wrangle_act.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import requests\n",
    "import tweepy\n",
    "import json\n",
    "import time\n",
    "import yaml\n",
    "import os\n",
    "import re"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gathering Data "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Twitter Archive "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>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",
       "      <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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>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",
       "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 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  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced = pd.read_csv('twitter-archive-enhanced.csv')\n",
    "twitter_archive_enhanced.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Image Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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",
       "    <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>0.061428</td>\n",
       "      <td>True</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>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",
       "  </tbody>\n",
       "</table>\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",
       "\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   p3_conf  p3_dog  \n",
       "0  0.156665    True    Shetland_sheepdog  0.061428    True  \n",
       "1  0.074192    True  Rhodesian_ridgeback  0.072010    True  \n",
       "2  0.138584    True           bloodhound  0.116197    True  \n",
       "3  0.360687    True   miniature_pinscher  0.222752    True  \n",
       "4  0.243682    True             Doberman  0.154629    True  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = 'https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv'\n",
    "response = requests.get(url)\n",
    "\n",
    "with open('image_predictions.tsv', 'wb') as file:\n",
    "    file.write(response.content)\n",
    "    \n",
    "image_predictions = pd.read_csv('image_predictions.tsv', sep='\\t')\n",
    "image_predictions.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Twitter API & Twepy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_credentials = yaml.load(open('./twitter_credentials.yml'))\n",
    "\n",
    "consumer_key = twitter_credentials['api']['api_consumer_key']\n",
    "consumer_secret = twitter_credentials['api']['api_consumer_secret']\n",
    "access_token = twitter_credentials['access']['access_token']\n",
    "access_token_secret = twitter_credentials['access']['access_secret']\n",
    "\n",
    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_token, access_token_secret)\n",
    "\n",
    "api = tweepy.API(auth, parser= tweepy.parsers.JSONParser(),\n",
    "                 wait_on_rate_limit=True, wait_on_rate_limit_notify=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 Gathering 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "missing_tweets = []\n",
    "\n",
    "start_time = time.asctime()\n",
    "start_sec = time.time()\n",
    "\n",
    "with open ('tweet_json.txt', 'a') as file:\n",
    "    for tweet_id in twitter_archive_enhanced.tweet_id:\n",
    "        try:\n",
    "            tweet = api.get_status(tweet_id, tweet_mode='extended')\n",
    "            file.write(json.dumps(tweet) + '\\n')\n",
    "        except Exception as tweet_error_msg:\n",
    "            missing_tweets.append(tweet_id)\n",
    "    print('The End')\n",
    "    \n",
    "end_time = time.asctime()\n",
    "end_sec = time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "start_time , end_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "start_sec , end_sec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "end_sec - start_sec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(missing_tweets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "(end_sec - start_sec) / 60"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "29 mins and 25 seconds<br>\n",
    "32 mins and 09 seconds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Tweet Json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_demo_list = []\n",
    "with open('tweet_json.txt') as json_file:\n",
    "    for line in json_file:\n",
    "        each_dictionary = json.loads(line)\n",
    "        tweet_id = each_dictionary['id']\n",
    "        favorite_count = each_dictionary['favorite_count']\n",
    "        retweet_count = each_dictionary['retweet_count']\n",
    "        followers_count = each_dictionary['user']['followers_count']\n",
    "        favourites_count = each_dictionary['user']['favourites_count']\n",
    "        friends_count = each_dictionary['user']['friends_count']\n",
    "        date_time = each_dictionary['created_at']\n",
    "\n",
    "        my_demo_list.append({'tweet_id': int(tweet_id),\n",
    "                             'favorite_count': int(favorite_count),\n",
    "                             'retweet_count': int(retweet_count),\n",
    "                             'followers_count': int(followers_count),\n",
    "                             'favourites_count': int(favourites_count),\n",
    "                             'friends_count': int(friends_count),\n",
    "                             'date_time': pd.to_datetime(date_time)\n",
    "                            })\n",
    "\n",
    "tweet_json = pd.DataFrame(my_demo_list, columns = ['tweet_id', 'favorite_count','retweet_count',\n",
    "                                              'followers_count', 'favourites_count',\n",
    "                                              'friends_count', 'date_time'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assessing visually"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>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",
       "      <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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>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",
       "      <td>10</td>\n",
       "      <td>Zoey</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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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>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",
       "    <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>0.061428</td>\n",
       "      <td>True</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>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",
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       "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",
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       "20    666287406224695296    https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg   \n",
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       "22    666337882303524864    https://pbs.twimg.com/media/CT9OwFIWEAMuRje.jpg   \n",
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       "26    666373753744588802    https://pbs.twimg.com/media/CT9vZEYWUAAlZ05.jpg   \n",
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       "28    666407126856765440    https://pbs.twimg.com/media/CT-NvwmW4AAugGZ.jpg   \n",
       "29    666411507551481857    https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg   \n",
       "...                  ...                                                ...   \n",
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       "2051  887473957103951883    https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg   \n",
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       "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": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-24 00:19:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>26322</td>\n",
       "      <td>3874</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-23 00:22:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>23104</td>\n",
       "      <td>3668</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-22 16:56:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>17818</td>\n",
       "      <td>2977</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-22 00:23:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>888078434458587136</td>\n",
       "      <td>19703</td>\n",
       "      <td>3003</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-20 16:49:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>887705289381826560</td>\n",
       "      <td>27372</td>\n",
       "      <td>4676</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-19 16:06:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>887517139158093824</td>\n",
       "      <td>41824</td>\n",
       "      <td>10175</td>\n",
       "      <td>9005173</td>\n",
       "      <td>145411</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-19 03:39:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>887473957103951883</td>\n",
       "      <td>61947</td>\n",
       "      <td>15549</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-19 00:47:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>887343217045368832</td>\n",
       "      <td>30387</td>\n",
       "      <td>9118</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-18 16:08:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>887101392804085760</td>\n",
       "      <td>27720</td>\n",
       "      <td>5158</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-18 00:07:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>886983233522544640</td>\n",
       "      <td>31346</td>\n",
       "      <td>6602</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-17 16:17:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>886736880519319552</td>\n",
       "      <td>10793</td>\n",
       "      <td>2737</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-16 23:58:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>886680336477933568</td>\n",
       "      <td>20317</td>\n",
       "      <td>3870</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-16 20:14:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>886366144734445568</td>\n",
       "      <td>19078</td>\n",
       "      <td>2729</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-15 23:25:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>886267009285017600</td>\n",
       "      <td>105</td>\n",
       "      <td>3</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-15 16:51:35</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2300</th>\n",
       "      <td>666411507551481857</td>\n",
       "      <td>386</td>\n",
       "      <td>281</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-17 00:24:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2301</th>\n",
       "      <td>666407126856765440</td>\n",
       "      <td>98</td>\n",
       "      <td>30</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-17 00:06:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2302</th>\n",
       "      <td>666396247373291520</td>\n",
       "      <td>150</td>\n",
       "      <td>72</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 23:23:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2303</th>\n",
       "      <td>666373753744588802</td>\n",
       "      <td>166</td>\n",
       "      <td>75</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 21:54:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2304</th>\n",
       "      <td>666362758909284353</td>\n",
       "      <td>683</td>\n",
       "      <td>488</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 21:10:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2305</th>\n",
       "      <td>666353288456101888</td>\n",
       "      <td>189</td>\n",
       "      <td>63</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 20:32:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2306</th>\n",
       "      <td>666345417576210432</td>\n",
       "      <td>259</td>\n",
       "      <td>128</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 20:01:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2307</th>\n",
       "      <td>666337882303524864</td>\n",
       "      <td>171</td>\n",
       "      <td>80</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 19:31:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2308</th>\n",
       "      <td>666293911632134144</td>\n",
       "      <td>446</td>\n",
       "      <td>304</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 16:37:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2309</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>129</td>\n",
       "      <td>57</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 16:11:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2310</th>\n",
       "      <td>666273097616637952</td>\n",
       "      <td>155</td>\n",
       "      <td>69</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 15:14:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2311</th>\n",
       "      <td>666268910803644416</td>\n",
       "      <td>91</td>\n",
       "      <td>32</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 14:57:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2312</th>\n",
       "      <td>666104133288665088</td>\n",
       "      <td>13028</td>\n",
       "      <td>5684</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 04:02:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>666102155909144576</td>\n",
       "      <td>68</td>\n",
       "      <td>11</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 03:55:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2314</th>\n",
       "      <td>666099513787052032</td>\n",
       "      <td>139</td>\n",
       "      <td>56</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 03:44:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2315</th>\n",
       "      <td>666094000022159362</td>\n",
       "      <td>150</td>\n",
       "      <td>65</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 03:22:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2316</th>\n",
       "      <td>666082916733198337</td>\n",
       "      <td>100</td>\n",
       "      <td>41</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 02:38:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2317</th>\n",
       "      <td>666073100786774016</td>\n",
       "      <td>278</td>\n",
       "      <td>138</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 01:59:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2318</th>\n",
       "      <td>666071193221509120</td>\n",
       "      <td>133</td>\n",
       "      <td>52</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 01:52:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2319</th>\n",
       "      <td>666063827256086533</td>\n",
       "      <td>423</td>\n",
       "      <td>186</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 01:22:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2320</th>\n",
       "      <td>666058600524156928</td>\n",
       "      <td>103</td>\n",
       "      <td>49</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 01:01:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2321</th>\n",
       "      <td>666057090499244032</td>\n",
       "      <td>259</td>\n",
       "      <td>116</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 00:55:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>666055525042405380</td>\n",
       "      <td>390</td>\n",
       "      <td>207</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 00:49:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2323</th>\n",
       "      <td>666051853826850816</td>\n",
       "      <td>1076</td>\n",
       "      <td>735</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 00:35:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>666050758794694657</td>\n",
       "      <td>119</td>\n",
       "      <td>51</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 00:30:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2325</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>92</td>\n",
       "      <td>37</td>\n",
       "      <td>9004778</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 00:24:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>256</td>\n",
       "      <td>120</td>\n",
       "      <td>9004778</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-16 00:04:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>105</td>\n",
       "      <td>38</td>\n",
       "      <td>9004778</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-15 23:21:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2328</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>117</td>\n",
       "      <td>41</td>\n",
       "      <td>9004778</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-15 23:05:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>2333</td>\n",
       "      <td>440</td>\n",
       "      <td>9004778</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-15 22:32:08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2330 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  favorite_count  retweet_count  followers_count  \\\n",
       "0     892420643555336193           34752           7278          9004970   \n",
       "1     892177421306343426           30127           5445          9004970   \n",
       "2     891815181378084864           22673           3585          9004970   \n",
       "3     891689557279858688           38039           7474          9004970   \n",
       "4     891327558926688256           36315           8030          9004970   \n",
       "5     891087950875897856           18319           2694          9004970   \n",
       "6     890971913173991426           10671           1736          9004970   \n",
       "7     890729181411237888           58572          16343          9004970   \n",
       "8     890609185150312448           25214           3736          9005173   \n",
       "9     890240255349198849           28761           6308          9004970   \n",
       "10    890006608113172480           27767           6344          9004970   \n",
       "11    889880896479866881           25247           4313          9004970   \n",
       "12    889665388333682689           43299           8638          9004970   \n",
       "13    889638837579907072           24353           3861          9004970   \n",
       "14    889531135344209921           13721           1946          9004970   \n",
       "15    889278841981685760           22743           4606          9004970   \n",
       "16    888917238123831296           26322           3874          9004970   \n",
       "17    888804989199671297           23104           3668          9004970   \n",
       "18    888554962724278272           17818           2977          9004970   \n",
       "19    888078434458587136           19703           3003          9004970   \n",
       "20    887705289381826560           27372           4676          9004970   \n",
       "21    887517139158093824           41824          10175          9005173   \n",
       "22    887473957103951883           61947          15549          9004970   \n",
       "23    887343217045368832           30387           9118          9004970   \n",
       "24    887101392804085760           27720           5158          9004970   \n",
       "25    886983233522544640           31346           6602          9004970   \n",
       "26    886736880519319552           10793           2737          9004970   \n",
       "27    886680336477933568           20317           3870          9004970   \n",
       "28    886366144734445568           19078           2729          9004970   \n",
       "29    886267009285017600             105              3          9004970   \n",
       "...                  ...             ...            ...              ...   \n",
       "2300  666411507551481857             386            281          9004780   \n",
       "2301  666407126856765440              98             30          9004780   \n",
       "2302  666396247373291520             150             72          9004780   \n",
       "2303  666373753744588802             166             75          9004780   \n",
       "2304  666362758909284353             683            488          9004780   \n",
       "2305  666353288456101888             189             63          9004780   \n",
       "2306  666345417576210432             259            128          9004780   \n",
       "2307  666337882303524864             171             80          9004780   \n",
       "2308  666293911632134144             446            304          9004780   \n",
       "2309  666287406224695296             129             57          9004779   \n",
       "2310  666273097616637952             155             69          9004779   \n",
       "2311  666268910803644416              91             32          9004779   \n",
       "2312  666104133288665088           13028           5684          9004779   \n",
       "2313  666102155909144576              68             11          9004779   \n",
       "2314  666099513787052032             139             56          9004779   \n",
       "2315  666094000022159362             150             65          9004779   \n",
       "2316  666082916733198337             100             41          9004779   \n",
       "2317  666073100786774016             278            138          9004779   \n",
       "2318  666071193221509120             133             52          9004779   \n",
       "2319  666063827256086533             423            186          9004779   \n",
       "2320  666058600524156928             103             49          9004779   \n",
       "2321  666057090499244032             259            116          9004779   \n",
       "2322  666055525042405380             390            207          9004779   \n",
       "2323  666051853826850816            1076            735          9004779   \n",
       "2324  666050758794694657             119             51          9004779   \n",
       "2325  666049248165822465              92             37          9004778   \n",
       "2326  666044226329800704             256            120          9004778   \n",
       "2327  666033412701032449             105             38          9004778   \n",
       "2328  666029285002620928             117             41          9004778   \n",
       "2329  666020888022790149            2333            440          9004778   \n",
       "\n",
       "      favourites_count  friends_count           date_time  \n",
       "0               145413             18 2017-08-01 16:23:56  \n",
       "1               145413             18 2017-08-01 00:17:27  \n",
       "2               145413             18 2017-07-31 00:18:03  \n",
       "3               145413             18 2017-07-30 15:58:51  \n",
       "4               145413             18 2017-07-29 16:00:24  \n",
       "5               145413             18 2017-07-29 00:08:17  \n",
       "6               145413             18 2017-07-28 16:27:12  \n",
       "7               145413             18 2017-07-28 00:22:40  \n",
       "8               145411             18 2017-07-27 16:25:51  \n",
       "9               145413             18 2017-07-26 15:59:51  \n",
       "10              145413             18 2017-07-26 00:31:25  \n",
       "11              145413             18 2017-07-25 16:11:53  \n",
       "12              145413             18 2017-07-25 01:55:32  \n",
       "13              145413             18 2017-07-25 00:10:02  \n",
       "14              145413             18 2017-07-24 17:02:04  \n",
       "15              145413             18 2017-07-24 00:19:32  \n",
       "16              145413             18 2017-07-23 00:22:39  \n",
       "17              145413             18 2017-07-22 16:56:37  \n",
       "18              145413             18 2017-07-22 00:23:06  \n",
       "19              145413             18 2017-07-20 16:49:33  \n",
       "20              145413             18 2017-07-19 16:06:48  \n",
       "21              145411             18 2017-07-19 03:39:09  \n",
       "22              145413             18 2017-07-19 00:47:34  \n",
       "23              145413             18 2017-07-18 16:08:03  \n",
       "24              145413             18 2017-07-18 00:07:08  \n",
       "25              145413             18 2017-07-17 16:17:36  \n",
       "26              145413             18 2017-07-16 23:58:41  \n",
       "27              145413             18 2017-07-16 20:14:00  \n",
       "28              145413             18 2017-07-15 23:25:31  \n",
       "29              145413             18 2017-07-15 16:51:35  \n",
       "...                ...            ...                 ...  \n",
       "2300            145410             18 2015-11-17 00:24:19  \n",
       "2301            145410             18 2015-11-17 00:06:54  \n",
       "2302            145410             18 2015-11-16 23:23:41  \n",
       "2303            145410             18 2015-11-16 21:54:18  \n",
       "2304            145410             18 2015-11-16 21:10:36  \n",
       "2305            145410             18 2015-11-16 20:32:58  \n",
       "2306            145410             18 2015-11-16 20:01:42  \n",
       "2307            145410             18 2015-11-16 19:31:45  \n",
       "2308            145410             18 2015-11-16 16:37:02  \n",
       "2309            145410             18 2015-11-16 16:11:11  \n",
       "2310            145410             18 2015-11-16 15:14:19  \n",
       "2311            145410             18 2015-11-16 14:57:41  \n",
       "2312            145410             18 2015-11-16 04:02:55  \n",
       "2313            145410             18 2015-11-16 03:55:04  \n",
       "2314            145410             18 2015-11-16 03:44:34  \n",
       "2315            145410             18 2015-11-16 03:22:39  \n",
       "2316            145410             18 2015-11-16 02:38:37  \n",
       "2317            145410             18 2015-11-16 01:59:36  \n",
       "2318            145410             18 2015-11-16 01:52:02  \n",
       "2319            145410             18 2015-11-16 01:22:45  \n",
       "2320            145410             18 2015-11-16 01:01:59  \n",
       "2321            145410             18 2015-11-16 00:55:59  \n",
       "2322            145410             18 2015-11-16 00:49:46  \n",
       "2323            145410             18 2015-11-16 00:35:11  \n",
       "2324            145410             18 2015-11-16 00:30:50  \n",
       "2325            145410             18 2015-11-16 00:24:50  \n",
       "2326            145410             18 2015-11-16 00:04:52  \n",
       "2327            145410             18 2015-11-15 23:21:54  \n",
       "2328            145410             18 2015-11-15 23:05:30  \n",
       "2329            145410             18 2015-11-15 22:32:08  \n",
       "\n",
       "[2330 rows x 7 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Programatic Assessment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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_archive_enhanced.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2330 entries, 0 to 2329\n",
      "Data columns (total 7 columns):\n",
      "tweet_id            2330 non-null int64\n",
      "favorite_count      2330 non-null int64\n",
      "retweet_count       2330 non-null int64\n",
      "followers_count     2330 non-null int64\n",
      "favourites_count    2330 non-null int64\n",
      "friends_count       2330 non-null int64\n",
      "date_time           2330 non-null datetime64[ns]\n",
      "dtypes: datetime64[ns](1), int64(6)\n",
      "memory usage: 127.5 KB\n"
     ]
    }
   ],
   "source": [
    "tweet_json.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assessing: `Twitter Archive Enhanced Data`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "        text-align: right;\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>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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>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",
       "      <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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>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",
       "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 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  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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",
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       "      <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>1508</th>\n",
       "      <td>691483041324204033</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-25 04:49:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>When bae says they can't go out but you see th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/691483041...</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>1767</th>\n",
       "      <td>678396796259975168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-20 02:09:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>These little fellas have opposite facial expre...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/678396796...</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>1989</th>\n",
       "      <td>672828477930868736</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-04 17:23:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jerry. He's a Timbuk Slytherin. Eats h...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/672828477...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Jerry</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2064</th>\n",
       "      <td>671154572044468225</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-30 02:31:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</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>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Holly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>805932879469572096</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-06 00:32:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Major. He put on a tie for his first r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/805932879...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Major</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",
       "1508  691483041324204033                    NaN                  NaN   \n",
       "1767  678396796259975168                    NaN                  NaN   \n",
       "1989  672828477930868736                    NaN                  NaN   \n",
       "2064  671154572044468225                    NaN                  NaN   \n",
       "544   805932879469572096                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "1508  2016-01-25 04:49:38 +0000   \n",
       "1767  2015-12-20 02:09:34 +0000   \n",
       "1989  2015-12-04 17:23:04 +0000   \n",
       "2064  2015-11-30 02:31:34 +0000   \n",
       "544   2016-12-06 00:32:26 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "1508  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1767  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1989  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2064  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "544   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "1508  When bae says they can't go out but you see th...                  NaN   \n",
       "1767  These little fellas have opposite facial expre...                  NaN   \n",
       "1989  This is Jerry. He's a Timbuk Slytherin. Eats h...                  NaN   \n",
       "2064  Meet Holly. She's trying to teach small human-...                  NaN   \n",
       "544   This is Major. He put on a tie for his first r...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "1508                       NaN                        NaN   \n",
       "1767                       NaN                        NaN   \n",
       "1989                       NaN                        NaN   \n",
       "2064                       NaN                        NaN   \n",
       "544                        NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "1508  https://twitter.com/dog_rates/status/691483041...                 5   \n",
       "1767  https://twitter.com/dog_rates/status/678396796...                12   \n",
       "1989  https://twitter.com/dog_rates/status/672828477...                 9   \n",
       "2064  https://twitter.com/dog_rates/status/671154572...                11   \n",
       "544   https://twitter.com/dog_rates/status/805932879...                12   \n",
       "\n",
       "      rating_denominator   name doggo floofer pupper puppo  \n",
       "1508                  10   None  None    None   None  None  \n",
       "1767                  10   None  None    None   None  None  \n",
       "1989                  10  Jerry  None    None   None  None  \n",
       "2064                  10  Holly  None    None   None  None  \n",
       "544                   10  Major  None    None   None  None  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['tweet_id', 'in_reply_to_status_id', 'in_reply_to_user_id', 'timestamp',\n",
       "       'source', 'text', 'retweeted_status_id', 'retweeted_status_user_id',\n",
       "       'retweeted_status_timestamp', 'expanded_urls', 'rating_numerator',\n",
       "       'rating_denominator', 'name', 'doggo', 'floofer', 'pupper', 'puppo'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "######  Quality: \n",
    "- `Source` format is bad and can't be read easily.\n",
    "\n",
    "######  Tidiness: \n",
    "- No need to divide Dog stages in 4 different columns like \n",
    "    - `'doggo'`\n",
    "    - `'floofer'`\n",
    "    - `'pupper'`\n",
    "    - `'puppo'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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_archive_enhanced.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "######  Quality: \n",
    "\n",
    "- These attributes should be `integers/strings` instead of `float`\n",
    "    - in_reply_to_status_id\n",
    "    - in_reply_to_user_id\n",
    "    - retweeted_status_id\n",
    "    - retweeted_status_user_id\n",
    "- Columns should be `datetime` instead of `object(string)`.\n",
    "    - retweeted_status_timestamp\n",
    "    - timestamp\n",
    "- We may want to change these columns types to `string` because We don't want any operations on them.\n",
    "    - tweet_id\n",
    "    - in_reply_to_status_id   \n",
    "    - in_reply_to_user_id \n",
    "    - retweeted_status_id \n",
    "    - retweeted_status_user_id\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced[twitter_archive_enhanced.tweet_id.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</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>count</th>\n",
       "      <td>2356</td>\n",
       "      <td>2356</td>\n",
       "      <td>2356</td>\n",
       "      <td>181</td>\n",
       "      <td>2297</td>\n",
       "      <td>2356</td>\n",
       "      <td>2356</td>\n",
       "      <td>2356</td>\n",
       "      <td>2356</td>\n",
       "      <td>2356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>2356</td>\n",
       "      <td>4</td>\n",
       "      <td>2356</td>\n",
       "      <td>181</td>\n",
       "      <td>2218</td>\n",
       "      <td>957</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>2015-12-18 05:06:23 +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>2016-10-14 16:13:10 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/761672994...</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>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>2221</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>745</td>\n",
       "      <td>2259</td>\n",
       "      <td>2346</td>\n",
       "      <td>2099</td>\n",
       "      <td>2326</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        timestamp  \\\n",
       "count                        2356   \n",
       "unique                       2356   \n",
       "top     2015-12-18 05:06:23 +0000   \n",
       "freq                            1   \n",
       "\n",
       "                                                   source  \\\n",
       "count                                                2356   \n",
       "unique                                                  4   \n",
       "top     <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "freq                                                 2221   \n",
       "\n",
       "                                                     text  \\\n",
       "count                                                2356   \n",
       "unique                                               2356   \n",
       "top     After some outrage from the crowd. Bubbles is ...   \n",
       "freq                                                    1   \n",
       "\n",
       "       retweeted_status_timestamp  \\\n",
       "count                         181   \n",
       "unique                        181   \n",
       "top     2016-10-14 16:13:10 +0000   \n",
       "freq                            1   \n",
       "\n",
       "                                            expanded_urls  name doggo floofer  \\\n",
       "count                                                2297  2356  2356    2356   \n",
       "unique                                               2218   957     2       2   \n",
       "top     https://twitter.com/dog_rates/status/761672994...  None  None    None   \n",
       "freq                                                    2   745  2259    2346   \n",
       "\n",
       "       pupper puppo  \n",
       "count    2356  2356  \n",
       "unique      2     2  \n",
       "top      None  None  \n",
       "freq     2099  2326  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.describe(include=[object])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>     2221\n",
       "<a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                          91\n",
       "<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>                       33\n",
       "<a href=\"https://about.twitter.com/products/tweetdeck\" rel=\"nofollow\">TweetDeck</a>      11\n",
       "Name: source, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.source.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>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>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>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>340</th>\n",
       "      <td>832215909146226688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-16 13:11:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Logan, the Chow who liv...</td>\n",
       "      <td>7.867091e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-10-13 23:23:56 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/786709082...</td>\n",
       "      <td>75</td>\n",
       "      <td>10</td>\n",
       "      <td>Logan</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>516</th>\n",
       "      <td>810984652412424192</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-19 23:06:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Sam. She smiles 24/7 &amp;amp; secretly aspir...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/sams-smile,https://tw...</td>\n",
       "      <td>24</td>\n",
       "      <td>7</td>\n",
       "      <td>Sam</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>786709082849828864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-13 23:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Logan, the Chow who lived. He solemnly...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/786709082...</td>\n",
       "      <td>75</td>\n",
       "      <td>10</td>\n",
       "      <td>Logan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>778027034220126208</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-20 00:24:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Sophie. She's a Jubilant Bush Pupper. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/778027034...</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>Sophie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</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>979</th>\n",
       "      <td>749981277374128128</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-04 15:00:45 +0000</td>\n",
       "      <td>&lt;a href=\"https://about.twitter.com/products/tw...</td>\n",
       "      <td>This is Atticus. He's quite simply America af....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/749981277...</td>\n",
       "      <td>1776</td>\n",
       "      <td>10</td>\n",
       "      <td>Atticus</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>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>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>1712</th>\n",
       "      <td>680494726643068929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-25 21:06:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have uncovered an entire battalion of ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680494726...</td>\n",
       "      <td>26</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>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",
       "    <tr>\n",
       "      <th>2074</th>\n",
       "      <td>670842764863651840</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-29 05:52:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>After so many requests... here you go.\\n\\nGood...</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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "188   855862651834028034           8.558616e+17         1.943518e+08   \n",
       "189   855860136149123072           8.558585e+17         1.361572e+07   \n",
       "290   838150277551247360           8.381455e+17         2.195506e+07   \n",
       "313   835246439529840640           8.352460e+17         2.625958e+07   \n",
       "340   832215909146226688                    NaN                  NaN   \n",
       "433   820690176645140481                    NaN                  NaN   \n",
       "516   810984652412424192                    NaN                  NaN   \n",
       "695   786709082849828864                    NaN                  NaN   \n",
       "763   778027034220126208                    NaN                  NaN   \n",
       "902   758467244762497024                    NaN                  NaN   \n",
       "979   749981277374128128                    NaN                  NaN   \n",
       "1120  731156023742988288                    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",
       "1634  684225744407494656           6.842229e+17         4.196984e+09   \n",
       "1635  684222868335505415                    NaN                  NaN   \n",
       "1712  680494726643068929                    NaN                  NaN   \n",
       "1779  677716515794329600                    NaN                  NaN   \n",
       "1843  675853064436391936                    NaN                  NaN   \n",
       "2074  670842764863651840                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "188   2017-04-22 19:15:32 +0000   \n",
       "189   2017-04-22 19:05:32 +0000   \n",
       "290   2017-03-04 22:12:52 +0000   \n",
       "313   2017-02-24 21:54:03 +0000   \n",
       "340   2017-02-16 13:11:49 +0000   \n",
       "433   2017-01-15 17:52:40 +0000   \n",
       "516   2016-12-19 23:06:23 +0000   \n",
       "695   2016-10-13 23:23:56 +0000   \n",
       "763   2016-09-20 00:24:34 +0000   \n",
       "902   2016-07-28 01:00:57 +0000   \n",
       "979   2016-07-04 15:00:45 +0000   \n",
       "1120  2016-05-13 16:15:54 +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",
       "1634  2016-01-05 04:11:44 +0000   \n",
       "1635  2016-01-05 04:00:18 +0000   \n",
       "1712  2015-12-25 21:06:00 +0000   \n",
       "1779  2015-12-18 05:06:23 +0000   \n",
       "1843  2015-12-13 01:41:41 +0000   \n",
       "2074  2015-11-29 05:52:33 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "188   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "189   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "290   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "313   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "340   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "433   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "516   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "695   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "763   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "902   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "979   <a href=\"https://about.twitter.com/products/tw...   \n",
       "1120  <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",
       "1634  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1635  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1712  <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",
       "2074  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\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",
       "290                                  @markhoppus 182/10                  NaN   \n",
       "313   @jonnysun @Lin_Manuel ok jomny I know you're e...                  NaN   \n",
       "340   RT @dog_rates: This is Logan, the Chow who liv...         7.867091e+17   \n",
       "433   The floofs have been released I repeat the flo...                  NaN   \n",
       "516   Meet Sam. She smiles 24/7 &amp; secretly aspir...                  NaN   \n",
       "695   This is Logan, the Chow who lived. He solemnly...                  NaN   \n",
       "763   This is Sophie. She's a Jubilant Bush Pupper. ...                  NaN   \n",
       "902   Why does this never happen at my front door......                  NaN   \n",
       "979   This is Atticus. He's quite simply America af....                  NaN   \n",
       "1120  Say hello to this unbelievably well behaved sq...                  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",
       "1634  Two sneaky puppers were not initially seen, mo...                  NaN   \n",
       "1635  Someone help the girl is being mugged. Several...                  NaN   \n",
       "1712  Here we have uncovered an entire battalion of ...                  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",
       "2074  After so many requests... here you go.\\n\\nGood...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "188                        NaN                        NaN   \n",
       "189                        NaN                        NaN   \n",
       "290                        NaN                        NaN   \n",
       "313                        NaN                        NaN   \n",
       "340               4.196984e+09  2016-10-13 23:23:56 +0000   \n",
       "433                        NaN                        NaN   \n",
       "516                        NaN                        NaN   \n",
       "695                        NaN                        NaN   \n",
       "763                        NaN                        NaN   \n",
       "902                        NaN                        NaN   \n",
       "979                        NaN                        NaN   \n",
       "1120                       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",
       "1634                       NaN                        NaN   \n",
       "1635                       NaN                        NaN   \n",
       "1712                       NaN                        NaN   \n",
       "1779                       NaN                        NaN   \n",
       "1843                       NaN                        NaN   \n",
       "2074                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "188                                                 NaN               420   \n",
       "189                                                 NaN               666   \n",
       "290                                                 NaN               182   \n",
       "313                                                 NaN               960   \n",
       "340   https://twitter.com/dog_rates/status/786709082...                75   \n",
       "433   https://twitter.com/dog_rates/status/820690176...                84   \n",
       "516   https://www.gofundme.com/sams-smile,https://tw...                24   \n",
       "695   https://twitter.com/dog_rates/status/786709082...                75   \n",
       "763   https://twitter.com/dog_rates/status/778027034...                27   \n",
       "902   https://twitter.com/dog_rates/status/758467244...               165   \n",
       "979   https://twitter.com/dog_rates/status/749981277...              1776   \n",
       "1120  https://twitter.com/dog_rates/status/731156023...               204   \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",
       "1634  https://twitter.com/dog_rates/status/684225744...               143   \n",
       "1635  https://twitter.com/dog_rates/status/684222868...               121   \n",
       "1712  https://twitter.com/dog_rates/status/680494726...                26   \n",
       "1779  https://twitter.com/dog_rates/status/677716515...               144   \n",
       "1843  https://twitter.com/dog_rates/status/675853064...                88   \n",
       "2074  https://twitter.com/dog_rates/status/670842764...               420   \n",
       "\n",
       "      rating_denominator      name doggo floofer  pupper puppo  \n",
       "188                   10      None  None    None    None  None  \n",
       "189                   10      None  None    None    None  None  \n",
       "290                   10      None  None    None    None  None  \n",
       "313                    0      None  None    None    None  None  \n",
       "340                   10     Logan  None    None    None  None  \n",
       "433                   70      None  None    None    None  None  \n",
       "516                    7       Sam  None    None    None  None  \n",
       "695                   10     Logan  None    None    None  None  \n",
       "763                   10    Sophie  None    None  pupper  None  \n",
       "902                  150      None  None    None    None  None  \n",
       "979                   10   Atticus  None    None    None  None  \n",
       "1120                 170      this  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",
       "1634                 130      None  None    None    None  None  \n",
       "1635                 110      None  None    None    None  None  \n",
       "1712                  10      None  None    None    None  None  \n",
       "1779                 120      None  None    None    None  None  \n",
       "1843                  80      None  None    None    None  None  \n",
       "2074                  10      None  None    None    None  None  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced[twitter_archive_enhanced.rating_numerator > 20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Quality:\n",
    "\n",
    "- The columns `numerator` and `denominator` have invalid values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Abby', 'Ace', 'Acro', 'Adele', 'Aiden', 'Aja', 'Akumi', 'Al',\n",
       "       'Albert', 'Albus', 'Aldrick', 'Alejandro', 'Alexander',\n",
       "       'Alexanderson', 'Alf', 'Alfie', 'Alfy', 'Alice', 'Amber', 'Ambrose',\n",
       "       'Amy', 'Amélie', 'Anakin', 'Andru', 'Andy', 'Angel', 'Anna',\n",
       "       'Anthony', 'Antony', 'Apollo', 'Aqua', 'Archie', 'Arlen', 'Arlo',\n",
       "       'Arnie', 'Arnold', 'Arya', 'Ash', 'Asher', 'Ashleigh', 'Aspen',\n",
       "       'Astrid', 'Atlas', 'Atticus', 'Aubie', 'Augie', 'Autumn', 'Ava',\n",
       "       'Axel', 'Bailey', 'Baloo', 'Balto', 'Banditt', 'Banjo', 'Barclay',\n",
       "       'Barney', 'Baron', 'Barry', 'Batdog', 'Bauer', 'Baxter', 'Bayley',\n",
       "       'BeBe', 'Bear', 'Beau', 'Beckham', 'Beebop', 'Beemo', 'Bell',\n",
       "       'Bella', 'Belle', 'Ben', 'Benedict', 'Benji', 'Benny', 'Bentley',\n",
       "       'Berb', 'Berkeley', 'Bernie', 'Bert', 'Bertson', 'Betty', 'Beya',\n",
       "       'Biden', 'Bilbo', 'Billl', 'Billy', 'Binky', 'Birf', 'Bisquick',\n",
       "       'Blakely', 'Blanket', 'Blipson', 'Blitz', 'Bloo', 'Bloop', 'Blu',\n",
       "       'Blue', 'Bluebert', 'Bo', 'Bob', 'Bobb', 'Bobbay', 'Bobble',\n",
       "       'Bobby', 'Bode', 'Bodie', 'Bonaparte', 'Bones', 'Bookstore',\n",
       "       'Boomer', 'Boots', 'Boston', 'Bowie', 'Brad', 'Bradlay', 'Bradley',\n",
       "       'Brady', 'Brandi', 'Brandonald', 'Brandy', 'Brat', 'Brian',\n",
       "       'Brockly', 'Brody', 'Bronte', 'Brooks', 'Brownie', 'Bruce',\n",
       "       'Brudge', 'Bruiser', 'Bruno', 'Brutus', 'Bubba', 'Bubbles',\n",
       "       'Buckley', 'Buddah', 'Buddy', 'Bungalo', 'Burt', 'Butter',\n",
       "       'Butters', 'Cal', 'Calbert', 'Cali', 'Callie', 'Calvin', 'Canela',\n",
       "       'Cannon', 'Carbon', 'Carl', 'Carll', 'Carly', 'Carper', 'Carter',\n",
       "       'Caryl', 'Cash', 'Cassie', 'CeCe', 'Cecil', 'Cedrick', 'Cermet',\n",
       "       'Chadrick', 'Champ', 'Charl', 'Charles', 'Charleson', 'Charlie',\n",
       "       'Chase', 'Chaz', 'Cheesy', 'Chef', 'Chelsea', 'Cheryl', 'Chesney',\n",
       "       'Chester', 'Chesterson', 'Chet', 'Chevy', 'Chip', 'Chipson',\n",
       "       'Chloe', 'Chompsky', 'Christoper', 'Chubbs', 'Chuck', 'Chuckles',\n",
       "       'Chuq', 'Churlie', 'Cilantro', 'Clarence', 'Clark', 'Clarkus',\n",
       "       'Clarq', 'Claude', 'Cleopatricia', 'Clifford', 'Clybe', 'Clyde',\n",
       "       'Coco', 'Cody', 'Colby', 'Coleman', 'Colin', 'Combo', 'Comet',\n",
       "       'Cooper', 'Coops', 'Coopson', 'Cora', 'Corey', 'Covach', 'Craig',\n",
       "       'Crawford', 'Creg', 'Crimson', 'Crouton', 'Crumpet', 'Crystal',\n",
       "       'Cuddles', 'Cupcake', 'Cupid', 'Curtis', 'Daisy', 'Dakota', 'Dale',\n",
       "       'Dallas', 'Damon', 'Daniel', 'Danny', 'Dante', 'Darby', 'Darla',\n",
       "       'Darrel', 'Dash', 'Dave', 'Davey', 'Dawn', 'DayZ', 'Deacon',\n",
       "       'Derby', 'Derek', 'Devón', 'Dewey', 'Dex', 'Dexter', 'Dido',\n",
       "       'Dietrich', 'Diogi', 'Divine', 'Dixie', 'Django', 'Dobby', 'Doc',\n",
       "       'DonDon', 'Donny', 'Doobert', 'Dook', 'Dot', 'Dotsy', 'Doug',\n",
       "       'Duchess', 'Duddles', 'Dudley', 'Dug', 'Duke', 'Dunkin', 'Durg',\n",
       "       'Dutch', 'Dwight', 'Dylan', 'Earl', 'Eazy', 'Ebby', 'Ed', 'Edd',\n",
       "       'Edgar', 'Edmund', 'Eevee', 'Einstein', 'Eleanor', 'Eli', 'Ellie',\n",
       "       'Elliot', 'Emanuel', 'Ember', 'Emma', 'Emmie', 'Emmy', 'Enchilada',\n",
       "       'Erik', 'Eriq', 'Ester', 'Eugene', 'Eve', 'Evy', 'Fabio', 'Farfle',\n",
       "       'Ferg', 'Fido', 'Fiji', 'Fillup', 'Filup', 'Finley', 'Finn',\n",
       "       'Finnegus', 'Fiona', 'Fizz', 'Flash', 'Fletcher', 'Florence',\n",
       "       'Flurpson', 'Flávio', 'Frank', 'Frankie', 'Franklin', 'Franq',\n",
       "       'Fred', 'Freddery', 'Frönq', 'Furzey', 'Fwed', 'Fynn', 'Gabby',\n",
       "       'Gabe', 'Gary', 'General', 'Genevieve', 'Geno', 'Geoff', 'George',\n",
       "       'Georgie', 'Gerald', 'Gerbald', 'Gert', 'Gidget', 'Gilbert', 'Gin',\n",
       "       'Ginger', 'Gizmo', 'Glacier', 'Glenn', 'Godi', 'Godzilla',\n",
       "       'Goliath', 'Goose', 'Gordon', 'Grady', 'Grey', 'Griffin',\n",
       "       'Griswold', 'Grizz', 'Grizzie', 'Grizzwald', 'Gromit', 'Gunner',\n",
       "       'Gus', 'Gustaf', 'Gustav', 'Gòrdón', 'Hall', 'Halo', 'Hammond',\n",
       "       'Hamrick', 'Hank', 'Hanz', 'Happy', 'Harlso', 'Harnold', 'Harold',\n",
       "       'Harper', 'Harrison', 'Harry', 'Harvey', 'Hazel', 'Hector',\n",
       "       'Heinrich', 'Henry', 'Herald', 'Herb', 'Hercules', 'Herm',\n",
       "       'Hermione', 'Hero', 'Herschel', 'Hobbes', 'Holly', 'Horace',\n",
       "       'Howie', 'Hubertson', 'Huck', 'Humphrey', 'Hunter', 'Hurley',\n",
       "       'Huxley', 'Iggy', 'Ike', 'Indie', 'Iroh', 'Ito', 'Ivar', 'Izzy',\n",
       "       'JD', 'Jack', 'Jackie', 'Jackson', 'Jameson', 'Jamesy', 'Jangle',\n",
       "       'Jareld', 'Jarod', 'Jarvis', 'Jaspers', 'Jax', 'Jay', 'Jaycob',\n",
       "       'Jazz', 'Jazzy', 'Jeb', 'Jebberson', 'Jed', 'Jeffrey', 'Jeffri',\n",
       "       'Jeffrie', 'Jennifur', 'Jeph', 'Jeremy', 'Jerome', 'Jerry',\n",
       "       'Jersey', 'Jesse', 'Jessifer', 'Jessiga', 'Jett', 'Jim', 'Jimbo',\n",
       "       'Jiminus', 'Jiminy', 'Jimison', 'Jimothy', 'Jo', 'Jockson', 'Joey',\n",
       "       'Jomathan', 'Jonah', 'Jordy', 'Josep', 'Joshwa', 'Juckson', 'Julio',\n",
       "       'Julius', 'Juno', 'Kaia', 'Kaiya', 'Kallie', 'Kane', 'Kanu', 'Kara',\n",
       "       'Karl', 'Karll', 'Karma', 'Kathmandu', 'Katie', 'Kawhi', 'Kayla',\n",
       "       'Keet', 'Keith', 'Kellogg', 'Ken', 'Kendall', 'Kenneth', 'Kenny',\n",
       "       'Kenzie', 'Keurig', 'Kevin', 'Kevon', 'Kial', 'Kilo', 'Kingsley',\n",
       "       'Kirby', 'Kirk', 'Klein', 'Klevin', 'Kloey', 'Kobe', 'Koda', 'Kody',\n",
       "       'Koko', 'Kollin', 'Kona', 'Kota', 'Kramer', 'Kreg', 'Kreggory',\n",
       "       'Kulet', 'Kuyu', 'Kyle', 'Kyro', 'Lacy', 'Laela', 'Laika',\n",
       "       'Lambeau', 'Lance', 'Larry', 'Lassie', 'Layla', 'Leela', 'Lennon',\n",
       "       'Lenny', 'Lenox', 'Leo', 'Leonard', 'Leonidas', 'Levi', 'Liam',\n",
       "       'Lilah', 'Lili', 'Lilli', 'Lillie', 'Lilly', 'Lily', 'Lincoln',\n",
       "       'Linda', 'Link', 'Linus', 'Lipton', 'Livvie', 'Lizzie', 'Logan',\n",
       "       'Loki', 'Lola', 'Lolo', 'Longfellow', 'Loomis', 'Lorelei',\n",
       "       'Lorenzo', 'Lou', 'Louie', 'Louis', 'Luca', 'Lucia', 'Lucky',\n",
       "       'Lucy', 'Lugan', 'Lulu', 'Luna', 'Lupe', 'Luther', 'Mabel', 'Mac',\n",
       "       'Mack', 'Maddie', 'Maggie', 'Mairi', 'Maisey', 'Major', 'Maks',\n",
       "       'Malcolm', 'Malikai', 'Margo', 'Mark', 'Marlee', 'Marley', 'Marq',\n",
       "       'Marty', 'Marvin', 'Mary', 'Mason', 'Mattie', 'Maude', 'Mauve',\n",
       "       'Max', 'Maxaroni', 'Maximus', 'Maxwell', 'Maya', 'Meatball',\n",
       "       'Meera', 'Meyer', 'Mia', 'Michelangelope', 'Miguel', 'Mike',\n",
       "       'Miley', 'Milky', 'Millie', 'Milo', 'Mimosa', 'Mingus', 'Mister',\n",
       "       'Misty', 'Mitch', 'Mo', 'Moe', 'Mojo', 'Mollie', 'Molly', 'Mona',\n",
       "       'Monkey', 'Monster', 'Monty', 'Moofasa', 'Mookie', 'Moose',\n",
       "       'Moreton', 'Mosby', 'Murphy', 'Mutt', 'Mya', 'Nala', 'Naphaniel',\n",
       "       'Napolean', 'Nelly', 'Neptune', 'Newt', 'Nico', 'Nida', 'Nigel',\n",
       "       'Nimbus', 'Noah', 'Nollie', 'None', 'Noosh', 'Norman', 'Nugget',\n",
       "       'O', 'Oakley', 'Obi', 'Obie', 'Oddie', 'Odie', 'Odin', 'Olaf',\n",
       "       'Ole', 'Olive', 'Oliver', 'Olivia', 'Oliviér', 'Ollie', 'Opal',\n",
       "       'Opie', 'Oreo', 'Orion', 'Oscar', 'Oshie', 'Otis', 'Ozzie', 'Ozzy',\n",
       "       'Pablo', 'Paisley', 'Pancake', 'Panda', 'Patch', 'Patrick', 'Paull',\n",
       "       'Pavlov', 'Pawnd', 'Peaches', 'Peanut', 'Penelope', 'Penny',\n",
       "       'Pepper', 'Percy', 'Perry', 'Pete', 'Petrick', 'Pherb', 'Phil',\n",
       "       'Philbert', 'Philippe', 'Phineas', 'Phred', 'Pickles', 'Pilot',\n",
       "       'Pinot', 'Pip', 'Piper', 'Pippa', 'Pippin', 'Pipsy', 'Pluto',\n",
       "       'Poppy', 'Pubert', 'Puff', 'Pumpkin', 'Pupcasso', 'Quinn', 'Ralf',\n",
       "       'Ralph', 'Ralpher', 'Ralphie', 'Ralphson', 'Ralphus', 'Ralphy',\n",
       "       'Ralphé', 'Rambo', 'Randall', 'Raphael', 'Rascal', 'Raymond',\n",
       "       'Reagan', 'Reese', 'Reggie', 'Reginald', 'Remington', 'Remus',\n",
       "       'Remy', 'Reptar', 'Rey', 'Rhino', 'Richie', 'Ricky', 'Ridley',\n",
       "       'Riley', 'Rilo', 'Rinna', 'River', 'Rizzo', 'Rizzy', 'Robin',\n",
       "       'Rocco', 'Rocky', 'Rodman', 'Rodney', 'Rolf', 'Romeo', 'Ron',\n",
       "       'Ronduh', 'Ronnie', 'Rontu', 'Rooney', 'Roosevelt', 'Rorie', 'Rory',\n",
       "       'Roscoe', 'Rose', 'Rosie', 'Rover', 'Rubio', 'Ruby', 'Rudy',\n",
       "       'Rueben', 'Ruffles', 'Rufio', 'Rufus', 'Rumble', 'Rumpole',\n",
       "       'Rupert', 'Rusty', 'Sadie', 'Sage', 'Sailer', 'Sailor', 'Sam',\n",
       "       'Sammy', 'Sampson', 'Samsom', 'Samson', 'Sandra', 'Sandy', 'Sansa',\n",
       "       'Sarge', 'Saydee', 'Schnitzel', 'Schnozz', 'Scooter', 'Scott',\n",
       "       'Scout', 'Scruffers', 'Seamus', 'Sebastian', 'Sephie', 'Severus',\n",
       "       'Shadoe', 'Shadow', 'Shaggy', 'Shakespeare', 'Shawwn', 'Shelby',\n",
       "       'Shikha', 'Shiloh', 'Shnuggles', 'Shooter', 'Siba', 'Sid', 'Sierra',\n",
       "       'Simba', 'Skittle', 'Skittles', 'Sky', 'Skye', 'Smiley', 'Smokey',\n",
       "       'Snickers', 'Snicku', 'Snoop', 'Snoopy', 'Sobe', 'Socks',\n",
       "       'Sojourner', 'Solomon', 'Sonny', 'Sophie', 'Sora', 'Spanky',\n",
       "       'Spark', 'Sparky', 'Spencer', 'Sprinkles', 'Sprout', 'Staniel',\n",
       "       'Stanley', 'Stark', 'Stefan', 'Stella', 'Stephan', 'Stephanus',\n",
       "       'Steve', 'Steven', 'Stewie', 'Storkson', 'Stormy', 'Strider',\n",
       "       'Striker', 'Strudel', 'Stu', 'Stuart', 'Stubert', 'Sugar', 'Suki',\n",
       "       'Sully', 'Sundance', 'Sunny', 'Sunshine', 'Superpup', 'Swagger',\n",
       "       'Sweet', 'Sweets', 'Taco', 'Tango', 'Tanner', 'Tassy', 'Tater',\n",
       "       'Tayzie', 'Taz', 'Tebow', 'Ted', 'Tedders', 'Teddy', 'Tedrick',\n",
       "       'Terrance', 'Terrenth', 'Terry', 'Tess', 'Tessa', 'Theo',\n",
       "       'Theodore', 'Thor', 'Thumas', 'Tiger', 'Tilly', 'Timber', 'Timison',\n",
       "       'Timmy', 'Timofy', 'Tino', 'Titan', 'Tito', 'Tobi', 'Toby', 'Todo',\n",
       "       'Toffee', 'Tom', 'Tommy', 'Tonks', 'Torque', 'Tove', 'Travis',\n",
       "       'Traviss', 'Trevith', 'Trigger', 'Trip', 'Tripp', 'Trooper', 'Tuck',\n",
       "       'Tucker', 'Tuco', 'Tug', 'Tupawc', 'Tycho', 'Tyr', 'Tyrone',\n",
       "       'Tyrus', 'Ulysses', 'Venti', 'Vince', 'Vincent', 'Vinnie',\n",
       "       'Vinscent', 'Vixen', 'Wafer', 'Waffles', 'Walker', 'Wallace',\n",
       "       'Wally', 'Walter', 'Watson', 'Wesley', 'Wiggles', 'Willem',\n",
       "       'William', 'Willie', 'Willow', 'Willy', 'Wilson', 'Winifred',\n",
       "       'Winnie', 'Winston', 'Wishes', 'Wyatt', 'Yoda', 'Yogi', 'Yukon',\n",
       "       'Zara', 'Zeek', 'Zeke', 'Zeus', 'Ziva', 'Zoe', 'Zoey', 'Zooey',\n",
       "       'Zuzu', 'a', 'actually', 'all', 'an', 'by', 'getting', 'his',\n",
       "       'incredibly', 'infuriating', 'just', 'life', 'light', 'mad', 'my',\n",
       "       'not', 'officially', 'old', 'one', 'quite', 'space', 'such', 'the',\n",
       "       'this', 'unacceptable', 'very'], dtype=object)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sort(twitter_archive_enhanced.name.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>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>56</th>\n",
       "      <td>881536004380872706</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-02 15:32:16 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a pupper approaching maximum borkdrive...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/881536004...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>859196978902773760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-02 00:04:57 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>We only rate dogs. This is quite clearly a smo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>855459453768019968</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-21 16:33:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Guys, we only rate dogs. This is quite clearly...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/855459453...</td>\n",
       "      <td>12</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>335</th>\n",
       "      <td>832645525019123713</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-17 17:38:57 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>There's going to be a dog terminal at JFK Airp...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://us.blastingnews.com/news/2017/02/jfk-an...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>not</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>828650029636317184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-06 17:02:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Occasionally, we're sent fantastic stories. Th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/828650029...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>one</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>806219024703037440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-06 19:29:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>We only rate dogs. Please stop sending in non-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/806219024...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>incredibly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>792913359805018113</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-31 02:17:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a perfect example of someone who has t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/792913359...</td>\n",
       "      <td>13</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>682</th>\n",
       "      <td>788552643979468800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-19 01:29:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Say hello to mad pupper. You kn...</td>\n",
       "      <td>7.363926e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-05-28 03:04:00 +0000</td>\n",
       "      <td>https://vine.co/v/iEggaEOiLO3,https://vine.co/...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>mad</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>778396591732486144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-21 00:53:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is an East African Chalupa...</td>\n",
       "      <td>7.030419e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-02-26 02:20:37 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/703041949...</td>\n",
       "      <td>10</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>773</th>\n",
       "      <td>776249906839351296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-15 02:42:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: We only rate dogs. Pls stop sen...</td>\n",
       "      <td>7.007478e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-02-19 18:24:26 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/700747788...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>very</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>772581559778025472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-04 23:46:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Guys this is getting so out of hand. We only r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/772581559...</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>819</th>\n",
       "      <td>770655142660169732</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-30 16:11:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>We only rate dogs. Pls stop sending in non-can...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/770655142...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>very</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>770093767776997377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-29 03:00:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is just downright precious...</td>\n",
       "      <td>7.410673e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-10 00:39:48 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/741067306...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>just</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>765395769549590528</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-16 03:52:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is my dog. Her name is Zoey. She knows I'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/765395769...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>my</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>755206590534418437</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-19 01:04:16 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is one of the most inspirational stories ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/755206590...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>one</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>748977405889503236</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-01 20:31:43 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>What jokester sent in a pic without a dog in i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/748977405...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>not</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>748692773788876800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-01 01:40:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>That is Quizno. This is his beach. He does not...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/748692773...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>his</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>748575535303884801</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-30 17:54:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is one of the most reckless puppers I've ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/748575535...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>one</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>747885874273214464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-28 20:14:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a mighty rare blue-tailed hammer sherk...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/747885874...</td>\n",
       "      <td>8</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>1004</th>\n",
       "      <td>747816857231626240</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-28 15:40:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Viewer discretion is advised. This is a terrib...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/747816857...</td>\n",
       "      <td>4</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>1017</th>\n",
       "      <td>746872823977771008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-26 01:08:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a carrot. We only rate dogs. Please on...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/746872823...</td>\n",
       "      <td>11</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>1025</th>\n",
       "      <td>746369468511756288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-24 15:48:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Iraqi Speed Kangaroo. It is not a d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/746369468...</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>1031</th>\n",
       "      <td>745422732645535745</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-22 01:06:43 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>We only rate dogs. Pls stop sending in non-can...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/745422732...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>very</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>744223424764059648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-18 17:41:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is actually a pupper and I'd pet it so we...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/strange_animals/status/672...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>actually</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>743222593470234624</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-15 23:24:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a very rare Great Alaskan Bush Pupper....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/743222593...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>741067306818797568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-10 00:39:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is just downright precious af. 12/10 for ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/741067306...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>just</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>740214038584557568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-07 16:09:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is getting incredibly frustrating. This i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740214038...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>getting</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>736392552031657984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-28 03:04:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine -...</td>\n",
       "      <td>Say hello to mad pupper. You know what you did...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/iEggaEOiLO3</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>mad</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>2191</th>\n",
       "      <td>668955713004314625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-24 00:54:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Slovakian Helter Skelter Feta named ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668955713...</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>2198</th>\n",
       "      <td>668815180734689280</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 15:35:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a wild Toblerone from Papua New Guinea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668815180...</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>2204</th>\n",
       "      <td>668636665813057536</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 03:46:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Irish Rigatoni terrier named Berta....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668636665...</td>\n",
       "      <td>10</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>2211</th>\n",
       "      <td>668614819948453888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 02:19:29 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a horned dog. Much grace. Can jump ove...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668614819...</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>2212</th>\n",
       "      <td>668587383441514497</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 00:30:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine -...</td>\n",
       "      <td>Never forget this vine. You will not stop watc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/ea0OwvPTx9l</td>\n",
       "      <td>13</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>2218</th>\n",
       "      <td>668507509523615744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-22 19:13:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Birmingham Quagmire named Chuk. Love...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668507509...</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>2222</th>\n",
       "      <td>668466899341221888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-22 16:31:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a mother dog caring for her pups. Snaz...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668466899...</td>\n",
       "      <td>4</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>2235</th>\n",
       "      <td>668171859951755264</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-21 20:59:20 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Trans Siberian Kellogg named Alfonso...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668171859...</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>2249</th>\n",
       "      <td>667861340749471744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-21 00:25:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Shotokon Macadamia mix named Cheryl....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667861340...</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>2255</th>\n",
       "      <td>667773195014021121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 18:35:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>This is a rare Hungarian Pinot named Jessiga. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667773195...</td>\n",
       "      <td>8</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>2264</th>\n",
       "      <td>667538891197542400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 03:04:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>This is a southwest Coriander named Klint. Hat...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667538891...</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>2273</th>\n",
       "      <td>667470559035432960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-19 22:32:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>This is a northern Wahoo named Kohl. He runs t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667470559...</td>\n",
       "      <td>11</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>2287</th>\n",
       "      <td>667177989038297088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-19 03:10:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Dasani Kingfisher from Maine. His na...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667177989...</td>\n",
       "      <td>8</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>2304</th>\n",
       "      <td>666983947667116034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-18 14:18:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a curly Ticonderoga named Pepe. No fee...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666983947...</td>\n",
       "      <td>11</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>2311</th>\n",
       "      <td>666781792255496192</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-18 00:55:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Bacardi named Octaviath. Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666781792...</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>2314</th>\n",
       "      <td>666701168228331520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 19:35:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a golden Buckminsterfullerene named Jo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666701168...</td>\n",
       "      <td>8</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>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>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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "<p>109 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "22    887517139158093824                    NaN                  NaN   \n",
       "56    881536004380872706                    NaN                  NaN   \n",
       "118   869988702071779329                    NaN                  NaN   \n",
       "169   859196978902773760                    NaN                  NaN   \n",
       "193   855459453768019968                    NaN                  NaN   \n",
       "335   832645525019123713                    NaN                  NaN   \n",
       "369   828650029636317184                    NaN                  NaN   \n",
       "542   806219024703037440                    NaN                  NaN   \n",
       "649   792913359805018113                    NaN                  NaN   \n",
       "682   788552643979468800                    NaN                  NaN   \n",
       "759   778396591732486144                    NaN                  NaN   \n",
       "773   776249906839351296                    NaN                  NaN   \n",
       "801   772581559778025472                    NaN                  NaN   \n",
       "819   770655142660169732                    NaN                  NaN   \n",
       "822   770093767776997377                    NaN                  NaN   \n",
       "852   765395769549590528                    NaN                  NaN   \n",
       "924   755206590534418437                    NaN                  NaN   \n",
       "988   748977405889503236                    NaN                  NaN   \n",
       "992   748692773788876800                    NaN                  NaN   \n",
       "993   748575535303884801                    NaN                  NaN   \n",
       "1002  747885874273214464                    NaN                  NaN   \n",
       "1004  747816857231626240                    NaN                  NaN   \n",
       "1017  746872823977771008                    NaN                  NaN   \n",
       "1025  746369468511756288                    NaN                  NaN   \n",
       "1031  745422732645535745                    NaN                  NaN   \n",
       "1040  744223424764059648                    NaN                  NaN   \n",
       "1049  743222593470234624                    NaN                  NaN   \n",
       "1063  741067306818797568                    NaN                  NaN   \n",
       "1071  740214038584557568                    NaN                  NaN   \n",
       "1095  736392552031657984                    NaN                  NaN   \n",
       "...                  ...                    ...                  ...   \n",
       "2191  668955713004314625                    NaN                  NaN   \n",
       "2198  668815180734689280                    NaN                  NaN   \n",
       "2204  668636665813057536                    NaN                  NaN   \n",
       "2211  668614819948453888                    NaN                  NaN   \n",
       "2212  668587383441514497                    NaN                  NaN   \n",
       "2218  668507509523615744                    NaN                  NaN   \n",
       "2222  668466899341221888                    NaN                  NaN   \n",
       "2235  668171859951755264                    NaN                  NaN   \n",
       "2249  667861340749471744                    NaN                  NaN   \n",
       "2255  667773195014021121                    NaN                  NaN   \n",
       "2264  667538891197542400                    NaN                  NaN   \n",
       "2273  667470559035432960                    NaN                  NaN   \n",
       "2287  667177989038297088                    NaN                  NaN   \n",
       "2304  666983947667116034                    NaN                  NaN   \n",
       "2311  666781792255496192                    NaN                  NaN   \n",
       "2314  666701168228331520                    NaN                  NaN   \n",
       "2326  666411507551481857                    NaN                  NaN   \n",
       "2327  666407126856765440                    NaN                  NaN   \n",
       "2333  666337882303524864                    NaN                  NaN   \n",
       "2334  666293911632134144                    NaN                  NaN   \n",
       "2335  666287406224695296                    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",
       "2352  666044226329800704                    NaN                  NaN   \n",
       "2353  666033412701032449                    NaN                  NaN   \n",
       "2354  666029285002620928                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "22    2017-07-19 03:39:09 +0000   \n",
       "56    2017-07-02 15:32:16 +0000   \n",
       "118   2017-05-31 18:47:24 +0000   \n",
       "169   2017-05-02 00:04:57 +0000   \n",
       "193   2017-04-21 16:33:22 +0000   \n",
       "335   2017-02-17 17:38:57 +0000   \n",
       "369   2017-02-06 17:02:17 +0000   \n",
       "542   2016-12-06 19:29:28 +0000   \n",
       "649   2016-10-31 02:17:31 +0000   \n",
       "682   2016-10-19 01:29:35 +0000   \n",
       "759   2016-09-21 00:53:04 +0000   \n",
       "773   2016-09-15 02:42:54 +0000   \n",
       "801   2016-09-04 23:46:12 +0000   \n",
       "819   2016-08-30 16:11:18 +0000   \n",
       "822   2016-08-29 03:00:36 +0000   \n",
       "852   2016-08-16 03:52:26 +0000   \n",
       "924   2016-07-19 01:04:16 +0000   \n",
       "988   2016-07-01 20:31:43 +0000   \n",
       "992   2016-07-01 01:40:41 +0000   \n",
       "993   2016-06-30 17:54:50 +0000   \n",
       "1002  2016-06-28 20:14:22 +0000   \n",
       "1004  2016-06-28 15:40:07 +0000   \n",
       "1017  2016-06-26 01:08:52 +0000   \n",
       "1025  2016-06-24 15:48:42 +0000   \n",
       "1031  2016-06-22 01:06:43 +0000   \n",
       "1040  2016-06-18 17:41:06 +0000   \n",
       "1049  2016-06-15 23:24:09 +0000   \n",
       "1063  2016-06-10 00:39:48 +0000   \n",
       "1071  2016-06-07 16:09:13 +0000   \n",
       "1095  2016-05-28 03:04:00 +0000   \n",
       "...                         ...   \n",
       "2191  2015-11-24 00:54:05 +0000   \n",
       "2198  2015-11-23 15:35:39 +0000   \n",
       "2204  2015-11-23 03:46:18 +0000   \n",
       "2211  2015-11-23 02:19:29 +0000   \n",
       "2212  2015-11-23 00:30:28 +0000   \n",
       "2218  2015-11-22 19:13:05 +0000   \n",
       "2222  2015-11-22 16:31:42 +0000   \n",
       "2235  2015-11-21 20:59:20 +0000   \n",
       "2249  2015-11-21 00:25:26 +0000   \n",
       "2255  2015-11-20 18:35:10 +0000   \n",
       "2264  2015-11-20 03:04:08 +0000   \n",
       "2273  2015-11-19 22:32:36 +0000   \n",
       "2287  2015-11-19 03:10:02 +0000   \n",
       "2304  2015-11-18 14:18:59 +0000   \n",
       "2311  2015-11-18 00:55:42 +0000   \n",
       "2314  2015-11-17 19:35:19 +0000   \n",
       "2326  2015-11-17 00:24:19 +0000   \n",
       "2327  2015-11-17 00:06:54 +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",
       "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",
       "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",
       "\n",
       "                                                 source  \\\n",
       "22    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "56    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "118   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "169   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "193   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "335   <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "369   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "542   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "649   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "682   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "759   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "773   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "801   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "819   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "822   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "852   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "924   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "988   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "992   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "993   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1002  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1004  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1017  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1025  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1031  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1040  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1049  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1063  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1071  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1095  <a href=\"http://vine.co\" rel=\"nofollow\">Vine -...   \n",
       "...                                                 ...   \n",
       "2191  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2198  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2204  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2211  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2212  <a href=\"http://vine.co\" rel=\"nofollow\">Vine -...   \n",
       "2218  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2222  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2235  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2249  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2255  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2264  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2273  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2287  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2304  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2311  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2314  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2326  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2327  <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",
       "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",
       "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",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "22    I've yet to rate a Venezuelan Hover Wiener. Th...                  NaN   \n",
       "56    Here is a pupper approaching maximum borkdrive...                  NaN   \n",
       "118   RT @dog_rates: We only rate dogs. This is quit...         8.591970e+17   \n",
       "169   We only rate dogs. This is quite clearly a smo...                  NaN   \n",
       "193   Guys, we only rate dogs. This is quite clearly...                  NaN   \n",
       "335   There's going to be a dog terminal at JFK Airp...                  NaN   \n",
       "369   Occasionally, we're sent fantastic stories. Th...                  NaN   \n",
       "542   We only rate dogs. Please stop sending in non-...                  NaN   \n",
       "649   Here is a perfect example of someone who has t...                  NaN   \n",
       "682   RT @dog_rates: Say hello to mad pupper. You kn...         7.363926e+17   \n",
       "759   RT @dog_rates: This is an East African Chalupa...         7.030419e+17   \n",
       "773   RT @dog_rates: We only rate dogs. Pls stop sen...         7.007478e+17   \n",
       "801   Guys this is getting so out of hand. We only r...                  NaN   \n",
       "819   We only rate dogs. Pls stop sending in non-can...                  NaN   \n",
       "822   RT @dog_rates: This is just downright precious...         7.410673e+17   \n",
       "852   This is my dog. Her name is Zoey. She knows I'...                  NaN   \n",
       "924   This is one of the most inspirational stories ...                  NaN   \n",
       "988   What jokester sent in a pic without a dog in i...                  NaN   \n",
       "992   That is Quizno. This is his beach. He does not...                  NaN   \n",
       "993   This is one of the most reckless puppers I've ...                  NaN   \n",
       "1002  This is a mighty rare blue-tailed hammer sherk...                  NaN   \n",
       "1004  Viewer discretion is advised. This is a terrib...                  NaN   \n",
       "1017  This is a carrot. We only rate dogs. Please on...                  NaN   \n",
       "1025  This is an Iraqi Speed Kangaroo. It is not a d...                  NaN   \n",
       "1031  We only rate dogs. Pls stop sending in non-can...                  NaN   \n",
       "1040  This is actually a pupper and I'd pet it so we...                  NaN   \n",
       "1049  This is a very rare Great Alaskan Bush Pupper....                  NaN   \n",
       "1063  This is just downright precious af. 12/10 for ...                  NaN   \n",
       "1071  This is getting incredibly frustrating. This i...                  NaN   \n",
       "1095  Say hello to mad pupper. You know what you did...                  NaN   \n",
       "...                                                 ...                  ...   \n",
       "2191  This is a Slovakian Helter Skelter Feta named ...                  NaN   \n",
       "2198  This is a wild Toblerone from Papua New Guinea...                  NaN   \n",
       "2204  This is an Irish Rigatoni terrier named Berta....                  NaN   \n",
       "2211  Here is a horned dog. Much grace. Can jump ove...                  NaN   \n",
       "2212  Never forget this vine. You will not stop watc...                  NaN   \n",
       "2218  This is a Birmingham Quagmire named Chuk. Love...                  NaN   \n",
       "2222  Here is a mother dog caring for her pups. Snaz...                  NaN   \n",
       "2235  This is a Trans Siberian Kellogg named Alfonso...                  NaN   \n",
       "2249  This is a Shotokon Macadamia mix named Cheryl....                  NaN   \n",
       "2255  This is a rare Hungarian Pinot named Jessiga. ...                  NaN   \n",
       "2264  This is a southwest Coriander named Klint. Hat...                  NaN   \n",
       "2273  This is a northern Wahoo named Kohl. He runs t...                  NaN   \n",
       "2287  This is a Dasani Kingfisher from Maine. His na...                  NaN   \n",
       "2304  This is a curly Ticonderoga named Pepe. No fee...                  NaN   \n",
       "2311  This is a purebred Bacardi named Octaviath. Ca...                  NaN   \n",
       "2314  This is a golden Buckminsterfullerene named Jo...                  NaN   \n",
       "2326  This is quite the dog. Gets really excited whe...                  NaN   \n",
       "2327  This is a southern Vesuvius bumblegruff. Can d...                  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",
       "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",
       "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",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "22                         NaN                        NaN   \n",
       "56                         NaN                        NaN   \n",
       "118               4.196984e+09  2017-05-02 00:04:57 +0000   \n",
       "169                        NaN                        NaN   \n",
       "193                        NaN                        NaN   \n",
       "335                        NaN                        NaN   \n",
       "369                        NaN                        NaN   \n",
       "542                        NaN                        NaN   \n",
       "649                        NaN                        NaN   \n",
       "682               4.196984e+09  2016-05-28 03:04:00 +0000   \n",
       "759               4.196984e+09  2016-02-26 02:20:37 +0000   \n",
       "773               4.196984e+09  2016-02-19 18:24:26 +0000   \n",
       "801                        NaN                        NaN   \n",
       "819                        NaN                        NaN   \n",
       "822               4.196984e+09  2016-06-10 00:39:48 +0000   \n",
       "852                        NaN                        NaN   \n",
       "924                        NaN                        NaN   \n",
       "988                        NaN                        NaN   \n",
       "992                        NaN                        NaN   \n",
       "993                        NaN                        NaN   \n",
       "1002                       NaN                        NaN   \n",
       "1004                       NaN                        NaN   \n",
       "1017                       NaN                        NaN   \n",
       "1025                       NaN                        NaN   \n",
       "1031                       NaN                        NaN   \n",
       "1040                       NaN                        NaN   \n",
       "1049                       NaN                        NaN   \n",
       "1063                       NaN                        NaN   \n",
       "1071                       NaN                        NaN   \n",
       "1095                       NaN                        NaN   \n",
       "...                        ...                        ...   \n",
       "2191                       NaN                        NaN   \n",
       "2198                       NaN                        NaN   \n",
       "2204                       NaN                        NaN   \n",
       "2211                       NaN                        NaN   \n",
       "2212                       NaN                        NaN   \n",
       "2218                       NaN                        NaN   \n",
       "2222                       NaN                        NaN   \n",
       "2235                       NaN                        NaN   \n",
       "2249                       NaN                        NaN   \n",
       "2255                       NaN                        NaN   \n",
       "2264                       NaN                        NaN   \n",
       "2273                       NaN                        NaN   \n",
       "2287                       NaN                        NaN   \n",
       "2304                       NaN                        NaN   \n",
       "2311                       NaN                        NaN   \n",
       "2314                       NaN                        NaN   \n",
       "2326                       NaN                        NaN   \n",
       "2327                       NaN                        NaN   \n",
       "2333                       NaN                        NaN   \n",
       "2334                       NaN                        NaN   \n",
       "2335                       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",
       "2352                       NaN                        NaN   \n",
       "2353                       NaN                        NaN   \n",
       "2354                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "22    https://twitter.com/dog_rates/status/887517139...                14   \n",
       "56    https://twitter.com/dog_rates/status/881536004...                14   \n",
       "118   https://twitter.com/dog_rates/status/859196978...                12   \n",
       "169   https://twitter.com/dog_rates/status/859196978...                12   \n",
       "193   https://twitter.com/dog_rates/status/855459453...                12   \n",
       "335   http://us.blastingnews.com/news/2017/02/jfk-an...                10   \n",
       "369   https://twitter.com/dog_rates/status/828650029...                14   \n",
       "542   https://twitter.com/dog_rates/status/806219024...                11   \n",
       "649   https://twitter.com/dog_rates/status/792913359...                13   \n",
       "682   https://vine.co/v/iEggaEOiLO3,https://vine.co/...                13   \n",
       "759   https://twitter.com/dog_rates/status/703041949...                10   \n",
       "773   https://twitter.com/dog_rates/status/700747788...                11   \n",
       "801   https://twitter.com/dog_rates/status/772581559...                10   \n",
       "819   https://twitter.com/dog_rates/status/770655142...                11   \n",
       "822   https://twitter.com/dog_rates/status/741067306...                12   \n",
       "852   https://twitter.com/dog_rates/status/765395769...                13   \n",
       "924   https://twitter.com/dog_rates/status/755206590...                14   \n",
       "988   https://twitter.com/dog_rates/status/748977405...                10   \n",
       "992   https://twitter.com/dog_rates/status/748692773...                10   \n",
       "993   https://twitter.com/dog_rates/status/748575535...                 6   \n",
       "1002  https://twitter.com/dog_rates/status/747885874...                 8   \n",
       "1004  https://twitter.com/dog_rates/status/747816857...                 4   \n",
       "1017  https://twitter.com/dog_rates/status/746872823...                11   \n",
       "1025  https://twitter.com/dog_rates/status/746369468...                 9   \n",
       "1031  https://twitter.com/dog_rates/status/745422732...                 9   \n",
       "1040  https://twitter.com/strange_animals/status/672...                12   \n",
       "1049  https://twitter.com/dog_rates/status/743222593...                12   \n",
       "1063  https://twitter.com/dog_rates/status/741067306...                12   \n",
       "1071  https://twitter.com/dog_rates/status/740214038...                10   \n",
       "1095                      https://vine.co/v/iEggaEOiLO3                13   \n",
       "...                                                 ...               ...   \n",
       "2191  https://twitter.com/dog_rates/status/668955713...                10   \n",
       "2198  https://twitter.com/dog_rates/status/668815180...                 7   \n",
       "2204  https://twitter.com/dog_rates/status/668636665...                10   \n",
       "2211  https://twitter.com/dog_rates/status/668614819...                 7   \n",
       "2212                      https://vine.co/v/ea0OwvPTx9l                13   \n",
       "2218  https://twitter.com/dog_rates/status/668507509...                10   \n",
       "2222  https://twitter.com/dog_rates/status/668466899...                 4   \n",
       "2235  https://twitter.com/dog_rates/status/668171859...                 7   \n",
       "2249  https://twitter.com/dog_rates/status/667861340...                 9   \n",
       "2255  https://twitter.com/dog_rates/status/667773195...                 8   \n",
       "2264  https://twitter.com/dog_rates/status/667538891...                 9   \n",
       "2273  https://twitter.com/dog_rates/status/667470559...                11   \n",
       "2287  https://twitter.com/dog_rates/status/667177989...                 8   \n",
       "2304  https://twitter.com/dog_rates/status/666983947...                11   \n",
       "2311  https://twitter.com/dog_rates/status/666781792...                10   \n",
       "2314  https://twitter.com/dog_rates/status/666701168...                 8   \n",
       "2326  https://twitter.com/dog_rates/status/666411507...                 2   \n",
       "2327  https://twitter.com/dog_rates/status/666407126...                 7   \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",
       "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",
       "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",
       "\n",
       "      rating_denominator        name  doggo floofer  pupper puppo  \n",
       "22                    10        such   None    None    None  None  \n",
       "56                    10           a   None    None  pupper  None  \n",
       "118                   10       quite   None    None    None  None  \n",
       "169                   10       quite   None    None    None  None  \n",
       "193                   10       quite   None    None    None  None  \n",
       "335                   10         not   None    None    None  None  \n",
       "369                   10         one   None    None    None  None  \n",
       "542                   10  incredibly   None    None    None  None  \n",
       "649                   10           a   None    None    None  None  \n",
       "682                   10         mad   None    None  pupper  None  \n",
       "759                   10          an   None    None    None  None  \n",
       "773                   10        very   None    None    None  None  \n",
       "801                   10           a   None    None    None  None  \n",
       "819                   10        very   None    None    None  None  \n",
       "822                   10        just  doggo    None  pupper  None  \n",
       "852                   10          my   None    None    None  None  \n",
       "924                   10         one  doggo    None    None  None  \n",
       "988                   10         not   None    None    None  None  \n",
       "992                   10         his  doggo    None    None  None  \n",
       "993                   10         one   None    None    None  None  \n",
       "1002                  10           a   None    None    None  None  \n",
       "1004                  10           a   None    None    None  None  \n",
       "1017                  10           a   None    None    None  None  \n",
       "1025                  10          an   None    None    None  None  \n",
       "1031                  10        very   None    None    None  None  \n",
       "1040                  10    actually   None    None  pupper  None  \n",
       "1049                  10           a   None    None  pupper  None  \n",
       "1063                  10        just  doggo    None  pupper  None  \n",
       "1071                  10     getting   None    None    None  None  \n",
       "1095                  10         mad   None    None  pupper  None  \n",
       "...                  ...         ...    ...     ...     ...   ...  \n",
       "2191                  10           a   None    None    None  None  \n",
       "2198                  10           a   None    None    None  None  \n",
       "2204                  10          an   None    None    None  None  \n",
       "2211                  10           a   None    None    None  None  \n",
       "2212                  10         the   None    None    None  None  \n",
       "2218                  10           a   None    None    None  None  \n",
       "2222                  10           a   None    None    None  None  \n",
       "2235                  10           a   None    None    None  None  \n",
       "2249                  10           a   None    None    None  None  \n",
       "2255                  10           a   None    None    None  None  \n",
       "2264                  10           a   None    None    None  None  \n",
       "2273                  10           a   None    None    None  None  \n",
       "2287                  10           a   None    None    None  None  \n",
       "2304                  10           a   None    None    None  None  \n",
       "2311                  10           a   None    None    None  None  \n",
       "2314                  10           a   None    None    None  None  \n",
       "2326                  10       quite   None    None    None  None  \n",
       "2327                  10           a   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",
       "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",
       "2352                  10           a   None    None    None  None  \n",
       "2353                  10           a   None    None    None  None  \n",
       "2354                  10           a   None    None    None  None  \n",
       "\n",
       "[109 rows x 17 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.loc[(twitter_archive_enhanced['name'].str.islower())]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Quality:\n",
    "\n",
    "- There are invalid names like (`a, an, O, etc.`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\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>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </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",
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       "      <td>Phineas</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</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 +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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <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>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",
       "      <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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <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>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>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",
       "      <td>10</td>\n",
       "      <td>Zoey</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>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>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>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>...</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>2175 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",
       "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  \\\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",
       "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",
       "30    2017-07-15 16:51:35 +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",
       "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",
       "30    <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",
       "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 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",
       "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",
       "30                         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",
       "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...                 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",
       "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",
       "30                    10      None   None    None    None   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",
       "[2175 rows x 17 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced[twitter_archive_enhanced.retweeted_status_id.isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Quality:\n",
    "\n",
    "- There are retweeted tweets, and we do not want it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assessing: `Image Predictions Data`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "\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>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",
       "    <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>0.061428</td>\n",
       "      <td>True</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>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",
       "  </tbody>\n",
       "</table>\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",
       "\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   p3_conf  p3_dog  \n",
       "0  0.156665    True    Shetland_sheepdog  0.061428    True  \n",
       "1  0.074192    True  Rhodesian_ridgeback  0.072010    True  \n",
       "2  0.138584    True           bloodhound  0.116197    True  \n",
       "3  0.360687    True   miniature_pinscher  0.222752    True  \n",
       "4  0.243682    True             Doberman  0.154629    True  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\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",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>700796979434098688</td>\n",
       "      <td>https://pbs.twimg.com/media/Cbm7IeUXIAA6Lc-.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>tailed_frog</td>\n",
       "      <td>0.652712</td>\n",
       "      <td>False</td>\n",
       "      <td>tree_frog</td>\n",
       "      <td>0.280212</td>\n",
       "      <td>False</td>\n",
       "      <td>bullfrog</td>\n",
       "      <td>0.040177</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>711306686208872448</td>\n",
       "      <td>https://pbs.twimg.com/media/Cd8Rpl0W0AAN1kU.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>leatherback_turtle</td>\n",
       "      <td>0.280835</td>\n",
       "      <td>False</td>\n",
       "      <td>loggerhead</td>\n",
       "      <td>0.123290</td>\n",
       "      <td>False</td>\n",
       "      <td>Dandie_Dinmont</td>\n",
       "      <td>0.086792</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>707776935007539200</td>\n",
       "      <td>https://pbs.twimg.com/media/CdKHWimWoAABs08.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.890426</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_terrier</td>\n",
       "      <td>0.051335</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.018015</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1913</th>\n",
       "      <td>854010172552949760</td>\n",
       "      <td>https://pbs.twimg.com/media/C9oNt91WAAAFSLS.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.354733</td>\n",
       "      <td>True</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.177538</td>\n",
       "      <td>True</td>\n",
       "      <td>Border_collie</td>\n",
       "      <td>0.131706</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>686683045143953408</td>\n",
       "      <td>https://pbs.twimg.com/media/CYeWlh0WAAADhsj.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Norwich_terrier</td>\n",
       "      <td>0.100499</td>\n",
       "      <td>True</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.080671</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.079406</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                                          jpg_url  \\\n",
       "911   700796979434098688  https://pbs.twimg.com/media/Cbm7IeUXIAA6Lc-.jpg   \n",
       "1030  711306686208872448  https://pbs.twimg.com/media/Cd8Rpl0W0AAN1kU.jpg   \n",
       "988   707776935007539200  https://pbs.twimg.com/media/CdKHWimWoAABs08.jpg   \n",
       "1913  854010172552949760  https://pbs.twimg.com/media/C9oNt91WAAAFSLS.jpg   \n",
       "731   686683045143953408  https://pbs.twimg.com/media/CYeWlh0WAAADhsj.jpg   \n",
       "\n",
       "      img_num                  p1   p1_conf  p1_dog              p2   p2_conf  \\\n",
       "911         1         tailed_frog  0.652712   False       tree_frog  0.280212   \n",
       "1030        1  leatherback_turtle  0.280835   False      loggerhead  0.123290   \n",
       "988         1  miniature_pinscher  0.890426    True     toy_terrier  0.051335   \n",
       "1913        1    English_springer  0.354733    True          collie  0.177538   \n",
       "731         1     Norwich_terrier  0.100499    True  cocker_spaniel  0.080671   \n",
       "\n",
       "      p2_dog                p3   p3_conf  p3_dog  \n",
       "911    False          bullfrog  0.040177   False  \n",
       "1030   False    Dandie_Dinmont  0.086792    True  \n",
       "988     True         Chihuahua  0.018015    True  \n",
       "1913    True     Border_collie  0.131706    True  \n",
       "731     True  golden_retriever  0.079406    True  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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": "markdown",
   "metadata": {},
   "source": [
    "###### Quality:\n",
    "\n",
    "- `tweet_id` should be `object` instead of `integer`, as no calculation is needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id    0\n",
       "jpg_url     0\n",
       "img_num     0\n",
       "p1          0\n",
       "p1_conf     0\n",
       "p1_dog      0\n",
       "p2          0\n",
       "p2_conf     0\n",
       "p2_dog      0\n",
       "p3          0\n",
       "p3_conf     0\n",
       "p3_dog      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.tweet_id.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\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>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": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>p1</th>\n",
       "      <th>p2</th>\n",
       "      <th>p3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2075</td>\n",
       "      <td>2075</td>\n",
       "      <td>2075</td>\n",
       "      <td>2075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>2009</td>\n",
       "      <td>378</td>\n",
       "      <td>405</td>\n",
       "      <td>408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>https://pbs.twimg.com/media/CdHwZd0VIAA4792.jpg</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>2</td>\n",
       "      <td>150</td>\n",
       "      <td>104</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                jpg_url                p1  \\\n",
       "count                                              2075              2075   \n",
       "unique                                             2009               378   \n",
       "top     https://pbs.twimg.com/media/CdHwZd0VIAA4792.jpg  golden_retriever   \n",
       "freq                                                  2               150   \n",
       "\n",
       "                        p2                  p3  \n",
       "count                 2075                2075  \n",
       "unique                 405                 408  \n",
       "top     Labrador_retriever  Labrador_retriever  \n",
       "freq                   104                  79  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.describe(include='object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "https://pbs.twimg.com/media/CdHwZd0VIAA4792.jpg                                            2\n",
       "https://pbs.twimg.com/media/Cveg1-NXgAASaaT.jpg                                            2\n",
       "https://pbs.twimg.com/ext_tw_video_thumb/817423809049493505/pu/img/5OFW0yueFu9oTUiQ.jpg    2\n",
       "https://pbs.twimg.com/media/C4KHj-nWQAA3poV.jpg                                            2\n",
       "https://pbs.twimg.com/media/CsVO7ljW8AAckRD.jpg                                            2\n",
       "https://pbs.twimg.com/media/CiibOMzUYAA9Mxz.jpg                                            2\n",
       "https://pbs.twimg.com/media/DA7iHL5U0AA1OQo.jpg                                            2\n",
       "https://pbs.twimg.com/media/C2oRbOuWEAAbVSl.jpg                                            2\n",
       "https://pbs.twimg.com/media/Cbs3DOAXIAAp3Bd.jpg                                            2\n",
       "https://pbs.twimg.com/media/Co-hmcYXYAASkiG.jpg                                            2\n",
       "https://pbs.twimg.com/media/CvT6IV6WEAQhhV5.jpg                                            2\n",
       "https://pbs.twimg.com/media/CkNjahBXAAQ2kWo.jpg                                            2\n",
       "https://pbs.twimg.com/media/Cx5R8wPVEAALa9r.jpg                                            2\n",
       "https://pbs.twimg.com/media/CmoPdmHW8AAi8BI.jpg                                            2\n",
       "https://pbs.twimg.com/media/Ck2d7tJWUAEPTL3.jpg                                            2\n",
       "https://pbs.twimg.com/media/CvaYgDOWgAEfjls.jpg                                            2\n",
       "https://pbs.twimg.com/media/C12whDoVEAALRxa.jpg                                            2\n",
       "https://pbs.twimg.com/media/CvyVxQRWEAAdSZS.jpg                                            2\n",
       "https://pbs.twimg.com/media/CuRDF-XWcAIZSer.jpg                                            2\n",
       "https://pbs.twimg.com/ext_tw_video_thumb/815965888126062592/pu/img/JleSw4wRhgKDWQj5.jpg    2\n",
       "https://pbs.twimg.com/media/C2kzTGxWEAEOpPL.jpg                                            2\n",
       "https://pbs.twimg.com/media/C4bTH6nWMAAX_bJ.jpg                                            2\n",
       "https://pbs.twimg.com/media/CVMOlMiWwAA4Yxl.jpg                                            2\n",
       "https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg                                            2\n",
       "https://pbs.twimg.com/media/CwiuEJmW8AAZnit.jpg                                            2\n",
       "https://pbs.twimg.com/media/Ct2qO5PXEAE6eB0.jpg                                            2\n",
       "https://pbs.twimg.com/media/CiyHLocU4AI2pJu.jpg                                            2\n",
       "https://pbs.twimg.com/media/CW88XN4WsAAlo8r.jpg                                            2\n",
       "https://pbs.twimg.com/media/CxqsX-8XUAAEvjD.jpg                                            2\n",
       "https://pbs.twimg.com/media/CV_cnjHWUAADc-c.jpg                                            2\n",
       "                                                                                          ..\n",
       "https://pbs.twimg.com/media/DAJfxqGVoAAnvQt.jpg                                            1\n",
       "https://pbs.twimg.com/media/CVZd7ttWcAEs2wP.jpg                                            1\n",
       "https://pbs.twimg.com/media/Cj51Oj3VAAEVe4O.jpg                                            1\n",
       "https://pbs.twimg.com/media/CVBokRSWsAADuXx.jpg                                            1\n",
       "https://pbs.twimg.com/ext_tw_video_thumb/685943751555051520/pu/img/rlBvQWaFPUMx1MTi.jpg    1\n",
       "https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg                                            1\n",
       "https://pbs.twimg.com/media/CwIa5CjW8AErZgL.jpg                                            1\n",
       "https://pbs.twimg.com/media/CXwZ3pbWsAAriTv.jpg                                            1\n",
       "https://pbs.twimg.com/media/CVoySqoWUAAWb7N.jpg                                            1\n",
       "https://pbs.twimg.com/media/CnnKCKNWgAAcOB8.jpg                                            1\n",
       "https://pbs.twimg.com/media/CwB_i-zXEAEiP29.jpg                                            1\n",
       "https://pbs.twimg.com/media/CUCQTpEWEAA7EDz.jpg                                            1\n",
       "https://pbs.twimg.com/media/CZLKJpDWQAA-5u4.jpg                                            1\n",
       "https://pbs.twimg.com/media/CXhlRmRUMAIYoFO.jpg                                            1\n",
       "https://pbs.twimg.com/media/CewKKiOWwAIe3pR.jpg                                            1\n",
       "https://pbs.twimg.com/media/CyysDQlVIAAYgrl.jpg                                            1\n",
       "https://pbs.twimg.com/ext_tw_video_thumb/675740268751138818/pu/img/dVaVeFAVT-lk_1ZV.jpg    1\n",
       "https://pbs.twimg.com/ext_tw_video_thumb/821149477142556673/pu/img/88_DV098c60pC5AA.jpg    1\n",
       "https://pbs.twimg.com/media/C04taUjWIAA6Mo4.jpg                                            1\n",
       "https://pbs.twimg.com/media/C33P8PrUcAMiQQs.jpg                                            1\n",
       "https://pbs.twimg.com/media/CkEMBz9WYAAGLaa.jpg                                            1\n",
       "https://pbs.twimg.com/media/CWeU5LBWEAA8F0J.jpg                                            1\n",
       "https://pbs.twimg.com/media/Czhf4XtVQAAIqpd.jpg                                            1\n",
       "https://pbs.twimg.com/media/Cc_RsVlXEAIzzlX.jpg                                            1\n",
       "https://pbs.twimg.com/media/Cl-yykwWkAAqUCE.jpg                                            1\n",
       "https://pbs.twimg.com/media/CYdbvwjWcAEtjYu.jpg                                            1\n",
       "https://pbs.twimg.com/media/CWT7imQXIAMwpQ2.jpg                                            1\n",
       "https://pbs.twimg.com/media/Ce6qZC2WAAAcSoI.jpg                                            1\n",
       "https://pbs.twimg.com/media/CUJXpRBXIAAN0yz.jpg                                            1\n",
       "https://pbs.twimg.com/media/CU9HyzSWIAAVcte.jpg                                            1\n",
       "Name: jpg_url, Length: 2009, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.jpg_url.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Quality:\n",
    "\n",
    "- Missing values in `image_predictions` dataset. __2075__ rows of data compared to `twitter_archive_enhanced` dataset which has __2356__ number of records.\n",
    "- Some tweets have 2 different `tweet_id`, that are actually retweets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assessing: `Tweets (API) JSON Data`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>date_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>34752</td>\n",
       "      <td>7278</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>30127</td>\n",
       "      <td>5445</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>22673</td>\n",
       "      <td>3585</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>38039</td>\n",
       "      <td>7474</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>36315</td>\n",
       "      <td>8030</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id  favorite_count  retweet_count  followers_count  \\\n",
       "0  892420643555336193           34752           7278          9004970   \n",
       "1  892177421306343426           30127           5445          9004970   \n",
       "2  891815181378084864           22673           3585          9004970   \n",
       "3  891689557279858688           38039           7474          9004970   \n",
       "4  891327558926688256           36315           8030          9004970   \n",
       "\n",
       "   favourites_count  friends_count           date_time  \n",
       "0            145413             18 2017-08-01 16:23:56  \n",
       "1            145413             18 2017-08-01 00:17:27  \n",
       "2            145413             18 2017-07-31 00:18:03  \n",
       "3            145413             18 2017-07-30 15:58:51  \n",
       "4            145413             18 2017-07-29 16:00:24  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_json.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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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>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>date_time</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>666430724426358785</td>\n",
       "      <td>285</td>\n",
       "      <td>172</td>\n",
       "      <td>9004780</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-11-17 01:40:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887</th>\n",
       "      <td>674372068062928900</td>\n",
       "      <td>792</td>\n",
       "      <td>290</td>\n",
       "      <td>9004779</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2015-12-08 23:36:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>786729988674449408</td>\n",
       "      <td>0</td>\n",
       "      <td>2363</td>\n",
       "      <td>9004969</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2016-10-14 00:47:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1324</th>\n",
       "      <td>704134088924532736</td>\n",
       "      <td>1438</td>\n",
       "      <td>431</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145410</td>\n",
       "      <td>18</td>\n",
       "      <td>2016-02-29 02:40:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>860563773140209665</td>\n",
       "      <td>6924</td>\n",
       "      <td>1919</td>\n",
       "      <td>9004970</td>\n",
       "      <td>145413</td>\n",
       "      <td>18</td>\n",
       "      <td>2017-05-05 18:36:06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  favorite_count  retweet_count  followers_count  \\\n",
       "2296  666430724426358785             285            172          9004780   \n",
       "1887  674372068062928900             792            290          9004779   \n",
       "676   786729988674449408               0           2363          9004969   \n",
       "1324  704134088924532736            1438            431          9004970   \n",
       "154   860563773140209665            6924           1919          9004970   \n",
       "\n",
       "      favourites_count  friends_count           date_time  \n",
       "2296            145410             18 2015-11-17 01:40:41  \n",
       "1887            145410             18 2015-12-08 23:36:44  \n",
       "676             145413             18 2016-10-14 00:47:00  \n",
       "1324            145410             18 2016-02-29 02:40:23  \n",
       "154             145413             18 2017-05-05 18:36:06  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_json.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_json['tweet_id'].duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2330 entries, 0 to 2329\n",
      "Data columns (total 7 columns):\n",
      "tweet_id            2330 non-null int64\n",
      "favorite_count      2330 non-null int64\n",
      "retweet_count       2330 non-null int64\n",
      "followers_count     2330 non-null int64\n",
      "favourites_count    2330 non-null int64\n",
      "friends_count       2330 non-null int64\n",
      "date_time           2330 non-null datetime64[ns]\n",
      "dtypes: datetime64[ns](1), int64(6)\n",
      "memory usage: 127.5 KB\n"
     ]
    }
   ],
   "source": [
    "tweet_json.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>followers_count</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>friends_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.330000e+03</td>\n",
       "      <td>2330.000000</td>\n",
       "      <td>2330.000000</td>\n",
       "      <td>2.330000e+03</td>\n",
       "      <td>2330.000000</td>\n",
       "      <td>2330.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.419011e+17</td>\n",
       "      <td>7263.402146</td>\n",
       "      <td>2563.987554</td>\n",
       "      <td>9.004927e+06</td>\n",
       "      <td>145411.124893</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.824557e+16</td>\n",
       "      <td>11279.524880</td>\n",
       "      <td>4335.922164</td>\n",
       "      <td>8.484678e+01</td>\n",
       "      <td>1.444947</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>9.004778e+06</td>\n",
       "      <td>145410.000000</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.782612e+17</td>\n",
       "      <td>1258.500000</td>\n",
       "      <td>520.000000</td>\n",
       "      <td>9.004969e+06</td>\n",
       "      <td>145410.000000</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.182408e+17</td>\n",
       "      <td>3144.500000</td>\n",
       "      <td>1195.000000</td>\n",
       "      <td>9.004969e+06</td>\n",
       "      <td>145410.000000</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.986712e+17</td>\n",
       "      <td>8873.250000</td>\n",
       "      <td>2972.500000</td>\n",
       "      <td>9.004970e+06</td>\n",
       "      <td>145413.000000</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>149307.000000</td>\n",
       "      <td>73462.000000</td>\n",
       "      <td>9.005177e+06</td>\n",
       "      <td>145413.000000</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tweet_id  favorite_count  retweet_count  followers_count  \\\n",
       "count  2.330000e+03     2330.000000    2330.000000     2.330000e+03   \n",
       "mean   7.419011e+17     7263.402146    2563.987554     9.004927e+06   \n",
       "std    6.824557e+16    11279.524880    4335.922164     8.484678e+01   \n",
       "min    6.660209e+17        0.000000       1.000000     9.004778e+06   \n",
       "25%    6.782612e+17     1258.500000     520.000000     9.004969e+06   \n",
       "50%    7.182408e+17     3144.500000    1195.000000     9.004969e+06   \n",
       "75%    7.986712e+17     8873.250000    2972.500000     9.004970e+06   \n",
       "max    8.924206e+17   149307.000000   73462.000000     9.005177e+06   \n",
       "\n",
       "       favourites_count  friends_count  \n",
       "count       2330.000000         2330.0  \n",
       "mean      145411.124893           18.0  \n",
       "std            1.444947            0.0  \n",
       "min       145410.000000           18.0  \n",
       "25%       145410.000000           18.0  \n",
       "50%       145410.000000           18.0  \n",
       "75%       145413.000000           18.0  \n",
       "max       145413.000000           18.0  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_json.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assessing Summary\n",
    "\n",
    "#### Quality\n",
    "\n",
    "- __`Twitter Archive Enhanced Data:`__ `Source` format is bad and can't be read easily.\n",
    "- __`Twitter Archive Enhanced Data:`__ These attributes should be `integers/strings` instead of `float`\n",
    "    - in_reply_to_status_id\n",
    "    - in_reply_to_user_id\n",
    "    - retweeted_status_id\n",
    "    - retweeted_status_user_id\n",
    "- __`Twitter Archive Enhanced Data:`__ Columns should be `datetime` instead of `object(string)`.\n",
    "    - retweeted_status_timestamp\n",
    "    - timestamp\n",
    "- __`Twitter Archive Enhanced Data:`__ We may want to change these columns types to `string` because We don't want any operations on them.\n",
    "    - tweet_id\n",
    "    - in_reply_to_status_id   \n",
    "    - in_reply_to_user_id \n",
    "    - retweeted_status_id \n",
    "    - retweeted_status_user_id\n",
    "- __`Twitter Archive Enhanced Data:`__ The columns `numerator` and `denominator` have invalid values.\n",
    "- __`Twitter Archive Enhanced Data:`__ Replacing all lower case invalid names like (`a, an, etc.`) with `None`\n",
    "- __`Twitter Archive Enhanced Data:`__ Replacing all `O` invalid names with `None`\n",
    "- __`Image Predictions Data:`__ `tweet_id` should be `object` instead of `integer`, as no calculation is needed.\n",
    "- __`Image Predictions Data:`__ Missing values in _`image_predictions`_ dataset. __2075__ rows of data compared to _`twitter_archive_enhanced`_ dataset which has __2356__ number of records.\n",
    "- __`Image Predictions Data:`__ Some tweets have 2 different `tweet_id`, that are actually retweets.\n",
    "\n",
    "\n",
    "#### Tidiness\n",
    "\n",
    "- __`Twitter Archive Enhanced Data:`__ No need to divide Dog stages in 4 different columns like \n",
    "    - 'doggo'\n",
    "    - 'floofer'\n",
    "    - 'pupper'\n",
    "    - 'puppo'\n",
    "-  __`Image Predictions Data:`__  _`Image Predictions Data`_ should be joined to _`Twitter Archive Enhanced Data`_\n",
    "-  __`Tweets (API) JSON Data:`__ Merge _`Tweets (API) JSON Data`_ with the _`Twitter Archive Enhanced Data`_ \n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning Data\n",
    "\n",
    "Here we will fix the quality and tidiness issues that we identified earlier in the assessing step.\n",
    "\n",
    "#### Create Copy of Each Dataset(DataFrame)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean = twitter_archive_enhanced.copy()\n",
    "image_predictions_clean = image_predictions.copy()\n",
    "tweet_json_clean = tweet_json.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue: __`Tweets (API) JSON Data:`__ Merge _`Tweets (API) JSON Data`_ with the _`Twitter Archive Enhanced Data`_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge _`Tweets (API) JSON Data`_ with the _`Twitter Archive Enhanced Data`_ "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean = pd.merge(left=twitter_archive_enhanced_clean,\n",
    "                                          right=tweet_json_clean,\n",
    "                                          left_on='tweet_id',\n",
    "                                          right_on='tweet_id',\n",
    "                                          how='inner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2330 entries, 0 to 2329\n",
      "Data columns (total 23 columns):\n",
      "tweet_id                      2330 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                     2330 non-null object\n",
      "source                        2330 non-null object\n",
      "text                          2330 non-null object\n",
      "retweeted_status_id           162 non-null float64\n",
      "retweeted_status_user_id      162 non-null float64\n",
      "retweeted_status_timestamp    162 non-null object\n",
      "expanded_urls                 2271 non-null object\n",
      "rating_numerator              2330 non-null int64\n",
      "rating_denominator            2330 non-null int64\n",
      "name                          2330 non-null object\n",
      "doggo                         2330 non-null object\n",
      "floofer                       2330 non-null object\n",
      "pupper                        2330 non-null object\n",
      "puppo                         2330 non-null object\n",
      "favorite_count                2330 non-null int64\n",
      "retweet_count                 2330 non-null int64\n",
      "followers_count               2330 non-null int64\n",
      "favourites_count              2330 non-null int64\n",
      "friends_count                 2330 non-null int64\n",
      "date_time                     2330 non-null datetime64[ns]\n",
      "dtypes: datetime64[ns](1), float64(4), int64(8), object(10)\n",
      "memory usage: 436.9+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue: __`Image Predictions Data:`__  _`Image Predictions Data`_ should be joined to _`Twitter Archive Enhanced Data`_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_`Image Predictions Data`_ should be joined to _`Twitter Archive Enhanced Data`_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean = twitter_archive_enhanced_clean.merge(image_predictions_clean,\n",
    "                                                                     on='tweet_id',\n",
    "                                                                     how='inner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2058 entries, 0 to 2057\n",
      "Data columns (total 34 columns):\n",
      "tweet_id                      2058 non-null int64\n",
      "in_reply_to_status_id         23 non-null float64\n",
      "in_reply_to_user_id           23 non-null float64\n",
      "timestamp                     2058 non-null object\n",
      "source                        2058 non-null object\n",
      "text                          2058 non-null object\n",
      "retweeted_status_id           71 non-null float64\n",
      "retweeted_status_user_id      71 non-null float64\n",
      "retweeted_status_timestamp    71 non-null object\n",
      "expanded_urls                 2058 non-null object\n",
      "rating_numerator              2058 non-null int64\n",
      "rating_denominator            2058 non-null int64\n",
      "name                          2058 non-null object\n",
      "doggo                         2058 non-null object\n",
      "floofer                       2058 non-null object\n",
      "pupper                        2058 non-null object\n",
      "puppo                         2058 non-null object\n",
      "favorite_count                2058 non-null int64\n",
      "retweet_count                 2058 non-null int64\n",
      "followers_count               2058 non-null int64\n",
      "favourites_count              2058 non-null int64\n",
      "friends_count                 2058 non-null int64\n",
      "date_time                     2058 non-null datetime64[ns]\n",
      "jpg_url                       2058 non-null object\n",
      "img_num                       2058 non-null int64\n",
      "p1                            2058 non-null object\n",
      "p1_conf                       2058 non-null float64\n",
      "p1_dog                        2058 non-null bool\n",
      "p2                            2058 non-null object\n",
      "p2_conf                       2058 non-null float64\n",
      "p2_dog                        2058 non-null bool\n",
      "p3                            2058 non-null object\n",
      "p3_conf                       2058 non-null float64\n",
      "p3_dog                        2058 non-null bool\n",
      "dtypes: bool(3), datetime64[ns](1), float64(7), int64(9), object(14)\n",
      "memory usage: 520.5+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue: __`Twitter Archive Enhanced Data:`__ No need to divide Dog stages in 4 different columns like\n",
    "- 'doggo'\n",
    "- 'floofer'\n",
    "- 'pupper'\n",
    "- 'puppo'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Combining the Dog stages to column `dog_stage` which are divided in 4 different columns like\n",
    "- 'doggo'\n",
    "- 'floofer'\n",
    "- 'pupper'\n",
    "- 'puppo'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean.doggo == 'None', 'doggo'] = ''\n",
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean.floofer == 'None', 'floofer'] = ''\n",
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean.pupper == 'None', 'pupper'] = ''\n",
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean.puppo == 'None', 'puppo'] = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>floofer</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>doggo</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>doggo</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>doggo</td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>doggo</td>\n",
       "      <td>floofer</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   doggo  floofer  pupper  puppo  count\n",
       "0                                  1741\n",
       "1                          puppo     23\n",
       "2                  pupper           209\n",
       "3         floofer                     7\n",
       "4  doggo                             65\n",
       "5  doggo                   puppo      1\n",
       "6  doggo           pupper            11\n",
       "7  doggo  floofer                     1"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.groupby([\"doggo\", \"floofer\", \"pupper\", \"puppo\"]).size().reset_index().rename(columns={0: \"count\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean['dog_stage'] = twitter_archive_enhanced_clean.doggo + \\\n",
    "                                            twitter_archive_enhanced_clean.floofer + \\\n",
    "                                            twitter_archive_enhanced_clean.pupper + \\\n",
    "                                            twitter_archive_enhanced_clean.puppo\n",
    "\n",
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean.dog_stage == 'doggopupper', 'dog_stage'] = 'doggo,pupper'\n",
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean.dog_stage == 'doggopuppo', 'dog_stage'] = 'doggo,puppo'\n",
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean.dog_stage == 'doggofloofer', 'dog_stage'] = 'doggo,floofer'\n",
    "\n",
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean.dog_stage == '', 'dog_stage'] = 'None'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "None             1741\n",
       "pupper            209\n",
       "doggo              65\n",
       "puppo              23\n",
       "doggo,pupper       11\n",
       "floofer             7\n",
       "doggo,puppo         1\n",
       "doggo,floofer       1\n",
       "Name: dog_stage, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean['dog_stage'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, the data is completely untidy and have some `quality` issues. Lets proceed for further cleaning.\n",
    "\n",
    "---\n",
    "###### Issue: Remove unwanted rows and columns or the one that are not beneficial for us."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Removing unwanted rows and columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean = twitter_archive_enhanced_clean[twitter_archive_enhanced_clean.retweeted_status_id.isnull()]\n",
    "\n",
    "# Drop Duplicate Tweet_IDs\n",
    "twitter_archive_enhanced_clean.drop_duplicates(inplace=True)\n",
    "\n",
    "twitter_archive_enhanced_clean.dropna(subset=['jpg_url'], inplace=True)\n",
    "\n",
    "# Columns to be dropped\n",
    "col = ['retweeted_status_id', 'retweeted_status_user_id', 'retweeted_status_timestamp', 'date_time', 'friends_count']\n",
    "twitter_archive_enhanced_clean.drop(columns=col, inplace=True)\n",
    "\n",
    "twitter_archive_enhanced_clean = twitter_archive_enhanced_clean.sort_values('dog_stage').drop_duplicates('tweet_id', keep='last')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['tweet_id', 'in_reply_to_status_id', 'in_reply_to_user_id', 'timestamp',\n",
       "       'source', 'text', 'expanded_urls', 'rating_numerator',\n",
       "       'rating_denominator', 'name', 'doggo', 'floofer', 'pupper', 'puppo',\n",
       "       'favorite_count', 'retweet_count', 'followers_count',\n",
       "       'favourites_count', 'jpg_url', 'img_num', 'p1', 'p1_conf', 'p1_dog',\n",
       "       'p2', 'p2_conf', 'p2_dog', 'p3', 'p3_conf', 'p3_dog', 'dog_stage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue: Delete the image predictions columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Delete the image predictions columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Append the first True predection to the list 'perdictions' and the level appended to list 'confidence_level',\n",
    "# Otherwise, will append NaN.\n",
    "predictions = []\n",
    "confidence_level = []\n",
    "\n",
    "def prediction_func(dataframe):\n",
    "    if dataframe['p1_dog'] == True:\n",
    "        predictions.append(dataframe['p1'])\n",
    "        confidence_level.append(dataframe['p1_conf'])\n",
    "    elif dataframe['p2_dog'] == True:\n",
    "        predictions.append(dataframe['p2'])\n",
    "        confidence_level.append(dataframe['p2_conf'])\n",
    "    elif dataframe['p3_dog'] == True:\n",
    "        predictions.append(dataframe['p3'])\n",
    "        confidence_level.append(dataframe['p3_conf'])\n",
    "    else:\n",
    "        predictions.append('NaN')\n",
    "        confidence_level.append(0)\n",
    "\n",
    "twitter_archive_enhanced_clean.apply(prediction_func, axis=1)\n",
    "twitter_archive_enhanced_clean['prediction'] = predictions\n",
    "twitter_archive_enhanced_clean['confidence_level'] = confidence_level\n",
    "\n",
    "col = ['img_num', 'p1', 'p1_conf', 'p1_dog', 'p2', 'p2_conf', 'p2_dog',\\\n",
    "       'p3', 'p3_conf', 'p3_dog', 'in_reply_to_status_id',\\\n",
    "       'in_reply_to_user_id', 'favourites_count']\n",
    "\n",
    "# Deleteing unwanted columns\n",
    "twitter_archive_enhanced_clean.drop(columns=col, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1987 entries, 0 to 63\n",
      "Data columns (total 19 columns):\n",
      "tweet_id              1987 non-null int64\n",
      "timestamp             1987 non-null object\n",
      "source                1987 non-null object\n",
      "text                  1987 non-null object\n",
      "expanded_urls         1987 non-null object\n",
      "rating_numerator      1987 non-null int64\n",
      "rating_denominator    1987 non-null int64\n",
      "name                  1987 non-null object\n",
      "doggo                 1987 non-null object\n",
      "floofer               1987 non-null object\n",
      "pupper                1987 non-null object\n",
      "puppo                 1987 non-null object\n",
      "favorite_count        1987 non-null int64\n",
      "retweet_count         1987 non-null int64\n",
      "followers_count       1987 non-null int64\n",
      "jpg_url               1987 non-null object\n",
      "dog_stage             1987 non-null object\n",
      "prediction            1987 non-null object\n",
      "confidence_level      1987 non-null float64\n",
      "dtypes: float64(1), int64(6), object(12)\n",
      "memory usage: 310.5+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue: __`Twitter Archive Enhanced Data:`__ `Source` format is bad and can't be read easily."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make `Source` format is good and can read easily."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean.source = twitter_archive_enhanced_clean.source.apply(lambda x: re.findall(r'>(.*)<', x)[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</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",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>dog_stage</th>\n",
       "      <th>prediction</th>\n",
       "      <th>confidence_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1311</th>\n",
       "      <td>687704180304273409</td>\n",
       "      <td>2016-01-14 18:33:48 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Say hello to Blakely. He thinks that's a hat. ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/687704180...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Blakely</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>2321</td>\n",
       "      <td>795</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/CYs3TKzUAAAF9A2.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.956063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>759557299618865152</td>\n",
       "      <td>2016-07-31 01:12:26 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Emma. She can't believe her last guess...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/759557299...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Emma</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4525</td>\n",
       "      <td>1144</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/Cop9VVUXgAAhX9u.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.763333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1361</th>\n",
       "      <td>684538444857667585</td>\n",
       "      <td>2016-01-06 00:54:18 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>After watching this video, we've determined th...</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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2521</td>\n",
       "      <td>894</td>\n",
       "      <td>9004971</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/68453...</td>\n",
       "      <td>None</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.702583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>796759840936919040</td>\n",
       "      <td>2016-11-10 17:02:03 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Say hello to Romeo. He was just told that it's...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/796759840...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Romeo</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>11556</td>\n",
       "      <td>2951</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/Cw6o1JQXcAAtP78.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>American_Staffordshire_terrier</td>\n",
       "      <td>0.463996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1914</th>\n",
       "      <td>668620235289837568</td>\n",
       "      <td>2015-11-23 02:41:01 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Say hello to Kallie. There was a tornado in th...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668620235...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Kallie</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>186</td>\n",
       "      <td>36</td>\n",
       "      <td>9004780</td>\n",
       "      <td>https://pbs.twimg.com/media/CUdqjvAWUAANfoU.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                  timestamp              source  \\\n",
       "1311  687704180304273409  2016-01-14 18:33:48 +0000  Twitter for iPhone   \n",
       "712   759557299618865152  2016-07-31 01:12:26 +0000  Twitter for iPhone   \n",
       "1361  684538444857667585  2016-01-06 00:54:18 +0000  Twitter for iPhone   \n",
       "481   796759840936919040  2016-11-10 17:02:03 +0000  Twitter for iPhone   \n",
       "1914  668620235289837568  2015-11-23 02:41:01 +0000  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "1311  Say hello to Blakely. He thinks that's a hat. ...   \n",
       "712   This is Emma. She can't believe her last guess...   \n",
       "1361  After watching this video, we've determined th...   \n",
       "481   Say hello to Romeo. He was just told that it's...   \n",
       "1914  Say hello to Kallie. There was a tornado in th...   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "1311  https://twitter.com/dog_rates/status/687704180...                 9   \n",
       "712   https://twitter.com/dog_rates/status/759557299...                10   \n",
       "1361  https://twitter.com/dog_rates/status/684538444...                12   \n",
       "481   https://twitter.com/dog_rates/status/796759840...                11   \n",
       "1914  https://twitter.com/dog_rates/status/668620235...                10   \n",
       "\n",
       "      rating_denominator     name doggo floofer  pupper puppo  favorite_count  \\\n",
       "1311                  10  Blakely                pupper                  2321   \n",
       "712                   10     Emma                                        4525   \n",
       "1361                  10     None                                        2521   \n",
       "481                   10    Romeo                                       11556   \n",
       "1914                  10   Kallie                                         186   \n",
       "\n",
       "      retweet_count  followers_count  \\\n",
       "1311            795          9004970   \n",
       "712            1144          9004969   \n",
       "1361            894          9004971   \n",
       "481            2951          9004969   \n",
       "1914             36          9004780   \n",
       "\n",
       "                                                jpg_url dog_stage  \\\n",
       "1311    https://pbs.twimg.com/media/CYs3TKzUAAAF9A2.jpg    pupper   \n",
       "712     https://pbs.twimg.com/media/Cop9VVUXgAAhX9u.jpg      None   \n",
       "1361  https://pbs.twimg.com/ext_tw_video_thumb/68453...      None   \n",
       "481     https://pbs.twimg.com/media/Cw6o1JQXcAAtP78.jpg      None   \n",
       "1914    https://pbs.twimg.com/media/CUdqjvAWUAANfoU.jpg      None   \n",
       "\n",
       "                          prediction  confidence_level  \n",
       "1311              miniature_pinscher          0.956063  \n",
       "712                 golden_retriever          0.763333  \n",
       "1361                       Chihuahua          0.702583  \n",
       "481   American_Staffordshire_terrier          0.463996  \n",
       "1914                             NaN          0.000000  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue: __`Twitter Archive Enhanced Data:`__ The columns `numerator` and `denominator` have invalid values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The columns `numerator` and `denominator` have invalid values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "rating_temp = twitter_archive_enhanced_clean[twitter_archive_enhanced_clean.text.str.contains( r\"(\\d+\\.?\\d*\\/\\d+\\.?\\d*\\D+\\d+\\.?\\d*\\/\\d+\\.?\\d*)\")].text\n",
    "\n",
    "for i in rating_temp:\n",
    "    x = twitter_archive_enhanced_clean.text == i\n",
    "    twitter_archive_enhanced_clean.loc[x, 'rating_numerator'] = re.findall(r\"\\d+\\.?\\d*\\/\\d+\\.?\\d*\\D+(\\d+\\.?\\d*)\\/\\d+\\.?\\d*\", i)\n",
    "    twitter_archive_enhanced_clean.loc[x, 'rating_denominator'] = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</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",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>dog_stage</th>\n",
       "      <th>prediction</th>\n",
       "      <th>confidence_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1391</th>\n",
       "      <td>682962037429899265</td>\n",
       "      <td>2016-01-01 16:30:13 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Darrel. He just robbed a 7/11 and is i...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/682962037...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Darrel</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34965</td>\n",
       "      <td>15472</td>\n",
       "      <td>9004971</td>\n",
       "      <td>https://pbs.twimg.com/media/CXpeVzQW8AApKYb.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.155207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>689835978131935233</td>\n",
       "      <td>2016-01-20 15:44:48 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Fynn &amp;amp; Taco. Fynn is an all-powerful ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/689835978...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Fynn</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2080</td>\n",
       "      <td>714</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/CZLKJpDWQAA-5u4.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.600186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1270</th>\n",
       "      <td>690400367696297985</td>\n",
       "      <td>2016-01-22 05:07:29 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Eriq. His friend just reminded him of ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/690400367...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>Eriq</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1807</td>\n",
       "      <td>426</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/CZTLeBuWIAAFkeR.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.426459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1512</th>\n",
       "      <td>677314812125323265</td>\n",
       "      <td>2015-12-17 02:30:09 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Tassy &amp;amp; Bee. Tassy is pretty chill, b...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/677314812...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Tassy</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1556</td>\n",
       "      <td>492</td>\n",
       "      <td>9004972</td>\n",
       "      <td>https://pbs.twimg.com/media/CWZOOIUW4AAQrX_.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Blenheim_spaniel</td>\n",
       "      <td>0.924127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1546</th>\n",
       "      <td>676191832485810177</td>\n",
       "      <td>2015-12-14 00:07:50 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>These two pups just met and have instantly bon...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/676191832...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2124</td>\n",
       "      <td>958</td>\n",
       "      <td>9004779</td>\n",
       "      <td>https://pbs.twimg.com/media/CWJQ4UmWoAIJ29t.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.376741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>714258258790387713</td>\n",
       "      <td>2016-03-28 01:10:13 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Travis and Flurp. Travis is pretty chill ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/714258258...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Travis</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2897</td>\n",
       "      <td>691</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/CemOGNjWQAEoN7R.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.176758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>694352839993344000</td>\n",
       "      <td>2016-02-02 02:53:12 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Oliviér. He takes killer selfies. Has a d...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/694352839...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliviér</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1944</td>\n",
       "      <td>577</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/CaLWOPfWkAAo2Dt.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Australian_terrier</td>\n",
       "      <td>0.407886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>695064344191721472</td>\n",
       "      <td>2016-02-04 02:00:27 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This may be the greatest video I've ever been ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/695064344...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1526</td>\n",
       "      <td>554</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/69506...</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255</th>\n",
       "      <td>691483041324204033</td>\n",
       "      <td>2016-01-25 04:49:38 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>When bae says they can't go out but you see th...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/691483041...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2286</td>\n",
       "      <td>527</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/CZikKBIWYAA40Az.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>bloodhound</td>\n",
       "      <td>0.886232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>703356393781329922</td>\n",
       "      <td>2016-02-26 23:10:06 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Socks. That water pup w the super legs...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/703356393...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Socks</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1830</td>\n",
       "      <td>365</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/CcLS6QKUcAAUuPa.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Border_collie</td>\n",
       "      <td>0.894842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1919</th>\n",
       "      <td>668537837512433665</td>\n",
       "      <td>2015-11-22 21:13:35 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Spark. He's nervous. Other dog hasn't ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668537837...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>Spark</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>233</td>\n",
       "      <td>63</td>\n",
       "      <td>9004780</td>\n",
       "      <td>https://pbs.twimg.com/media/CUcfnWlWsAAzlwE.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Lakeland_terrier</td>\n",
       "      <td>0.372988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>669037058363662336</td>\n",
       "      <td>2015-11-24 06:17:19 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here we have Pancho and Peaches. Pancho is a C...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669037058...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>600</td>\n",
       "      <td>281</td>\n",
       "      <td>9004780</td>\n",
       "      <td>https://pbs.twimg.com/media/CUjlp51WcAA1vGA.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.803528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>666835007768551424</td>\n",
       "      <td>2015-11-18 04:27:09 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>These are Peruvian Feldspars. Their names are ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666835007...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>190</td>\n",
       "      <td>70</td>\n",
       "      <td>9004780</td>\n",
       "      <td>https://pbs.twimg.com/media/CUES51dXIAEahyG.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Airedale</td>\n",
       "      <td>0.448459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2037</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>2015-11-16 16:11:11 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666287406...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>129</td>\n",
       "      <td>57</td>\n",
       "      <td>9004779</td>\n",
       "      <td>https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Maltese_dog</td>\n",
       "      <td>0.857531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1966</th>\n",
       "      <td>667544320556335104</td>\n",
       "      <td>2015-11-20 03:25:43 +0000</td>\n",
       "      <td>Twitter Web Client</td>\n",
       "      <td>This is Kial. Kial is either wearing a cape, w...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667544320...</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>Kial</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>784</td>\n",
       "      <td>479</td>\n",
       "      <td>9004780</td>\n",
       "      <td>https://pbs.twimg.com/media/CUOYBbbWIAAXQGU.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.412893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1975</th>\n",
       "      <td>667491009379606528</td>\n",
       "      <td>2015-11-19 23:53:52 +0000</td>\n",
       "      <td>Twitter Web Client</td>\n",
       "      <td>Two dogs in this one. Both are rare Jujitsu Py...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667491009...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>474</td>\n",
       "      <td>201</td>\n",
       "      <td>9004780</td>\n",
       "      <td>https://pbs.twimg.com/media/CUNniSlUYAEj1Jl.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>borzoi</td>\n",
       "      <td>0.852088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1612</th>\n",
       "      <td>674646392044941312</td>\n",
       "      <td>2015-12-09 17:46:48 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Two gorgeous dogs here. Little waddling dog is...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674646392...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1323</td>\n",
       "      <td>445</td>\n",
       "      <td>9004779</td>\n",
       "      <td>https://pbs.twimg.com/media/CVzTUGrW4AAirJH.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>flat-coated_retriever</td>\n",
       "      <td>0.837448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1770</th>\n",
       "      <td>671154572044468225</td>\n",
       "      <td>2015-11-30 02:31:34 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Holly. She's trying to teach small human-...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671154572...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Holly</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>651</td>\n",
       "      <td>199</td>\n",
       "      <td>9004779</td>\n",
       "      <td>https://pbs.twimg.com/media/CVBrhXoWIAAox_C.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.495047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>670434127938719744</td>\n",
       "      <td>2015-11-28 02:48:46 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Hank and Sully. Hank is very proud of the...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670434127...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Hank</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1299</td>\n",
       "      <td>584</td>\n",
       "      <td>9004780</td>\n",
       "      <td>https://pbs.twimg.com/media/CU3cSG8W4AIAePH.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.027351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1717</th>\n",
       "      <td>672248013293752320</td>\n",
       "      <td>2015-12-03 02:56:30 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>10/10 for dog. 7/10 for cat. 12/10 for human. ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/672248013...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1597</td>\n",
       "      <td>545</td>\n",
       "      <td>9004779</td>\n",
       "      <td>https://pbs.twimg.com/media/CVROAIfWsAECA5t.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Irish_terrier</td>\n",
       "      <td>0.413173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>777684233540206592</td>\n",
       "      <td>2016-09-19 01:42:24 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>\"Yep... just as I suspected. You're not flossi...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/777684233...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>10934</td>\n",
       "      <td>2818</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/CsrjryzWgAAZY00.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.253442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>747600769478692864</td>\n",
       "      <td>2016-06-28 01:21:27 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Bookstore and Seaweed. Bookstore is ti...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/747600769...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2249</td>\n",
       "      <td>539</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/CmAC7ehXEAAqSuW.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.804363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>722974582966214656</td>\n",
       "      <td>2016-04-21 02:25:47 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Happy 4/20 from the squad! 13/10 for all https...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/722974582...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3895</td>\n",
       "      <td>1476</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/CgiFjIpWgAA4wVp.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Great_Dane</td>\n",
       "      <td>0.246762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>716439118184652801</td>\n",
       "      <td>2016-04-03 01:36:11 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Bluebert. He just saw that both #Final...</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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2273</td>\n",
       "      <td>199</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/CfFNk7cWAAA-hND.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Siberian_husky</td>\n",
       "      <td>0.396495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>740373189193256964</td>\n",
       "      <td>2016-06-08 02:41:38 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>After so many requests, this is Bretagne. She ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740373189...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>33508</td>\n",
       "      <td>12594</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/CkZVdJ6WYAAXZ5A.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.807644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>673295268553605120</td>\n",
       "      <td>2015-12-06 00:17:55 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Eve. She's a raging alcoholic 8/10 (would...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673295268...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Eve</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>6953</td>\n",
       "      <td>2877</td>\n",
       "      <td>9004779</td>\n",
       "      <td>https://pbs.twimg.com/media/CVgGc9hWIAIe1bn.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.889241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1608</th>\n",
       "      <td>674737130913071104</td>\n",
       "      <td>2015-12-09 23:47:22 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Rufio. He is unaware of the pink legless ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674737130...</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>Rufio</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>599</td>\n",
       "      <td>81</td>\n",
       "      <td>9004779</td>\n",
       "      <td>https://pbs.twimg.com/media/CV0l10AU8AAfg-a.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.948537</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                  timestamp              source  \\\n",
       "1391  682962037429899265  2016-01-01 16:30:13 +0000  Twitter for iPhone   \n",
       "1281  689835978131935233  2016-01-20 15:44:48 +0000  Twitter for iPhone   \n",
       "1270  690400367696297985  2016-01-22 05:07:29 +0000  Twitter for iPhone   \n",
       "1512  677314812125323265  2015-12-17 02:30:09 +0000  Twitter for iPhone   \n",
       "1546  676191832485810177  2015-12-14 00:07:50 +0000  Twitter for iPhone   \n",
       "1003  714258258790387713  2016-03-28 01:10:13 +0000  Twitter for iPhone   \n",
       "1220  694352839993344000  2016-02-02 02:53:12 +0000  Twitter for iPhone   \n",
       "1215  695064344191721472  2016-02-04 02:00:27 +0000  Twitter for iPhone   \n",
       "1255  691483041324204033  2016-01-25 04:49:38 +0000  Twitter for iPhone   \n",
       "1125  703356393781329922  2016-02-26 23:10:06 +0000  Twitter for iPhone   \n",
       "1919  668537837512433665  2015-11-22 21:13:35 +0000  Twitter for iPhone   \n",
       "1882  669037058363662336  2015-11-24 06:17:19 +0000  Twitter for iPhone   \n",
       "2008  666835007768551424  2015-11-18 04:27:09 +0000  Twitter for iPhone   \n",
       "2037  666287406224695296  2015-11-16 16:11:11 +0000  Twitter for iPhone   \n",
       "1966  667544320556335104  2015-11-20 03:25:43 +0000  Twitter Web Client   \n",
       "1975  667491009379606528  2015-11-19 23:53:52 +0000  Twitter Web Client   \n",
       "1612  674646392044941312  2015-12-09 17:46:48 +0000  Twitter for iPhone   \n",
       "1770  671154572044468225  2015-11-30 02:31:34 +0000  Twitter for iPhone   \n",
       "1819  670434127938719744  2015-11-28 02:48:46 +0000  Twitter for iPhone   \n",
       "1717  672248013293752320  2015-12-03 02:56:30 +0000  Twitter for iPhone   \n",
       "605   777684233540206592  2016-09-19 01:42:24 +0000  Twitter for iPhone   \n",
       "811   747600769478692864  2016-06-28 01:21:27 +0000  Twitter for iPhone   \n",
       "953   722974582966214656  2016-04-21 02:25:47 +0000  Twitter for iPhone   \n",
       "987   716439118184652801  2016-04-03 01:36:11 +0000  Twitter for iPhone   \n",
       "862   740373189193256964  2016-06-08 02:41:38 +0000  Twitter for iPhone   \n",
       "1677  673295268553605120  2015-12-06 00:17:55 +0000  Twitter for iPhone   \n",
       "1608  674737130913071104  2015-12-09 23:47:22 +0000  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "1391  This is Darrel. He just robbed a 7/11 and is i...   \n",
       "1281  Meet Fynn &amp; Taco. Fynn is an all-powerful ...   \n",
       "1270  This is Eriq. His friend just reminded him of ...   \n",
       "1512  Meet Tassy &amp; Bee. Tassy is pretty chill, b...   \n",
       "1546  These two pups just met and have instantly bon...   \n",
       "1003  Meet Travis and Flurp. Travis is pretty chill ...   \n",
       "1220  Meet Oliviér. He takes killer selfies. Has a d...   \n",
       "1215  This may be the greatest video I've ever been ...   \n",
       "1255  When bae says they can't go out but you see th...   \n",
       "1125  This is Socks. That water pup w the super legs...   \n",
       "1919  This is Spark. He's nervous. Other dog hasn't ...   \n",
       "1882  Here we have Pancho and Peaches. Pancho is a C...   \n",
       "2008  These are Peruvian Feldspars. Their names are ...   \n",
       "2037  This is an Albanian 3 1/2 legged  Episcopalian...   \n",
       "1966  This is Kial. Kial is either wearing a cape, w...   \n",
       "1975  Two dogs in this one. Both are rare Jujitsu Py...   \n",
       "1612  Two gorgeous dogs here. Little waddling dog is...   \n",
       "1770  Meet Holly. She's trying to teach small human-...   \n",
       "1819  Meet Hank and Sully. Hank is very proud of the...   \n",
       "1717  10/10 for dog. 7/10 for cat. 12/10 for human. ...   \n",
       "605   \"Yep... just as I suspected. You're not flossi...   \n",
       "811   This is Bookstore and Seaweed. Bookstore is ti...   \n",
       "953   Happy 4/20 from the squad! 13/10 for all https...   \n",
       "987   This is Bluebert. He just saw that both #Final...   \n",
       "862   After so many requests, this is Bretagne. She ...   \n",
       "1677  Meet Eve. She's a raging alcoholic 8/10 (would...   \n",
       "1608  Meet Rufio. He is unaware of the pink legless ...   \n",
       "\n",
       "                                          expanded_urls rating_numerator  \\\n",
       "1391  https://twitter.com/dog_rates/status/682962037...               10   \n",
       "1281  https://twitter.com/dog_rates/status/689835978...               10   \n",
       "1270  https://twitter.com/dog_rates/status/690400367...                6   \n",
       "1512  https://twitter.com/dog_rates/status/677314812...               11   \n",
       "1546  https://twitter.com/dog_rates/status/676191832...                7   \n",
       "1003  https://twitter.com/dog_rates/status/714258258...                8   \n",
       "1220  https://twitter.com/dog_rates/status/694352839...                5   \n",
       "1215  https://twitter.com/dog_rates/status/695064344...               13   \n",
       "1255  https://twitter.com/dog_rates/status/691483041...               10   \n",
       "1125  https://twitter.com/dog_rates/status/703356393...                2   \n",
       "1919  https://twitter.com/dog_rates/status/668537837...                1   \n",
       "1882  https://twitter.com/dog_rates/status/669037058...                7   \n",
       "2008  https://twitter.com/dog_rates/status/666835007...               10   \n",
       "2037  https://twitter.com/dog_rates/status/666287406...                9   \n",
       "1966  https://twitter.com/dog_rates/status/667544320...                4   \n",
       "1975  https://twitter.com/dog_rates/status/667491009...                8   \n",
       "1612  https://twitter.com/dog_rates/status/674646392...                8   \n",
       "1770  https://twitter.com/dog_rates/status/671154572...                8   \n",
       "1819  https://twitter.com/dog_rates/status/670434127...                8   \n",
       "1717  https://twitter.com/dog_rates/status/672248013...                7   \n",
       "605   https://twitter.com/dog_rates/status/777684233...               11   \n",
       "811   https://twitter.com/dog_rates/status/747600769...                7   \n",
       "953   https://twitter.com/dog_rates/status/722974582...               13   \n",
       "987   https://twitter.com/dog_rates/status/716439118...               11   \n",
       "862   https://twitter.com/dog_rates/status/740373189...               14   \n",
       "1677  https://twitter.com/dog_rates/status/673295268...               11   \n",
       "1608  https://twitter.com/dog_rates/status/674737130...                4   \n",
       "\n",
       "      rating_denominator       name doggo floofer  pupper puppo  \\\n",
       "1391                  10     Darrel                               \n",
       "1281                  10       Fynn                               \n",
       "1270                  10       Eriq                               \n",
       "1512                  10      Tassy                               \n",
       "1546                  10       None                               \n",
       "1003                  10     Travis                               \n",
       "1220                  10    Oliviér                               \n",
       "1215                  10       None                               \n",
       "1255                  10       None                               \n",
       "1125                  10      Socks                               \n",
       "1919                  10      Spark                               \n",
       "1882                  10       None                               \n",
       "2008                  10       None                               \n",
       "2037                  10         an                               \n",
       "1966                  10       Kial                               \n",
       "1975                  10       None                               \n",
       "1612                  10       None                               \n",
       "1770                  10      Holly                               \n",
       "1819                  10       Hank                               \n",
       "1717                  10       None                               \n",
       "605                   10       None                               \n",
       "811                   10  Bookstore                               \n",
       "953                   10       None                               \n",
       "987                   10   Bluebert                               \n",
       "862                   10       None                               \n",
       "1677                  10        Eve                pupper         \n",
       "1608                  10      Rufio                pupper         \n",
       "\n",
       "      favorite_count  retweet_count  followers_count  \\\n",
       "1391           34965          15472          9004971   \n",
       "1281            2080            714          9004970   \n",
       "1270            1807            426          9004970   \n",
       "1512            1556            492          9004972   \n",
       "1546            2124            958          9004779   \n",
       "1003            2897            691          9004969   \n",
       "1220            1944            577          9004970   \n",
       "1215            1526            554          9004970   \n",
       "1255            2286            527          9004970   \n",
       "1125            1830            365          9004970   \n",
       "1919             233             63          9004780   \n",
       "1882             600            281          9004780   \n",
       "2008             190             70          9004780   \n",
       "2037             129             57          9004779   \n",
       "1966             784            479          9004780   \n",
       "1975             474            201          9004780   \n",
       "1612            1323            445          9004779   \n",
       "1770             651            199          9004779   \n",
       "1819            1299            584          9004780   \n",
       "1717            1597            545          9004779   \n",
       "605            10934           2818          9004969   \n",
       "811             2249            539          9004969   \n",
       "953             3895           1476          9004969   \n",
       "987             2273            199          9004969   \n",
       "862            33508          12594          9004969   \n",
       "1677            6953           2877          9004779   \n",
       "1608             599             81          9004779   \n",
       "\n",
       "                                                jpg_url dog_stage  \\\n",
       "1391    https://pbs.twimg.com/media/CXpeVzQW8AApKYb.jpg      None   \n",
       "1281    https://pbs.twimg.com/media/CZLKJpDWQAA-5u4.jpg      None   \n",
       "1270    https://pbs.twimg.com/media/CZTLeBuWIAAFkeR.jpg      None   \n",
       "1512    https://pbs.twimg.com/media/CWZOOIUW4AAQrX_.jpg      None   \n",
       "1546    https://pbs.twimg.com/media/CWJQ4UmWoAIJ29t.jpg      None   \n",
       "1003    https://pbs.twimg.com/media/CemOGNjWQAEoN7R.jpg      None   \n",
       "1220    https://pbs.twimg.com/media/CaLWOPfWkAAo2Dt.jpg      None   \n",
       "1215  https://pbs.twimg.com/ext_tw_video_thumb/69506...      None   \n",
       "1255    https://pbs.twimg.com/media/CZikKBIWYAA40Az.jpg      None   \n",
       "1125    https://pbs.twimg.com/media/CcLS6QKUcAAUuPa.jpg      None   \n",
       "1919    https://pbs.twimg.com/media/CUcfnWlWsAAzlwE.jpg      None   \n",
       "1882    https://pbs.twimg.com/media/CUjlp51WcAA1vGA.jpg      None   \n",
       "2008    https://pbs.twimg.com/media/CUES51dXIAEahyG.jpg      None   \n",
       "2037    https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg      None   \n",
       "1966    https://pbs.twimg.com/media/CUOYBbbWIAAXQGU.jpg      None   \n",
       "1975    https://pbs.twimg.com/media/CUNniSlUYAEj1Jl.jpg      None   \n",
       "1612    https://pbs.twimg.com/media/CVzTUGrW4AAirJH.jpg      None   \n",
       "1770    https://pbs.twimg.com/media/CVBrhXoWIAAox_C.jpg      None   \n",
       "1819    https://pbs.twimg.com/media/CU3cSG8W4AIAePH.jpg      None   \n",
       "1717    https://pbs.twimg.com/media/CVROAIfWsAECA5t.jpg      None   \n",
       "605     https://pbs.twimg.com/media/CsrjryzWgAAZY00.jpg      None   \n",
       "811     https://pbs.twimg.com/media/CmAC7ehXEAAqSuW.jpg      None   \n",
       "953     https://pbs.twimg.com/media/CgiFjIpWgAA4wVp.jpg      None   \n",
       "987     https://pbs.twimg.com/media/CfFNk7cWAAA-hND.jpg      None   \n",
       "862     https://pbs.twimg.com/media/CkZVdJ6WYAAXZ5A.jpg      None   \n",
       "1677    https://pbs.twimg.com/media/CVgGc9hWIAIe1bn.jpg    pupper   \n",
       "1608    https://pbs.twimg.com/media/CV0l10AU8AAfg-a.jpg    pupper   \n",
       "\n",
       "                    prediction  confidence_level  \n",
       "1391                 Chihuahua          0.155207  \n",
       "1281                    collie          0.600186  \n",
       "1270                  Pembroke          0.426459  \n",
       "1512          Blenheim_spaniel          0.924127  \n",
       "1546                 Chihuahua          0.376741  \n",
       "1003                    collie          0.176758  \n",
       "1220        Australian_terrier          0.407886  \n",
       "1215                       NaN          0.000000  \n",
       "1255                bloodhound          0.886232  \n",
       "1125             Border_collie          0.894842  \n",
       "1919          Lakeland_terrier          0.372988  \n",
       "1882                 Chihuahua          0.803528  \n",
       "2008                  Airedale          0.448459  \n",
       "2037               Maltese_dog          0.857531  \n",
       "1966                Pomeranian          0.412893  \n",
       "1975                    borzoi          0.852088  \n",
       "1612     flat-coated_retriever          0.837448  \n",
       "1770        Labrador_retriever          0.495047  \n",
       "1819  Chesapeake_Bay_retriever          0.027351  \n",
       "1717             Irish_terrier          0.413173  \n",
       "605             cocker_spaniel          0.253442  \n",
       "811   Chesapeake_Bay_retriever          0.804363  \n",
       "953                 Great_Dane          0.246762  \n",
       "987             Siberian_husky          0.396495  \n",
       "862           golden_retriever          0.807644  \n",
       "1677          golden_retriever          0.889241  \n",
       "1608                Pomeranian          0.948537  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean[twitter_archive_enhanced_clean.text.isin(rating_temp)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue: Cleaning decimal values in rating numerators."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cleaning decimal values in rating numerators."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\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>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</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",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>dog_stage</th>\n",
       "      <th>prediction</th>\n",
       "      <th>confidence_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>680494726643068929</td>\n",
       "      <td>2015-12-25 21:06:00 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here we have uncovered an entire battalion of ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680494726...</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1631</td>\n",
       "      <td>458</td>\n",
       "      <td>9004972</td>\n",
       "      <td>https://pbs.twimg.com/media/CXGaVxOWAAADjhF.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.438627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>786709082849828864</td>\n",
       "      <td>2016-10-13 23:23:56 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Logan, the Chow who lived. He solemnly...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/786709082...</td>\n",
       "      <td>75</td>\n",
       "      <td>10</td>\n",
       "      <td>Logan</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>17867</td>\n",
       "      <td>5940</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/CurzvFTXgAA2_AP.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.467321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>883482846933004288</td>\n",
       "      <td>2017-07-08 00:28:19 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Bella. She hopes her smile made you sm...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/883482846...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Bella</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>41388</td>\n",
       "      <td>8563</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/DELC9dZXUAADqUk.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.943082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>778027034220126208</td>\n",
       "      <td>2016-09-20 00:24:34 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Sophie. She's a Jubilant Bush Pupper. ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/778027034...</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>Sophie</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>6380</td>\n",
       "      <td>1541</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/Cswbc2yWcAAVsCJ.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>clumber</td>\n",
       "      <td>0.946718</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                  timestamp              source  \\\n",
       "1437  680494726643068929  2015-12-25 21:06:00 +0000  Twitter for iPhone   \n",
       "548   786709082849828864  2016-10-13 23:23:56 +0000  Twitter for iPhone   \n",
       "40    883482846933004288  2017-07-08 00:28:19 +0000  Twitter for iPhone   \n",
       "603   778027034220126208  2016-09-20 00:24:34 +0000  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "1437  Here we have uncovered an entire battalion of ...   \n",
       "548   This is Logan, the Chow who lived. He solemnly...   \n",
       "40    This is Bella. She hopes her smile made you sm...   \n",
       "603   This is Sophie. She's a Jubilant Bush Pupper. ...   \n",
       "\n",
       "                                          expanded_urls rating_numerator  \\\n",
       "1437  https://twitter.com/dog_rates/status/680494726...               26   \n",
       "548   https://twitter.com/dog_rates/status/786709082...               75   \n",
       "40    https://twitter.com/dog_rates/status/883482846...                5   \n",
       "603   https://twitter.com/dog_rates/status/778027034...               27   \n",
       "\n",
       "      rating_denominator    name doggo floofer  pupper puppo  favorite_count  \\\n",
       "1437                  10    None                                        1631   \n",
       "548                   10   Logan                                       17867   \n",
       "40                    10   Bella                                       41388   \n",
       "603                   10  Sophie                pupper                  6380   \n",
       "\n",
       "      retweet_count  followers_count  \\\n",
       "1437            458          9004972   \n",
       "548            5940          9004969   \n",
       "40             8563          9004970   \n",
       "603            1541          9004969   \n",
       "\n",
       "                                              jpg_url dog_stage  \\\n",
       "1437  https://pbs.twimg.com/media/CXGaVxOWAAADjhF.jpg      None   \n",
       "548   https://pbs.twimg.com/media/CurzvFTXgAA2_AP.jpg      None   \n",
       "40    https://pbs.twimg.com/media/DELC9dZXUAADqUk.jpg      None   \n",
       "603   https://pbs.twimg.com/media/Cswbc2yWcAAVsCJ.jpg    pupper   \n",
       "\n",
       "            prediction  confidence_level  \n",
       "1437            kuvasz          0.438627  \n",
       "548         Pomeranian          0.467321  \n",
       "40    golden_retriever          0.943082  \n",
       "603            clumber          0.946718  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View tweets with decimals in rating in 'text' column\n",
    "twitter_archive_enhanced_clean[twitter_archive_enhanced_clean.text.str.contains(r\"(\\d+\\.\\d*\\/\\d+)\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1355</th>\n",
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       "      <td>10</td>\n",
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       "      <th>1354</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
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       "      <th>1353</th>\n",
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       "      <td>10</td>\n",
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       "      <th>1362</th>\n",
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       "      <td>10</td>\n",
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       "      <td>10</td>\n",
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       "      <th>1189</th>\n",
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       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>1608</th>\n",
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       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
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       "      <th>449</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1987 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0    1\n",
       "0      13   10\n",
       "1374   10   10\n",
       "1373   10   10\n",
       "1372   10   10\n",
       "1371   11   10\n",
       "1370   10   10\n",
       "1369   10   10\n",
       "1368    9   10\n",
       "1367    6   10\n",
       "1366  121  110\n",
       "1365  143  130\n",
       "1364   12   10\n",
       "1375    5   10\n",
       "1363   10   10\n",
       "1361   12   10\n",
       "1360    4   10\n",
       "1359   10   10\n",
       "1358   11   10\n",
       "1356   11   10\n",
       "1355   12   10\n",
       "1354   11   10\n",
       "1353   12   10\n",
       "1352    5   10\n",
       "1350   11   10\n",
       "1347   11   10\n",
       "1362   10   10\n",
       "1378    9   10\n",
       "1379   11   10\n",
       "1380   11   10\n",
       "1416    9   10\n",
       "...   ...  ...\n",
       "1219   10   10\n",
       "1221    9   10\n",
       "1190   11   10\n",
       "1189   11   10\n",
       "1608   10   10\n",
       "234    12   10\n",
       "477    12   10\n",
       "1213   12   10\n",
       "306    14   10\n",
       "875    11   10\n",
       "449    12   10\n",
       "524    12   10\n",
       "80     13   10\n",
       "12     13   10\n",
       "759    11   10\n",
       "137    13   10\n",
       "308    12   10\n",
       "740    10   10\n",
       "508    12   10\n",
       "439    12   10\n",
       "320    13   10\n",
       "771    10   10\n",
       "844    10   10\n",
       "582    13   10\n",
       "106    12   10\n",
       "833     9   10\n",
       "340    13   10\n",
       "544    13   10\n",
       "14     13   10\n",
       "63     13   10\n",
       "\n",
       "[1987 rows x 2 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings = twitter_archive_enhanced_clean.text.str.extract('((?:\\d+\\.)?\\d+)\\/(\\d+)', expand=True)\n",
    "ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean.rating_numerator = ratings[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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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>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
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       "      <th>doggo</th>\n",
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       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
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       "      <th>retweet_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>dog_stage</th>\n",
       "      <th>prediction</th>\n",
       "      <th>confidence_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>680494726643068929</td>\n",
       "      <td>2015-12-25 21:06:00 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here we have uncovered an entire battalion of ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680494726...</td>\n",
       "      <td>11.26</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <td>1631</td>\n",
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       "      <td>9004972</td>\n",
       "      <td>https://pbs.twimg.com/media/CXGaVxOWAAADjhF.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.438627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>786709082849828864</td>\n",
       "      <td>2016-10-13 23:23:56 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Logan, the Chow who lived. He solemnly...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/786709082...</td>\n",
       "      <td>9.75</td>\n",
       "      <td>10</td>\n",
       "      <td>Logan</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>17867</td>\n",
       "      <td>5940</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/CurzvFTXgAA2_AP.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.467321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>883482846933004288</td>\n",
       "      <td>2017-07-08 00:28:19 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Bella. She hopes her smile made you sm...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/883482846...</td>\n",
       "      <td>13.5</td>\n",
       "      <td>10</td>\n",
       "      <td>Bella</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>41388</td>\n",
       "      <td>8563</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/DELC9dZXUAADqUk.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.943082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>778027034220126208</td>\n",
       "      <td>2016-09-20 00:24:34 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Sophie. She's a Jubilant Bush Pupper. ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/778027034...</td>\n",
       "      <td>11.27</td>\n",
       "      <td>10</td>\n",
       "      <td>Sophie</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>6380</td>\n",
       "      <td>1541</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/Cswbc2yWcAAVsCJ.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>clumber</td>\n",
       "      <td>0.946718</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                  timestamp              source  \\\n",
       "1437  680494726643068929  2015-12-25 21:06:00 +0000  Twitter for iPhone   \n",
       "548   786709082849828864  2016-10-13 23:23:56 +0000  Twitter for iPhone   \n",
       "40    883482846933004288  2017-07-08 00:28:19 +0000  Twitter for iPhone   \n",
       "603   778027034220126208  2016-09-20 00:24:34 +0000  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "1437  Here we have uncovered an entire battalion of ...   \n",
       "548   This is Logan, the Chow who lived. He solemnly...   \n",
       "40    This is Bella. She hopes her smile made you sm...   \n",
       "603   This is Sophie. She's a Jubilant Bush Pupper. ...   \n",
       "\n",
       "                                          expanded_urls rating_numerator  \\\n",
       "1437  https://twitter.com/dog_rates/status/680494726...            11.26   \n",
       "548   https://twitter.com/dog_rates/status/786709082...             9.75   \n",
       "40    https://twitter.com/dog_rates/status/883482846...             13.5   \n",
       "603   https://twitter.com/dog_rates/status/778027034...            11.27   \n",
       "\n",
       "      rating_denominator    name doggo floofer  pupper puppo  favorite_count  \\\n",
       "1437                  10    None                                        1631   \n",
       "548                   10   Logan                                       17867   \n",
       "40                    10   Bella                                       41388   \n",
       "603                   10  Sophie                pupper                  6380   \n",
       "\n",
       "      retweet_count  followers_count  \\\n",
       "1437            458          9004972   \n",
       "548            5940          9004969   \n",
       "40             8563          9004970   \n",
       "603            1541          9004969   \n",
       "\n",
       "                                              jpg_url dog_stage  \\\n",
       "1437  https://pbs.twimg.com/media/CXGaVxOWAAADjhF.jpg      None   \n",
       "548   https://pbs.twimg.com/media/CurzvFTXgAA2_AP.jpg      None   \n",
       "40    https://pbs.twimg.com/media/DELC9dZXUAADqUk.jpg      None   \n",
       "603   https://pbs.twimg.com/media/Cswbc2yWcAAVsCJ.jpg    pupper   \n",
       "\n",
       "            prediction  confidence_level  \n",
       "1437            kuvasz          0.438627  \n",
       "548         Pomeranian          0.467321  \n",
       "40    golden_retriever          0.943082  \n",
       "603            clumber          0.946718  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean[twitter_archive_enhanced_clean.text.str.contains(r\"(\\d+\\.\\d*\\/\\d+)\")]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue: Convert the `null` values to `None` type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert the `null` values to `None` type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1987 entries, 0 to 63\n",
      "Data columns (total 19 columns):\n",
      "tweet_id              1987 non-null int64\n",
      "timestamp             1987 non-null object\n",
      "source                1987 non-null object\n",
      "text                  1987 non-null object\n",
      "expanded_urls         1987 non-null object\n",
      "rating_numerator      1987 non-null object\n",
      "rating_denominator    1987 non-null int64\n",
      "name                  1987 non-null object\n",
      "doggo                 1987 non-null object\n",
      "floofer               1987 non-null object\n",
      "pupper                1987 non-null object\n",
      "puppo                 1987 non-null object\n",
      "favorite_count        1987 non-null int64\n",
      "retweet_count         1987 non-null int64\n",
      "followers_count       1987 non-null int64\n",
      "jpg_url               1987 non-null object\n",
      "dog_stage             1987 non-null object\n",
      "prediction            1987 non-null object\n",
      "confidence_level      1987 non-null float64\n",
      "dtypes: float64(1), int64(5), object(13)\n",
      "memory usage: 310.5+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean['prediction'] == 'NaN', 'prediction'] = None\n",
    "twitter_archive_enhanced_clean.loc[twitter_archive_enhanced_clean['rating_numerator'] == 'NaN', 'rating_numerator'] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1987 entries, 0 to 63\n",
      "Data columns (total 19 columns):\n",
      "tweet_id              1987 non-null int64\n",
      "timestamp             1987 non-null object\n",
      "source                1987 non-null object\n",
      "text                  1987 non-null object\n",
      "expanded_urls         1987 non-null object\n",
      "rating_numerator      1987 non-null object\n",
      "rating_denominator    1987 non-null int64\n",
      "name                  1987 non-null object\n",
      "doggo                 1987 non-null object\n",
      "floofer               1987 non-null object\n",
      "pupper                1987 non-null object\n",
      "puppo                 1987 non-null object\n",
      "favorite_count        1987 non-null int64\n",
      "retweet_count         1987 non-null int64\n",
      "followers_count       1987 non-null int64\n",
      "jpg_url               1987 non-null object\n",
      "dog_stage             1987 non-null object\n",
      "prediction            1679 non-null object\n",
      "confidence_level      1987 non-null float64\n",
      "dtypes: float64(1), int64(5), object(13)\n",
      "memory usage: 310.5+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue:  __`Twitter Archive Enhanced Data:`__ Replacing all lower case invalid names like (`a, an, etc.`) with `None`\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Replacing all lower case invalid names like (`a, an, etc.`) with `None`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean.name = twitter_archive_enhanced_clean.name.str.replace('^[a-z]', 'None')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "None         601\n",
       "Charlie       10\n",
       "Oliver        10\n",
       "Cooper        10\n",
       "Tucker         9\n",
       "Lucy           9\n",
       "Penny          9\n",
       "Sadie          8\n",
       "Winston        8\n",
       "Daisy          7\n",
       "Toby           7\n",
       "Nonehe         7\n",
       "Lola           7\n",
       "Jax            6\n",
       "Nonen          6\n",
       "Bella          6\n",
       "Bo             6\n",
       "Stanley        6\n",
       "Koda           6\n",
       "Louis          5\n",
       "Milo           5\n",
       "Leo            5\n",
       "Buddy          5\n",
       "Oscar          5\n",
       "Chester        5\n",
       "Dave           5\n",
       "Scout          5\n",
       "Rusty          5\n",
       "Bailey         5\n",
       "George         4\n",
       "            ... \n",
       "Carbon         1\n",
       "Tayzie         1\n",
       "Jed            1\n",
       "Bookstore      1\n",
       "Arya           1\n",
       "Rooney         1\n",
       "Billl          1\n",
       "Hercules       1\n",
       "Darrel         1\n",
       "Dawn           1\n",
       "Mason          1\n",
       "Leonard        1\n",
       "Philippe       1\n",
       "Perry          1\n",
       "Hermione       1\n",
       "Adele          1\n",
       "Ralphie        1\n",
       "Kellogg        1\n",
       "Amber          1\n",
       "Jangle         1\n",
       "Gustav         1\n",
       "Bobble         1\n",
       "Rizzo          1\n",
       "Alf            1\n",
       "Fletcher       1\n",
       "Daniel         1\n",
       "Ralphson       1\n",
       "Blipson        1\n",
       "Humphrey       1\n",
       "Sandra         1\n",
       "Name: name, Length: 932, dtype: int64"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.name.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue:  __`Twitter Archive Enhanced Data:`__ Replacing all `O` invalid names with `None`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Replacing all `O` invalid names with `None`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean.name = twitter_archive_enhanced_clean.name.str.replace('O', 'None')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], Name: name, dtype: int64)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean[twitter_archive_enhanced_clean['name'].apply(len) == 1 ].name.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Issue: Correcting Data types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Define: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Correcting Data types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Code: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                int64\n",
       "timestamp              object\n",
       "source                 object\n",
       "text                   object\n",
       "expanded_urls          object\n",
       "rating_numerator       object\n",
       "rating_denominator      int64\n",
       "name                   object\n",
       "doggo                  object\n",
       "floofer                object\n",
       "pupper                 object\n",
       "puppo                  object\n",
       "favorite_count          int64\n",
       "retweet_count           int64\n",
       "followers_count         int64\n",
       "jpg_url                object\n",
       "dog_stage              object\n",
       "prediction             object\n",
       "confidence_level      float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean['tweet_id'] = twitter_archive_enhanced_clean['tweet_id'].astype(str)\n",
    "twitter_archive_enhanced_clean['timestamp'] = pd.to_datetime(twitter_archive_enhanced_clean.timestamp)\n",
    "twitter_archive_enhanced_clean['source'] = twitter_archive_enhanced_clean['source'].astype('category')\n",
    "twitter_archive_enhanced_clean['rating_numerator'] = twitter_archive_enhanced_clean['rating_numerator'].astype(float)\n",
    "twitter_archive_enhanced_clean['rating_denominator'] = twitter_archive_enhanced_clean['rating_denominator'].astype(float)\n",
    "twitter_archive_enhanced_clean['favorite_count'] = twitter_archive_enhanced_clean['favorite_count'].astype(int)\n",
    "twitter_archive_enhanced_clean['retweet_count'] = twitter_archive_enhanced_clean['retweet_count'].astype(int)\n",
    "twitter_archive_enhanced_clean['followers_count'] = twitter_archive_enhanced_clean['followers_count'].astype(int)\n",
    "twitter_archive_enhanced_clean['dog_stage'] = twitter_archive_enhanced_clean['dog_stage'].astype('category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Test: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                      object\n",
       "timestamp             datetime64[ns]\n",
       "source                      category\n",
       "text                          object\n",
       "expanded_urls                 object\n",
       "rating_numerator             float64\n",
       "rating_denominator           float64\n",
       "name                          object\n",
       "doggo                         object\n",
       "floofer                       object\n",
       "pupper                        object\n",
       "puppo                         object\n",
       "favorite_count                 int64\n",
       "retweet_count                  int64\n",
       "followers_count                int64\n",
       "jpg_url                       object\n",
       "dog_stage                   category\n",
       "prediction                    object\n",
       "confidence_level             float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced_clean.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Storing Cleaned Data in `twitter_archive_master.csv` file  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_enhanced_clean.to_csv('twitter_archive_master.csv', index=False, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### The cleaned data has been successfully stored in `twitter_archive_master.csv` file\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyzing and Visualizing `twitter_archive_master` Data\n",
    "\n",
    "By gathering cleaned and analysis ready data from `twitter_archive_master.csv`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1987, 19)"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df = pd.read_csv('twitter_archive_master.csv')\n",
    "master_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1987 entries, 0 to 1986\n",
      "Data columns (total 19 columns):\n",
      "tweet_id              1987 non-null int64\n",
      "timestamp             1987 non-null object\n",
      "source                1987 non-null object\n",
      "text                  1987 non-null object\n",
      "expanded_urls         1987 non-null object\n",
      "rating_numerator      1987 non-null float64\n",
      "rating_denominator    1987 non-null float64\n",
      "name                  1987 non-null object\n",
      "doggo                 73 non-null object\n",
      "floofer               8 non-null object\n",
      "pupper                212 non-null object\n",
      "puppo                 23 non-null object\n",
      "favorite_count        1987 non-null int64\n",
      "retweet_count         1987 non-null int64\n",
      "followers_count       1987 non-null int64\n",
      "jpg_url               1987 non-null object\n",
      "dog_stage             1987 non-null object\n",
      "prediction            1679 non-null object\n",
      "confidence_level      1987 non-null float64\n",
      "dtypes: float64(3), int64(4), object(12)\n",
      "memory usage: 295.0+ KB\n"
     ]
    }
   ],
   "source": [
    "master_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1987 entries, 0 to 1986\n",
      "Data columns (total 19 columns):\n",
      "tweet_id              1987 non-null int64\n",
      "timestamp             1987 non-null datetime64[ns]\n",
      "source                1987 non-null object\n",
      "text                  1987 non-null object\n",
      "expanded_urls         1987 non-null object\n",
      "rating_numerator      1987 non-null float64\n",
      "rating_denominator    1987 non-null float64\n",
      "name                  1987 non-null object\n",
      "doggo                 73 non-null object\n",
      "floofer               8 non-null object\n",
      "pupper                212 non-null object\n",
      "puppo                 23 non-null object\n",
      "favorite_count        1987 non-null int64\n",
      "retweet_count         1987 non-null int64\n",
      "followers_count       1987 non-null int64\n",
      "jpg_url               1987 non-null object\n",
      "dog_stage             1987 non-null object\n",
      "prediction            1679 non-null object\n",
      "confidence_level      1987 non-null float64\n",
      "dtypes: datetime64[ns](1), float64(3), int64(4), object(11)\n",
      "memory usage: 295.0+ KB\n"
     ]
    }
   ],
   "source": [
    "master_df.timestamp = pd.to_datetime(master_df.timestamp)\n",
    "master_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</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",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>dog_stage</th>\n",
       "      <th>prediction</th>\n",
       "      <th>confidence_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34752</td>\n",
       "      <td>7278</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>683852578183077888</td>\n",
       "      <td>2016-01-04 03:28:54</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Say hello to Tiger. He's a penbroke (little do...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/683852578...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Tiger</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1858</td>\n",
       "      <td>330</td>\n",
       "      <td>9004971</td>\n",
       "      <td>https://pbs.twimg.com/media/CX2ISqSWYAAEtCF.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.551352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>683857920510050305</td>\n",
       "      <td>2016-01-04 03:50:08</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Sadie. She fell asleep on the beach and h...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/683857920...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Sadie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3630</td>\n",
       "      <td>1059</td>\n",
       "      <td>9004971</td>\n",
       "      <td>https://pbs.twimg.com/media/CX2NJmRWYAAxz_5.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>bluetick</td>\n",
       "      <td>0.174738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>684097758874210310</td>\n",
       "      <td>2016-01-04 19:43:10</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Say hello to Lupe. This is how she sleeps. 10/...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684097758...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Lupe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3931</td>\n",
       "      <td>1351</td>\n",
       "      <td>9004971</td>\n",
       "      <td>https://pbs.twimg.com/media/CX5nR5oWsAAiclh.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.627856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>684122891630342144</td>\n",
       "      <td>2016-01-04 21:23:02</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Heartwarming scene of two pups that want nothi...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684122891...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1910</td>\n",
       "      <td>444</td>\n",
       "      <td>9004971</td>\n",
       "      <td>https://pbs.twimg.com/media/CX5-HslWQAIiXKB.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id           timestamp              source  \\\n",
       "0  892420643555336193 2017-08-01 16:23:56  Twitter for iPhone   \n",
       "1  683852578183077888 2016-01-04 03:28:54  Twitter for iPhone   \n",
       "2  683857920510050305 2016-01-04 03:50:08  Twitter for iPhone   \n",
       "3  684097758874210310 2016-01-04 19:43:10  Twitter for iPhone   \n",
       "4  684122891630342144 2016-01-04 21:23:02  Twitter for iPhone   \n",
       "\n",
       "                                                text  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...   \n",
       "1  Say hello to Tiger. He's a penbroke (little do...   \n",
       "2  Meet Sadie. She fell asleep on the beach and h...   \n",
       "3  Say hello to Lupe. This is how she sleeps. 10/...   \n",
       "4  Heartwarming scene of two pups that want nothi...   \n",
       "\n",
       "                                       expanded_urls  rating_numerator  \\\n",
       "0  https://twitter.com/dog_rates/status/892420643...              13.0   \n",
       "1  https://twitter.com/dog_rates/status/683852578...              10.0   \n",
       "2  https://twitter.com/dog_rates/status/683857920...              10.0   \n",
       "3  https://twitter.com/dog_rates/status/684097758...              10.0   \n",
       "4  https://twitter.com/dog_rates/status/684122891...              11.0   \n",
       "\n",
       "   rating_denominator     name doggo floofer pupper puppo  favorite_count  \\\n",
       "0                10.0  Phineas   NaN     NaN    NaN   NaN           34752   \n",
       "1                10.0    Tiger   NaN     NaN    NaN   NaN            1858   \n",
       "2                10.0    Sadie   NaN     NaN    NaN   NaN            3630   \n",
       "3                10.0     Lupe   NaN     NaN    NaN   NaN            3931   \n",
       "4                10.0     None   NaN     NaN    NaN   NaN            1910   \n",
       "\n",
       "   retweet_count  followers_count  \\\n",
       "0           7278          9004970   \n",
       "1            330          9004971   \n",
       "2           1059          9004971   \n",
       "3           1351          9004971   \n",
       "4            444          9004971   \n",
       "\n",
       "                                           jpg_url dog_stage  \\\n",
       "0  https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg      None   \n",
       "1  https://pbs.twimg.com/media/CX2ISqSWYAAEtCF.jpg      None   \n",
       "2  https://pbs.twimg.com/media/CX2NJmRWYAAxz_5.jpg      None   \n",
       "3  https://pbs.twimg.com/media/CX5nR5oWsAAiclh.jpg      None   \n",
       "4  https://pbs.twimg.com/media/CX5-HslWQAIiXKB.jpg      None   \n",
       "\n",
       "           prediction  confidence_level  \n",
       "0                 NaN          0.000000  \n",
       "1          toy_poodle          0.551352  \n",
       "2            bluetick          0.174738  \n",
       "3  Labrador_retriever          0.627856  \n",
       "4                 NaN          0.000000  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "    }\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>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</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",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>dog_stage</th>\n",
       "      <th>prediction</th>\n",
       "      <th>confidence_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1383</th>\n",
       "      <td>788765914992902144</td>\n",
       "      <td>2016-10-19 15:37:03</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Butter. She can have whatever she want...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/788765914...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Butter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26730</td>\n",
       "      <td>9997</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/CvJCabcWgAIoUxW.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.500509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>690400367696297985</td>\n",
       "      <td>2016-01-22 05:07:29</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Eriq. His friend just reminded him of ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/690400367...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Eriq</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1807</td>\n",
       "      <td>426</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/CZTLeBuWIAAFkeR.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.426459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1503</th>\n",
       "      <td>726828223124897792</td>\n",
       "      <td>2016-05-01 17:38:46</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Bloop. He's a Phoenician Winnebago. To...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/726828223...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Bloop</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3403</td>\n",
       "      <td>949</td>\n",
       "      <td>9004969</td>\n",
       "      <td>https://pbs.twimg.com/media/ChY2aHyWMAAbNQE.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.255327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>2017-07-22 00:23:06</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Ralphus. He's powering up. Attempting ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888554962...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Ralphus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17818</td>\n",
       "      <td>2977</td>\n",
       "      <td>9004970</td>\n",
       "      <td>https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Siberian_husky</td>\n",
       "      <td>0.700377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>667524857454854144</td>\n",
       "      <td>2015-11-20 02:08:22</td>\n",
       "      <td>Twitter Web Client</td>\n",
       "      <td>Another topnotch dog. His name is Big Jumpy Ra...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667524857...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1554</td>\n",
       "      <td>1010</td>\n",
       "      <td>9004780</td>\n",
       "      <td>https://pbs.twimg.com/media/CUOGUfJW4AA_eni.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.088122</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id           timestamp              source  \\\n",
       "1383  788765914992902144 2016-10-19 15:37:03  Twitter for iPhone   \n",
       "80    690400367696297985 2016-01-22 05:07:29  Twitter for iPhone   \n",
       "1503  726828223124897792 2016-05-01 17:38:46  Twitter for iPhone   \n",
       "1222  888554962724278272 2017-07-22 00:23:06  Twitter for iPhone   \n",
       "664   667524857454854144 2015-11-20 02:08:22  Twitter Web Client   \n",
       "\n",
       "                                                   text  \\\n",
       "1383  This is Butter. She can have whatever she want...   \n",
       "80    This is Eriq. His friend just reminded him of ...   \n",
       "1503  This is Bloop. He's a Phoenician Winnebago. To...   \n",
       "1222  This is Ralphus. He's powering up. Attempting ...   \n",
       "664   Another topnotch dog. His name is Big Jumpy Ra...   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "1383  https://twitter.com/dog_rates/status/788765914...              12.0   \n",
       "80    https://twitter.com/dog_rates/status/690400367...              10.0   \n",
       "1503  https://twitter.com/dog_rates/status/726828223...              12.0   \n",
       "1222  https://twitter.com/dog_rates/status/888554962...              13.0   \n",
       "664   https://twitter.com/dog_rates/status/667524857...              12.0   \n",
       "\n",
       "      rating_denominator     name doggo floofer pupper puppo  favorite_count  \\\n",
       "1383                10.0   Butter   NaN     NaN    NaN   NaN           26730   \n",
       "80                  10.0     Eriq   NaN     NaN    NaN   NaN            1807   \n",
       "1503                10.0    Bloop   NaN     NaN    NaN   NaN            3403   \n",
       "1222                10.0  Ralphus   NaN     NaN    NaN   NaN           17818   \n",
       "664                 10.0     None   NaN     NaN    NaN   NaN            1554   \n",
       "\n",
       "      retweet_count  followers_count  \\\n",
       "1383           9997          9004969   \n",
       "80              426          9004970   \n",
       "1503            949          9004969   \n",
       "1222           2977          9004970   \n",
       "664            1010          9004780   \n",
       "\n",
       "                                              jpg_url dog_stage  \\\n",
       "1383  https://pbs.twimg.com/media/CvJCabcWgAIoUxW.jpg      None   \n",
       "80    https://pbs.twimg.com/media/CZTLeBuWIAAFkeR.jpg      None   \n",
       "1503  https://pbs.twimg.com/media/ChY2aHyWMAAbNQE.jpg      None   \n",
       "1222  https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg      None   \n",
       "664   https://pbs.twimg.com/media/CUOGUfJW4AA_eni.jpg      None   \n",
       "\n",
       "                    prediction  confidence_level  \n",
       "1383            cocker_spaniel          0.500509  \n",
       "80                    Pembroke          0.426459  \n",
       "1503        miniature_pinscher          0.255327  \n",
       "1222            Siberian_husky          0.700377  \n",
       "664   Chesapeake_Bay_retriever          0.088122  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "\n",
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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>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.987000e+03</td>\n",
       "      <td>1987.000000</td>\n",
       "      <td>1987.000000</td>\n",
       "      <td>1987.000000</td>\n",
       "      <td>1987.000000</td>\n",
       "      <td>1.987000e+03</td>\n",
       "      <td>1987.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.356264e+17</td>\n",
       "      <td>12.236930</td>\n",
       "      <td>10.511827</td>\n",
       "      <td>7945.241570</td>\n",
       "      <td>2327.962758</td>\n",
       "      <td>9.004921e+06</td>\n",
       "      <td>0.463913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.739210e+16</td>\n",
       "      <td>41.544174</td>\n",
       "      <td>7.274245</td>\n",
       "      <td>11705.199919</td>\n",
       "      <td>4165.052560</td>\n",
       "      <td>8.868234e+01</td>\n",
       "      <td>0.339364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>9.004778e+06</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.758218e+17</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1699.500000</td>\n",
       "      <td>520.500000</td>\n",
       "      <td>9.004780e+06</td>\n",
       "      <td>0.140041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.083495e+17</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3592.000000</td>\n",
       "      <td>1126.000000</td>\n",
       "      <td>9.004969e+06</td>\n",
       "      <td>0.457356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.873602e+17</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9865.500000</td>\n",
       "      <td>2656.000000</td>\n",
       "      <td>9.004970e+06</td>\n",
       "      <td>0.776138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>1776.000000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>149307.000000</td>\n",
       "      <td>73462.000000</td>\n",
       "      <td>9.005177e+06</td>\n",
       "      <td>0.999956</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tweet_id  rating_numerator  rating_denominator  favorite_count  \\\n",
       "count  1.987000e+03       1987.000000         1987.000000     1987.000000   \n",
       "mean   7.356264e+17         12.236930           10.511827     7945.241570   \n",
       "std    6.739210e+16         41.544174            7.274245    11705.199919   \n",
       "min    6.660209e+17          0.000000            7.000000       68.000000   \n",
       "25%    6.758218e+17         10.000000           10.000000     1699.500000   \n",
       "50%    7.083495e+17         11.000000           10.000000     3592.000000   \n",
       "75%    7.873602e+17         12.000000           10.000000     9865.500000   \n",
       "max    8.924206e+17       1776.000000          170.000000   149307.000000   \n",
       "\n",
       "       retweet_count  followers_count  confidence_level  \n",
       "count    1987.000000     1.987000e+03       1987.000000  \n",
       "mean     2327.962758     9.004921e+06          0.463913  \n",
       "std      4165.052560     8.868234e+01          0.339364  \n",
       "min        11.000000     9.004778e+06          0.000000  \n",
       "25%       520.500000     9.004780e+06          0.140041  \n",
       "50%      1126.000000     9.004969e+06          0.457356  \n",
       "75%      2656.000000     9.004970e+06          0.776138  \n",
       "max     73462.000000     9.005177e+06          0.999956  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Number of Tweets Monthly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2015-11    296\n",
       "2015-12    366\n",
       "2016-01    169\n",
       "2016-02    111\n",
       "2016-03    120\n",
       "2016-04     54\n",
       "2016-05     57\n",
       "2016-06     81\n",
       "2016-07     87\n",
       "2016-08     59\n",
       "2016-09     62\n",
       "2016-10     65\n",
       "2016-11     53\n",
       "2016-12     54\n",
       "2017-01     66\n",
       "2017-02     63\n",
       "2017-03     46\n",
       "2017-04     41\n",
       "2017-05     43\n",
       "2017-06     43\n",
       "2017-07     49\n",
       "2017-08      2\n",
       "Name: timestamp, dtype: int64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df['timestamp'].apply(lambda x: x.strftime('%Y-%m')).value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fde7c5f9320>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_data = master_df['tweet_id'].groupby([master_df['timestamp'].dt.year, master_df['timestamp'].dt.month]).count()\n",
    "selected_data.plot('line')\n",
    "plt.title('Number of Tweets Monthly', size=15)\n",
    "plt.xlabel('(Year, Month)')\n",
    "plt.ylabel('Number of Tweets')\n",
    "plt.savefig('images/Number-of-Tweets-Monthly.png', bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most number of tweets posted were in December-2015 (350+ tweets). Afterwards the number of tweets decreased continuously until April-2016 and remained constant afterwards until the July-2017."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Distribution of Rating Numerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings = master_df[(master_df.rating_numerator <= 14) & (master_df.rating_numerator.apply(float.is_integer))]\n",
    "rating_counts = ratings.groupby(['rating_numerator']).count()['tweet_id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fde7c5f95f8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(np.arange(15), rating_counts)\n",
    "plt.xticks(np.arange(15))\n",
    "plt.xlabel('Rating Numerator')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Distribution of Rating Numerators')\n",
    "plt.savefig('images/Distribution-of-Rating-Numerator.png', bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most rated tweets lie between `10-13`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Most used `Source`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Twitter for iPhone    1949\n",
       "Twitter Web Client      28\n",
       "TweetDeck               10\n",
       "Name: source, dtype: int64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df.source.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fde7a52c160>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=master_df, x='source')\n",
    "plt.title('Most used Tweet Sources', size=15)\n",
    "plt.xlabel('Tweets Sources')\n",
    "plt.ylabel('Count')\n",
    "plt.savefig('images/Most-used-Sources.png', bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most popular source is `Twitter for iPhone` followed by the `Twitter Web Client` and `TweetDeck`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Correlation between Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fde7a535da0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(master_df.corr(), cmap='Blues')\n",
    "plt.title('Correlation Heatmap')\n",
    "plt.savefig('images/Correlation-between-Variables.png', bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are some weak and strong correlations.\n",
    "- `Favorite_count` and `Retweet_count` have a strong correlation\n",
    "- `Favorite_count` and `Followers_count` have a weak correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Most Frequent Dog Stages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fde7cee39b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.char.array(['Pupper', 'Doggo', 'Puppo', 'Doggo, Pupper', 'Floofer', 'Doggo, Puppo', 'Doggo, Floofer'])\n",
    "y = np.array(list(master_df[master_df['dog_stage'] != 'None']['dog_stage'].value_counts())[0:7])\n",
    "explode = (0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1) \n",
    "percent = 100.*y/y.sum()\n",
    "patches, texts = plt.pie(y,  startangle=90, radius=1.8,  explode = explode)\n",
    "labels = ['{0} - {1:1.2f} %'.format(i,j) for i,j in zip(x, percent)]\n",
    "\n",
    "plt.legend(patches, labels,  bbox_to_anchor=(-0.1, 1.), fontsize=8);\n",
    "plt.title('Most Frequent Dog Stages')\n",
    "plt.axis('scaled')\n",
    "\n",
    "plt.savefig('images/Most-Frequent-Dog-Stages.png', bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Pupper` is the most common dog found."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Relation b/w Retweets and Likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fde7a513128>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "master_df.plot(kind='scatter', \n",
    "              x='favorite_count',\n",
    "              y='retweet_count',\n",
    "              alpha=0.5,\n",
    "              figsize=(15, 11))\n",
    "plt.xlabel('Number of Likes')\n",
    "plt.ylabel('Number of Retweets')\n",
    "plt.title('Relation b/w Retweets and Likes')\n",
    "\n",
    "plt.savefig('images/Relation-between-Retweets-and-Likes.png', bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- `Like` and `Retweets` have a strong correlation"
   ]
  }
 ],
 "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}