392804085760    https://pbs.twimg.com/media/DE-eAq6UwAA-jaE.jpg   \n",
       "1871  887343217045368832  https://pbs.twimg.com/ext_tw_video_thumb/88734...   \n",
       "1872  887473957103951883    https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg   \n",
       "1873  887517139158093824  https://pbs.twimg.com/ext_tw_video_thumb/88751...   \n",
       "1874  887705289381826560    https://pbs.twimg.com/media/DFHDQBbXgAEqY7t.jpg   \n",
       "1875  888078434458587136    https://pbs.twimg.com/media/DFMWn56WsAAkA7B.jpg   \n",
       "1876  888202515573088257    https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg   \n",
       "1877  888554962724278272    https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg   \n",
       "1878  888804989199671297    https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg   \n",
       "1879  888917238123831296    https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg   \n",
       "1880  889278841981685760  https://pbs.twimg.com/ext_tw_video_thumb/88927...   \n",
       "1881  889531135344209921    https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg   \n",
       "1882  889638837579907072    https://pbs.twimg.com/media/DFihzFfXsAYGDPR.jpg   \n",
       "1883  889665388333682689    https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg   \n",
       "1884  889880896479866881    https://pbs.twimg.com/media/DFl99B1WsAITKsg.jpg   \n",
       "1885  890006608113172480    https://pbs.twimg.com/media/DFnwSY4WAAAMliS.jpg   \n",
       "1886  890240255349198849    https://pbs.twimg.com/media/DFrEyVuW0AAO3t9.jpg   \n",
       "1887  890609185150312448    https://pbs.twimg.com/media/DFwUU__XcAEpyXI.jpg   \n",
       "1888  890729181411237888    https://pbs.twimg.com/media/DFyBahAVwAAhUTd.jpg   \n",
       "1889  890971913173991426    https://pbs.twimg.com/media/DF1eOmZXUAALUcq.jpg   \n",
       "1890  891087950875897856    https://pbs.twimg.com/media/DF3HwyEWsAABqE6.jpg   \n",
       "1891  891327558926688256    https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg   \n",
       "1892  891689557279858688    https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg   \n",
       "1893  891815181378084864    https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg   \n",
       "1894  892177421306343426    https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg   \n",
       "1895  892420643555336193    https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg   \n",
       "\n",
       "      img_num                           p1   p1_conf  p1_dog  \\\n",
       "0           1       Welsh Springer Spaniel  0.465074    True   \n",
       "1           1                      Redbone  0.506826    True   \n",
       "2           1              German Shepherd  0.596461    True   \n",
       "3           1          Rhodesian Ridgeback  0.408143    True   \n",
       "4           1           Miniature Pinscher  0.560311    True   \n",
       "5           1         Bernese Mountain Dog  0.651137    True   \n",
       "6           1                   Box Turtle  0.933012   False   \n",
       "7           1                         Chow  0.692517    True   \n",
       "8           1                Shopping Cart  0.962465   False   \n",
       "9           1             Miniature Poodle  0.201493    True   \n",
       "10          1             Golden Retriever  0.775930    True   \n",
       "11          1                Gordon Setter  0.503672    True   \n",
       "12          1                 Walker Hound  0.260857    True   \n",
       "13          1                          Pug  0.489814    True   \n",
       "14          1                   Bloodhound  0.195217    True   \n",
       "15          1                        Lhasa  0.582330    True   \n",
       "16          1               English Setter  0.298617    True   \n",
       "17          1                          Hen  0.965932   False   \n",
       "18          1             Desktop Computer  0.086502   False   \n",
       "19          1                  Maltese Dog  0.857531    True   \n",
       "20          1             Three-Toed Sloth  0.914671   False   \n",
       "21          1                           Ox  0.416669   False   \n",
       "22          1             Golden Retriever  0.858744    True   \n",
       "23          1                     Malamute  0.336874    True   \n",
       "24          1                   Guinea Pig  0.996496   False   \n",
       "25          1  Soft-Coated Wheaten Terrier  0.326467    True   \n",
       "26          1                    Chihuahua  0.978108    True   \n",
       "27          1      Black-And-Tan Coonhound  0.529139    True   \n",
       "28          1                         Coho  0.404640   False   \n",
       "29          1                  Toy Terrier  0.149680    True   \n",
       "...       ...                          ...       ...     ...   \n",
       "1866        1               French Bulldog  0.999201    True   \n",
       "1867        1                  Convertible  0.738995   False   \n",
       "1868        1                       Kuvasz  0.309706    True   \n",
       "1869        2                    Chihuahua  0.793469    True   \n",
       "1870        1                      Samoyed  0.733942    True   \n",
       "1871        1             Mexican Hairless  0.330741    True   \n",
       "1872        2                     Pembroke  0.809197    True   \n",
       "1873        1                    Limousine  0.130432   False   \n",
       "1874        1                       Basset  0.821664    True   \n",
       "1875        1               French Bulldog  0.995026    True   \n",
       "1876        2                     Pembroke  0.809197    True   \n",
       "1877        3               Siberian Husky  0.700377    True   \n",
       "1878        1             Golden Retriever  0.469760    True   \n",
       "1879        1             Golden Retriever  0.714719    True   \n",
       "1880        1                      Whippet  0.626152    True   \n",
       "1881        1             Golden Retriever  0.953442    True   \n",
       "1882        1               French Bulldog  0.991650    True   \n",
       "1883        1                     Pembroke  0.966327    True   \n",
       "1884        1               French Bulldog  0.377417    True   \n",
       "1885        1                      Samoyed  0.957979    True   \n",
       "1886        1                     Pembroke  0.511319    True   \n",
       "1887        1                Irish Terrier  0.487574    True   \n",
       "1888        2                   Pomeranian  0.566142    True   \n",
       "1889        1                  Appenzeller  0.341703    True   \n",
       "1890        1     Chesapeake Bay Retriever  0.425595    True   \n",
       "1891        2                       Basset  0.555712    True   \n",
       "1892        1                  Paper Towel  0.170278   False   \n",
       "1893        1                    Chihuahua  0.716012    True   \n",
       "1894        1                    Chihuahua  0.323581    True   \n",
       "1895        1                       Orange  0.097049   False   \n",
       "\n",
       "                            p2   p2_conf  p2_dog                           p3  \\\n",
       "0                       Collie  0.156665    True            Shetland Sheepdog   \n",
       "1           Miniature Pinscher  0.074192    True          Rhodesian Ridgeback   \n",
       "2                     Malinois  0.138584    True                   Bloodhound   \n",
       "3                      Redbone  0.360687    True           Miniature Pinscher   \n",
       "4                   Rottweiler  0.243682    True                     Doberman   \n",
       "5             English Springer  0.263788    True   Greater Swiss Mountain Dog   \n",
       "6                   Mud Turtle  0.045885   False                     Terrapin   \n",
       "7              Tibetan Mastiff  0.058279    True                     Fur Coat   \n",
       "8              Shopping Basket  0.014594   False             Golden Retriever   \n",
       "9                     Komondor  0.192305    True  Soft-Coated Wheaten Terrier   \n",
       "10             Tibetan Mastiff  0.093718    True           Labrador Retriever   \n",
       "11           Yorkshire Terrier  0.174201    True                     Pekinese   \n",
       "12            English Foxhound  0.175382    True                 Ibizan Hound   \n",
       "13                Bull Mastiff  0.404722    True               French Bulldog   \n",
       "14             German Shepherd  0.078260    True                     Malinois   \n",
       "15                    Shih-Tzu  0.166192    True               Dandie Dinmont   \n",
       "16                Newfoundland  0.149842    True                       Borzoi   \n",
       "17                        Cock  0.033919   False                    Partridge   \n",
       "18                        Desk  0.085547   False                     Bookcase   \n",
       "19                  Toy Poodle  0.063064    True             Miniature Poodle   \n",
       "20                       Otter  0.015250   False               Great Grey Owl   \n",
       "21                Newfoundland  0.278407    True                  Groenendael   \n",
       "22    Chesapeake Bay Retriever  0.054787    True           Labrador Retriever   \n",
       "23              Siberian Husky  0.147655    True                   Eskimo Dog   \n",
       "24                       Skunk  0.002402   False                      Hamster   \n",
       "25                Afghan Hound  0.259551    True                       Briard   \n",
       "26                 Toy Terrier  0.009397    True                     Papillon   \n",
       "27                  Bloodhound  0.244220    True        Flat-Coated Retriever   \n",
       "28                  Barracouta  0.271485   False                          Gar   \n",
       "29                    Papillon  0.148258    True                    Chihuahua   \n",
       "...                        ...       ...     ...                          ...   \n",
       "1866                 Chihuahua  0.000361    True                  Boston Bull   \n",
       "1867                Sports Car  0.139952   False                    Car Wheel   \n",
       "1868            Great Pyrenees  0.186136    True               Dandie Dinmont   \n",
       "1869               Toy Terrier  0.143528    True                   Can Opener   \n",
       "1870                Eskimo Dog  0.035029    True    Staffordshire Bullterrier   \n",
       "1871                  Sea Lion  0.275645   False                   Weimaraner   \n",
       "1872       Rhodesian Ridgeback  0.054950    True                       Beagle   \n",
       "1873                 Tow Truck  0.029175   False                Shopping Cart   \n",
       "1874                   Redbone  0.087582    True                   Weimaraner   \n",
       "1875                       Pug  0.000932    True                 Bull Mastiff   \n",
       "1876       Rhodesian Ridgeback  0.054950    True                       Beagle   \n",
       "1877                Eskimo Dog  0.166511    True                     Malamute   \n",
       "1878        Labrador Retriever  0.184172    True               English Setter   \n",
       "1879           Tibetan Mastiff  0.120184    True           Labrador Retriever   \n",
       "1880                    Borzoi  0.194742    True                       Saluki   \n",
       "1881        Labrador Retriever  0.013834    True                      Redbone   \n",
       "1882                     Boxer  0.002129    True    Staffordshire Bullterrier   \n",
       "1883                  Cardigan  0.027356    True                      Basenji   \n",
       "1884        Labrador Retriever  0.151317    True                       Muzzle   \n",
       "1885                Pomeranian  0.013884    True                         Chow   \n",
       "1886                  Cardigan  0.451038    True                    Chihuahua   \n",
       "1887              Irish Setter  0.193054    True     Chesapeake Bay Retriever   \n",
       "1888                Eskimo Dog  0.178406    True                     Pembroke   \n",
       "1889             Border Collie  0.199287    True                    Ice Lolly   \n",
       "1890             Irish Terrier  0.116317    True              Indian Elephant   \n",
       "1891          English Springer  0.225770    True  German Short-Haired Pointer   \n",
       "1892        Labrador Retriever  0.168086    True                      Spatula   \n",
       "1893                  Malamute  0.078253    True                       Kelpie   \n",
       "1894                  Pekinese  0.090647    True                     Papillon   \n",
       "1895                     Bagel  0.085851   False                       Banana   \n",
       "\n",
       "       ...                                                 text  \\\n",
       "0      ...    This is Phineas. He's a mystical boy. Only eve...   \n",
       "1      ...    This is Tilly. She's just checking pup on you....   \n",
       "2      ...    This is Archie. He is a rare Norwegian Pouncin...   \n",
       "3      ...    This is Darla. She commenced a snooze mid meal...   \n",
       "4      ...    This is Franklin. He would like you to stop ca...   \n",
       "5      ...    Here we have a majestic great white breaching ...   \n",
       "6      ...    Meet Jax. He enjoys ice cream so much he gets ...   \n",
       "7      ...    When you watch your owner call another dog a g...   \n",
       "8      ...    This is Zoey. She doesn't want to be one of th...   \n",
       "9      ...    This is Cassie. She is a college pup. Studying...   \n",
       "10     ...    This is Koda. He is a South Australian decksha...   \n",
       "11     ...    This is Bruno. He is a service shark. Only get...   \n",
       "12     ...    Here's a puppo that seems to be on the fence a...   \n",
       "13     ...    This is Ted. He does his best. Sometimes that'...   \n",
       "14     ...    This is Stuart. He's sporting his favorite fan...   \n",
       "15     ...    This is Oliver. You're witnessing one of his m...   \n",
       "16     ...    This is Jim. He found a fren. Taught him how t...   \n",
       "17     ...    This is Zeke. He has a new stick. Very proud o...   \n",
       "18     ...    This is Ralphus. He's powering up. Attempting ...   \n",
       "19     ...    This is Gerald. He was just told he didn't get...   \n",
       "20     ...    This is Jeffrey. He has a monopoly on the pool...   \n",
       "21     ...    I've yet to rate a Venezuelan Hover Wiener. Th...   \n",
       "22     ...    This is Canela. She attempted some fancy porch...   \n",
       "23     ...    You may not have known you needed to see this ...   \n",
       "24     ...    This... is a Jubilant Antarctic House Bear. We...   \n",
       "25     ...    This is Maya. She's very shy. Rarely leaves he...   \n",
       "26     ...    This is Mingus. He's a wonderful father to his...   \n",
       "27     ...    This is Derek. He's late for a dog meeting. 13...   \n",
       "28     ...    This is Roscoe. Another pupper fallen victim t...   \n",
       "29     ...    @NonWhiteHat @MayhewMayhem omg hello tanner yo...   \n",
       "...    ...                                                  ...   \n",
       "1866   ...    Meet Jax. He's in the middle of a serious conv...   \n",
       "1867   ...    Meet Alejandro. He's an extremely seductive pu...   \n",
       "1868   ...    This is Scruffers. He's being violated on mult...   \n",
       "1869   ...    Say hello to Hammond. He's just a wee lil pup....   \n",
       "1870   ...    This is Charlie. He was just informed that dog...   \n",
       "1871   ...    This is Pip. He is a ship captain. Many years ...   \n",
       "1872   ...    This is Julius. He's a cool dog. Carries seash...   \n",
       "1873   ...        This is Malcolm. He just saw a spider. 10/10    \n",
       "1874   ...    Meet Penelope. She is a white Macadamias Duode...   \n",
       "1875   ...    Striped dog here. Having fun playing on back. ...   \n",
       "1876   ...    This is Tanner. He accidentally dropped all hi...   \n",
       "1877   ...        Tfw she says hello from the other side. 9/10    \n",
       "1878   ...    This is Lou. He's a Petrarch Sunni Pinto. Well...   \n",
       "1879   ...    This is Lola. She was not fully prepared for t...   \n",
       "1880   ...    This is Sparky. That's his pancake now. He wil...   \n",
       "1881   ...    This pup holds the secrets of the universe in ...   \n",
       "1882   ...    This is Herm. It's his first day of potty trai...   \n",
       "1883   ...    Pack of horned dogs here. Very team-oriented b...   \n",
       "1884   ...    This is Anthony. He just finished up his maste...   \n",
       "1885   ...    Meet Holly. She's trying to teach small human-...   \n",
       "1886   ...              *struggling to breathe properly* 12/10    \n",
       "1887   ...    This is a Helvetica Listerine named Rufus. Thi...   \n",
       "1888   ...    Neat pup here. Enjoys lettuce. Long af ears. S...   \n",
       "1889   ...                   Me running from commitment. 10/10    \n",
       "1890   ...    Say hello to Clarence. He's a western Alkaline...   \n",
       "1891   ...    Two miniature golden retrievers here. Webbed p...   \n",
       "1892   ...    Meet Phred. He isn't steering, looking at the ...   \n",
       "1893   ...    This is Toby. He asked for chocolate cake for ...   \n",
       "1894   ...    Yea I can't handle this job anymore your dogs ...   \n",
       "1895   ...    After so many requests... here you go.\\r\\n\\r\\n...   \n",
       "\n",
       "      retweeted_status_id  retweeted_status_user_id  \\\n",
       "0                     NaN                       NaN   \n",
       "1                     NaN                       NaN   \n",
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       "...                   ...                       ...   \n",
       "1866                  NaN                       NaN   \n",
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       "\n",
       "      retweeted_status_timestamp  \\\n",
       "0                            NaN   \n",
       "1                            NaN   \n",
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       "...                          ...   \n",
       "1866                         NaN   \n",
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       "1881                         NaN   \n",
       "1882                         NaN   \n",
       "1883                         NaN   \n",
       "1884                         NaN   \n",
       "1885                         NaN   \n",
       "1886                         NaN   \n",
       "1887                         NaN   \n",
       "1888                         NaN   \n",
       "1889                         NaN   \n",
       "1890                         NaN   \n",
       "1891                         NaN   \n",
       "1892                         NaN   \n",
       "1893                         NaN   \n",
       "1894                         NaN   \n",
       "1895                         NaN   \n",
       "\n",
       "                                          expanded_urls       name   stage  \\\n",
       "0     https://twitter.com/dog_rates/status/892420643...    Phineas     NaN   \n",
       "1     https://twitter.com/dog_rates/status/892177421...      Tilly     NaN   \n",
       "2     https://twitter.com/dog_rates/status/891815181...     Archie     NaN   \n",
       "3     https://twitter.com/dog_rates/status/891689557...      Darla     NaN   \n",
       "4     https://twitter.com/dog_rates/status/891327558...   Franklin     NaN   \n",
       "5     https://twitter.com/dog_rates/status/891087950...        NaN     NaN   \n",
       "6     https://gofundme.com/ydvmve-surgery-for-jax,ht...        Jax     NaN   \n",
       "7     https://twitter.com/dog_rates/status/890729181...        NaN     NaN   \n",
       "8     https://twitter.com/dog_rates/status/890609185...       Zoey     NaN   \n",
       "9     https://twitter.com/dog_rates/status/890240255...     Cassie   doggo   \n",
       "10    https://twitter.com/dog_rates/status/890006608...       Koda     NaN   \n",
       "11    https://twitter.com/dog_rates/status/889880896...      Bruno     NaN   \n",
       "12    https://twitter.com/dog_rates/status/889665388...        NaN   puppo   \n",
       "13    https://twitter.com/dog_rates/status/889638837...        Ted     NaN   \n",
       "14    https://twitter.com/dog_rates/status/889531135...     Stuart   puppo   \n",
       "15    https://twitter.com/dog_rates/status/889278841...     Oliver     NaN   \n",
       "16    https://twitter.com/dog_rates/status/888917238...        Jim     NaN   \n",
       "17    https://twitter.com/dog_rates/status/888804989...       Zeke     NaN   \n",
       "18    https://twitter.com/dog_rates/status/888554962...    Ralphus     NaN   \n",
       "19    https://twitter.com/dog_rates/status/888078434...     Gerald     NaN   \n",
       "20    https://twitter.com/dog_rates/status/887705289...    Jeffrey     NaN   \n",
       "21    https://twitter.com/dog_rates/status/887517139...        NaN     NaN   \n",
       "22    https://twitter.com/dog_rates/status/887473957...     Canela     NaN   \n",
       "23    https://twitter.com/dog_rates/status/887343217...        NaN     NaN   \n",
       "24    https://twitter.com/dog_rates/status/887101392...        NaN   floof   \n",
       "25    https://twitter.com/dog_rates/status/886983233...       Maya     NaN   \n",
       "26    https://www.gofundme.com/mingusneedsus,https:/...     Mingus     NaN   \n",
       "27    https://twitter.com/dog_rates/status/886680336...      Derek     NaN   \n",
       "28    https://twitter.com/dog_rates/status/886366144...     Roscoe  pupper   \n",
       "29                                                  NaN        NaN     NaN   \n",
       "...                                                 ...        ...     ...   \n",
       "1866  https://twitter.com/dog_rates/status/671528761...        Jax     NaN   \n",
       "1867  https://twitter.com/dog_rates/status/671520732...  Alejandro     NaN   \n",
       "1868  https://twitter.com/dog_rates/status/671518598...  Scruffers     NaN   \n",
       "1869  https://twitter.com/dog_rates/status/671511350...        NaN     NaN   \n",
       "1870  https://twitter.com/dog_rates/status/671504605...    Charlie     NaN   \n",
       "1871  https://twitter.com/dog_rates/status/671497587...        Pip     NaN   \n",
       "1872  https://twitter.com/dog_rates/status/671488513...     Julius     NaN   \n",
       "1873  https://twitter.com/dog_rates/status/671486386...    Malcolm     NaN   \n",
       "1874  https://twitter.com/dog_rates/status/671485057...   Penelope     NaN   \n",
       "1875  https://twitter.com/dog_rates/status/671390180...        NaN     NaN   \n",
       "1876  https://twitter.com/dog_rates/status/671362598...     Tanner     NaN   \n",
       "1877  https://twitter.com/dog_rates/status/671357843...        NaN     NaN   \n",
       "1878  https://twitter.com/dog_rates/status/671355857...        Lou     NaN   \n",
       "1879  https://twitter.com/dog_rates/status/671347597...       Lola     NaN   \n",
       "1880  https://twitter.com/dog_rates/status/671186162...     Sparky     NaN   \n",
       "1881  https://twitter.com/dog_rates/status/671182547...        NaN     NaN   \n",
       "1882  https://twitter.com/dog_rates/status/671166507...       Herm     NaN   \n",
       "1883  https://twitter.com/dog_rates/status/671163268...        NaN     NaN   \n",
       "1884  https://twitter.com/dog_rates/status/671159727...    Anthony     NaN   \n",
       "1885  https://twitter.com/dog_rates/status/671154572...      Holly     NaN   \n",
       "1886  https://twitter.com/dog_rates/status/671151324...        NaN     NaN   \n",
       "1887  https://twitter.com/dog_rates/status/671147085...        NaN     NaN   \n",
       "1888  https://twitter.com/dog_rates/status/671141549...        NaN     NaN   \n",
       "1889  https://twitter.com/dog_rates/status/671138694...        NaN     NaN   \n",
       "1890  https://twitter.com/dog_rates/status/671134062...        NaN     NaN   \n",
       "1891  https://twitter.com/dog_rates/status/671122204...        NaN     NaN   \n",
       "1892  https://twitter.com/dog_rates/status/671115716...      Phred     NaN   \n",
       "1893  https://twitter.com/dog_rates/status/671109016...       Toby     NaN   \n",
       "1894  https://twitter.com/dog_rates/status/670995969...        NaN     NaN   \n",
       "1895  https://twitter.com/dog_rates/status/670842764...        NaN     NaN   \n",
       "\n",
       "     favorite_count  retweet_count  rating  \n",
       "0           39093.0         8691.0   13/10  \n",
       "1           33484.0         6381.0   13/10  \n",
       "2           25238.0         4240.0   12/10  \n",
       "3           42452.0         8793.0   13/10  \n",
       "4           40617.0         9574.0   12/10  \n",
       "5           20372.0         3177.0   13/10  \n",
       "6           11941.0         2114.0   13/10  \n",
       "7           66060.0        19267.0   13/10  \n",
       "8           27964.0         4337.0   13/10  \n",
       "9           32184.0         7563.0   14/10  \n",
       "10          30856.0         7472.0   13/10  \n",
       "11          27988.0         5059.0   13/10  \n",
       "12          48350.0        10251.0   13/10  \n",
       "13          27373.0         4631.0   12/10  \n",
       "14          15206.0         2269.0   13/10  \n",
       "15          25475.0         5542.0   13/10  \n",
       "16          29297.0         4591.0   12/10  \n",
       "17          25782.0         4445.0   13/10  \n",
       "18          20080.0         3667.0   13/10  \n",
       "19          21942.0         3583.0   12/10  \n",
       "20          30415.0         5496.0   13/10  \n",
       "21          46552.0        11882.0   14/10  \n",
       "22          69652.0        18590.0   13/10  \n",
       "23          33922.0        10590.0   13/10  \n",
       "24          30788.0         6073.0   12/10  \n",
       "25          35454.0         7920.0   13/10  \n",
       "26          12176.0         3363.0   13/10  \n",
       "27          22596.0         4550.0   13/10  \n",
       "28          21278.0         3247.0   12/10  \n",
       "29            117.0            4.0   12/10  \n",
       "...             ...            ...     ...  \n",
       "1866          878.0          275.0   10/10  \n",
       "1867         1464.0          575.0   10/10  \n",
       "1868          988.0          312.0    9/10  \n",
       "1869         1696.0          777.0    8/10  \n",
       "1870         7385.0         3796.0   11/10  \n",
       "1871          965.0          477.0   11/10  \n",
       "1872         1059.0          507.0    8/10  \n",
       "1873          609.0          225.0   10/10  \n",
       "1874          793.0          249.0   11/10  \n",
       "1875         1484.0          791.0    7/10  \n",
       "1876         1169.0          314.0   11/10  \n",
       "1877          419.0          156.0    9/10  \n",
       "1878          498.0          119.0   10/10  \n",
       "1879         1015.0          464.0    9/10  \n",
       "1880          774.0          233.0   10/10  \n",
       "1881         1173.0          371.0   12/10  \n",
       "1882          913.0          383.0   10/10  \n",
       "1883         1740.0         1188.0    8/10  \n",
       "1884          392.0           89.0    5/10  \n",
       "1885          754.0          233.0    8/10  \n",
       "1886          701.0          164.0   12/10  \n",
       "1887          699.0          247.0    9/10  \n",
       "1888         1225.0          700.0    9/10  \n",
       "1889          976.0          433.0   10/10  \n",
       "1890          786.0          209.0    8/10  \n",
       "1891         3661.0         2714.0    4/10  \n",
       "1892         1410.0          826.0    6/10  \n",
       "1893         1200.0          472.0    8/10  \n",
       "1894         1155.0          312.0   12/10  \n",
       "1895        25722.0         9415.0  420/10  \n",
       "\n",
       "[1896 rows x 27 columns]"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### favorite_count与retweet_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      1894.000000\n",
       "mean       9867.963041\n",
       "std       12896.314690\n",
       "min          51.000000\n",
       "25%        2572.000000\n",
       "50%        4904.000000\n",
       "75%       12338.500000\n",
       "max      144166.000000\n",
       "Name: favorite_count, dtype: float64"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.favorite_count.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     1894.000000\n",
       "mean      3066.891763\n",
       "std       4932.485299\n",
       "min          0.000000\n",
       "25%        785.250000\n",
       "50%       1593.500000\n",
       "75%       3511.500000\n",
       "max      78187.000000\n",
       "Name: retweet_count, dtype: float64"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.retweet_count.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上述结果来看，favorite_count的均值为9867.963041，retweet_count的均值为3066.891763，以及各自的最大值来看，总体上favorite_count要大于retweet_count，也就是说人们更加倾向于“点赞”，而不是去转发。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lDABJqpQBIEmVMgAkqVIGgCRVqvf/LaUCyzY83FL/m1Yc4boW15nIvtuu6Mp2JJ34PAOQ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\nVCkDQJIqZQBIUqUMAEmqlAEgSZX6/2byGiDow30iAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2504b4727f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.favorite_count.hist().get_figure().savefig('plot1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SkCRVloIkqbIUJEmVpSBJqiwFSVJlKUiSKktBklRZCpKkylKQJFWWgiSpshQkSZWlIEmq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\nZSlIkipLQZJUWQqSpOr/AxnKSazaqfm6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2504b81bba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.retweet_count.hist().get_figure().savefig('plot2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上述两张图中，可以更加清晰地看出favorite_count要大于retweet_count，从而更加能够证明上述观点。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 狗狗的“地位”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pupper    249\n",
       "doggo      79\n",
       "puppo      31\n",
       "floof      23\n",
       "Name: stage, dtype: int64"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.stage.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "从上述结果来看，在tweet中有给出狗的地位的信息中，可以得知大部分的狗属于pupper，结合各stage的解释，也就是大部分的狗狗都是younger，年纪比较小。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 评级"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rating_numerator, rating_denominator = data['rating'].str.split('/', 1).str\n",
    "rating_numerator = rating_numerator.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1896.000000\n",
       "mean       12.707806\n",
       "std        45.454283\n",
       "min         0.000000\n",
       "25%        10.000000\n",
       "50%        11.000000\n",
       "75%        12.000000\n",
       "max      1776.000000\n",
       "Name: rating, dtype: float64"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_numerator.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从评级上来看，总体的评级分数分子都是要大于分母的，也就是大于10分，说明人们对于狗狗的喜爱，更加倾向于给予更多的分数去鼓励人们，说明人们内心都是向往美好的事物。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 图片算法预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1896.000000\n",
       "mean        0.600421\n",
       "std         0.269476\n",
       "min         0.044333\n",
       "25%         0.369628\n",
       "50%         0.599521\n",
       "75%         0.848712\n",
       "max         1.000000\n",
       "Name: p1_conf, dtype: float64"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.p1_conf.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1.896000e+03\n",
       "mean     1.340285e-01\n",
       "std      1.000261e-01\n",
       "min      1.011300e-08\n",
       "25%      5.295590e-02\n",
       "50%      1.178485e-01\n",
       "75%      1.960660e-01\n",
       "max      4.880140e-01\n",
       "Name: p2_conf, dtype: float64"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.p2_conf.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1.896000e+03\n",
       "mean     5.985643e-02\n",
       "std      5.059723e-02\n",
       "min      1.740170e-10\n",
       "25%      1.616933e-02\n",
       "50%      4.893965e-02\n",
       "75%      9.174633e-02\n",
       "max      2.734190e-01\n",
       "Name: p3_conf, dtype: float64"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.p3_conf.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5vqouWuCxu4BdAJOTk2/eu3cvExMTS67h8DMnll3/mWTyAnj2L9a6irUzzv2Pc+9g/5dd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\n1DiDXpIaZ9BLUuMMeklq3P8FQ971nK7nx64AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2504ce4a7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.p1_conf.hist().get_figure().savefig('plot3.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ciFgFnA68OJTqBqfVx0kU1ar3iPgk8Hngssz8wZBqG6SVPue3AZcPtKLh6db7u4APAZ2I\nOAicD+wp8IJs1+c8M7+35Pf7L4CPr2QH4xL0bT5WYQ+wqVm+Arg/m1cxxtgkf5xE196b/8b/OYsh\nf2gENQ5Cm77XLVndADw5xPoG6W17z8zDmXl2Zk5n5jSLr8tclpl7R1Nu37R5zs9ZsnoZsH9Fexj1\nK84reGX6UuDfWHx1+vPN2O+y+EQDnAz8DXAA+Abw/lHXPKS+f5rFI4JXgO8BT4y65iH2/jXgBeDR\n5mvPqGseUt9fAJ5oen4A+MlR1zys3o+Y26HAVTctn/M/aJ7zx5rn/CdW8vi+M1aSihuXUzeSpB4Z\n9JJUnEEvScUZ9JJUnEEvScUZ9JJUnEEvScUZ9JJU3P8BQbKw+8+yF4QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2504ceba278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.p2_conf.hist().get_figure().savefig('plot4.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VM+glqXIGvSRVztsrJb1G09s61684zHU9vgXUWzv7wzN6SapcX4I+Ii6JiKciYk9EbOjH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\nl6TKGfSSVDmDXpIqZ9BLUuX+H2d3VA4oaoNgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2504cf04630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.p3_conf.hist().get_figure().savefig('plot5.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上述结果中可以看出，总体上p1_conf > p2_conf > p3_conf,这与预期的一致,p2_conf和p3_conf全部在0.5以下。但是p1_conf的均值只有0.598，而且75%的值为0.848，也就是预测算法的准确度还有待提高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 狗狗的品种"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Golden Retriever                  119\n",
       "Labrador Retriever                 65\n",
       "Pembroke                           64\n",
       "Chihuahua                          47\n",
       "Pug                                43\n",
       "Samoyed                            30\n",
       "Pomeranian                         26\n",
       "Chow                               24\n",
       "Toy Poodle                         23\n",
       "French Bulldog                     21\n",
       "German Shepherd                    18\n",
       "Malamute                           18\n",
       "Cocker Spaniel                     14\n",
       "Web Site                           14\n",
       "Cardigan                           14\n",
       "Seat Belt                          13\n",
       "Maltese Dog                        13\n",
       "Miniature Pinscher                 12\n",
       "Staffordshire Bullterrier          11\n",
       "Chesapeake Bay Retriever           11\n",
       "Vizsla                             10\n",
       "West Highland White Terrier        10\n",
       "Bernese Mountain Dog               10\n",
       "Eskimo Dog                          9\n",
       "Pekinese                            9\n",
       "Beagle                              9\n",
       "American Staffordshire Terrier      9\n",
       "Rottweiler                          9\n",
       "Great Pyrenees                      9\n",
       "Basset                              9\n",
       "                                 ... \n",
       "Rhodesian Ridgeback                 1\n",
       "Pencil Box                          1\n",
       "Curly-Coated Retriever              1\n",
       "Washer                              1\n",
       "Bib                                 1\n",
       "Bookshop                            1\n",
       "Skunk                               1\n",
       "Geyser                              1\n",
       "Four-Poster                         1\n",
       "Nail                                1\n",
       "Bookcase                            1\n",
       "Fiddler Crab                        1\n",
       "Swab                                1\n",
       "Fountain                            1\n",
       "Grille                              1\n",
       "Birdhouse                           1\n",
       "Hay                                 1\n",
       "Appenzeller                         1\n",
       "Welsh Springer Spaniel              1\n",
       "Arabian Camel                       1\n",
       "Maillot                             1\n",
       "Miniature Schnauzer                 1\n",
       "Wild Boar                           1\n",
       "Fire Engine                         1\n",
       "Toy Terrier                         1\n",
       "Zebra                               1\n",
       "Electric Fan                        1\n",
       "Lakeside                            1\n",
       "Envelope                            1\n",
       "Timber Wolf                         1\n",
       "Name: p1, Length: 233, dtype: int64"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.p1_conf > 0.5].p1.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在此假设，某品种预测可信度大于0.5时，可以算作此类品种。那么从上述结果来看，狗的品种中，养的最多的前三个品种分别为Golden Retriever，Labrador Retriever，Pembroke。    "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}