wrangle_act.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Wrangling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The goal of this project is to wrangle WeRateDogs Twitter data to create interesting and trustworthy analyses and visualizations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Data We Have"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Enhanced Twitter Archive\n",
    "- Additional Data via the Twitter API\n",
    "- Image Predictions File"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Steps "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Data wrangling, which consists of:\n",
    "    - Gathering data\n",
    "    - Assessing data\n",
    "    - Cleaning data\n",
    "- Storing, analyzing, and visualizing our wrangled data\n",
    "- Reporting on 1) our data wrangling efforts and 2) our data analyses and visualizations\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "import tweepy\n",
    "import os\n",
    "import json\n",
    "import time\n",
    "import re\n",
    "import warnings\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "#import seaborn as sns\n",
    "%matplotlib inline\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gathering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>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 = pd.read_csv('twitter-archive-enhanced.csv')\n",
    "twitter_archive.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "url=\"https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv\"\n",
    "response = requests.get(url)\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')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": [
    "\n",
    "\n",
    "__Use Twitter API and Python's Tweepy library and store each tweet's set of JSON data in a file.__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "API_KEY = \"\"\n",
    "API_SECRET_KEY = \"\"\n",
    "ACCESS_TOKEN = \"\"\n",
    "ACCESS_TOKEN_SECRET = \"\"\n",
    "\n",
    "auth = tweepy.OAuthHandler(API_KEY, API_SECRET_KEY)\n",
    "auth.set_access_token(ACCESS_TOKEN, ACCESS_TOKEN_SECRET)\n",
    "api = tweepy.API(auth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "888202515573088257 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "873697596434513921 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "872668790621863937 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "872261713294495745 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "869988702071779329 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "866816280283807744 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "861769973181624320 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "856602993587888130 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "845459076796616705 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "844704788403113984 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "842892208864923648 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "837012587749474308 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "827228250799742977 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "812747805718642688 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "802247111496568832 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "775096608509886464 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "770743923962707968 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "Rate limit reached. Sleeping for: 721\n",
      "754011816964026368 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "680055455951884288 __ [{'code': 144, 'message': 'No status found with that ID.'}]\n",
      "Rate limit reached. Sleeping for: 719\n",
      "1923.8888251781464\n"
     ]
    }
   ],
   "source": [
    "df_list = []\n",
    "error_list = []\n",
    "\n",
    "start = time.time()\n",
    "\n",
    "# Will add each available tweet json to df_list\n",
    "for tweet_id in twitter_archive['tweet_id']:\n",
    "    try:\n",
    "        tweet = api.get_status(tweet_id, tweet_mode='extended', wait_on_rate_limit = True,\n",
    "                               wait_on_rate_limit_notify = True)._json \n",
    "        favorites = tweet['favorite_count'] # tweet's favorites\n",
    "        retweets = tweet['retweet_count'] \n",
    "        user_followers = tweet['user']['followers_count'] \n",
    "        user_favourites = tweet['user']['favourites_count'] # user's favorites\n",
    "        date_time = tweet['created_at'] # The date and time of the creation\n",
    "        \n",
    "        df_list.append({'tweet_id': int(tweet_id), 'favorites': int(favorites), 'retweets': int(retweets),\n",
    "                        'user_followers': int(user_followers), 'user_favourites': int(user_favourites),\n",
    "                        'date_time': pd.to_datetime(date_time)})\n",
    "        \n",
    "    except Exception as e:\n",
    "        print(str(tweet_id)+ \" __ \" + str(e))\n",
    "        error_list.append(tweet_id)\n",
    "        \n",
    "\n",
    "end = time.time()\n",
    "print(end - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The lengh of the result 2337\n",
      "The lengh of the errors 19\n"
     ]
    }
   ],
   "source": [
    "print(\"The lengh of the result\", len(df_list))\n",
    "print(\"The lengh of the errors\", len(error_list))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__- We reached the limit of Twitter APIs 2 times.__\n",
    "\n",
    "__- We got 2337 tweet_id correctly and 19 errors.__\n",
    "\n",
    "__- The total time was about 1923 seconds = 32 min.__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create DataFrames 'json' and save it in a file\n",
    "json_tweets = pd.DataFrame(df_list, columns = ['tweet_id', 'favorites', 'retweets', 'user_followers',\n",
    "                                               'user_favourites', 'date_time'])\n",
    "json_tweets.to_csv('tweet_json.txt', encoding = 'utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "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>favorites</th>\n",
       "      <th>retweets</th>\n",
       "      <th>user_followers</th>\n",
       "      <th>user_favourites</th>\n",
       "      <th>date_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>37555</td>\n",
       "      <td>8190</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>32280</td>\n",
       "      <td>6058</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>24316</td>\n",
       "      <td>4008</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>40902</td>\n",
       "      <td>8345</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>39096</td>\n",
       "      <td>9038</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>891087950875897856</td>\n",
       "      <td>19664</td>\n",
       "      <td>3002</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-29 00:08:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>890971913173991426</td>\n",
       "      <td>11490</td>\n",
       "      <td>1985</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-28 16:27:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>890729181411237888</td>\n",
       "      <td>63355</td>\n",
       "      <td>18194</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-28 00:22:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>890609185150312448</td>\n",
       "      <td>27029</td>\n",
       "      <td>4120</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-27 16:25:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>890240255349198849</td>\n",
       "      <td>30975</td>\n",
       "      <td>7112</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-26 15:59:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>890006608113172480</td>\n",
       "      <td>29782</td>\n",
       "      <td>7073</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-26 00:31:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>889880896479866881</td>\n",
       "      <td>27013</td>\n",
       "      <td>4804</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-25 16:11:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>46689</td>\n",
       "      <td>9680</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-25 01:55:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>889638837579907072</td>\n",
       "      <td>26311</td>\n",
       "      <td>4374</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-25 00:10:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>14678</td>\n",
       "      <td>2172</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-24 17:02:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>889278841981685760</td>\n",
       "      <td>24518</td>\n",
       "      <td>5192</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-24 00:19:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>28284</td>\n",
       "      <td>4346</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-23 00:22:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>24813</td>\n",
       "      <td>4132</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-22 16:56:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>19251</td>\n",
       "      <td>3409</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-22 00:23:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>888078434458587136</td>\n",
       "      <td>21128</td>\n",
       "      <td>3361</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-20 16:49:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>887705289381826560</td>\n",
       "      <td>29329</td>\n",
       "      <td>5187</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-19 16:06:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>887517139158093824</td>\n",
       "      <td>44956</td>\n",
       "      <td>11285</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-19 03:39:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>887473957103951883</td>\n",
       "      <td>66926</td>\n",
       "      <td>17514</td>\n",
       "      <td>8035604</td>\n",
       "      <td>142013</td>\n",
       "      <td>2017-07-19 00:47:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>887343217045368832</td>\n",
       "      <td>32694</td>\n",
       "      <td>10059</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-18 16:08:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>887101392804085760</td>\n",
       "      <td>29678</td>\n",
       "      <td>5750</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-18 00:07:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>886983233522544640</td>\n",
       "      <td>34104</td>\n",
       "      <td>7486</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-17 16:17:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>886736880519319552</td>\n",
       "      <td>11683</td>\n",
       "      <td>3147</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-16 23:58:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>886680336477933568</td>\n",
       "      <td>21795</td>\n",
       "      <td>4306</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-16 20:14:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>886366144734445568</td>\n",
       "      <td>20562</td>\n",
       "      <td>3087</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</td>\n",
       "      <td>2017-07-15 23:25:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>886267009285017600</td>\n",
       "      <td>116</td>\n",
       "      <td>4</td>\n",
       "      <td>8034969</td>\n",
       "      <td>142012</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2307</th>\n",
       "      <td>666411507551481857</td>\n",
       "      <td>428</td>\n",
       "      <td>321</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-17 00:24:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2308</th>\n",
       "      <td>666407126856765440</td>\n",
       "      <td>104</td>\n",
       "      <td>37</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-17 00:06:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2309</th>\n",
       "      <td>666396247373291520</td>\n",
       "      <td>161</td>\n",
       "      <td>81</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 23:23:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2310</th>\n",
       "      <td>666373753744588802</td>\n",
       "      <td>181</td>\n",
       "      <td>88</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 21:54:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2311</th>\n",
       "      <td>666362758909284353</td>\n",
       "      <td>754</td>\n",
       "      <td>556</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 21:10:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2312</th>\n",
       "      <td>666353288456101888</td>\n",
       "      <td>211</td>\n",
       "      <td>71</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 20:32:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>666345417576210432</td>\n",
       "      <td>282</td>\n",
       "      <td>131</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 20:01:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2314</th>\n",
       "      <td>666337882303524864</td>\n",
       "      <td>191</td>\n",
       "      <td>88</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 19:31:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2315</th>\n",
       "      <td>666293911632134144</td>\n",
       "      <td>487</td>\n",
       "      <td>343</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 16:37:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2316</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>141</td>\n",
       "      <td>63</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 16:11:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2317</th>\n",
       "      <td>666273097616637952</td>\n",
       "      <td>168</td>\n",
       "      <td>75</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 15:14:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2318</th>\n",
       "      <td>666268910803644416</td>\n",
       "      <td>99</td>\n",
       "      <td>34</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 14:57:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2319</th>\n",
       "      <td>666104133288665088</td>\n",
       "      <td>13947</td>\n",
       "      <td>6323</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 04:02:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2320</th>\n",
       "      <td>666102155909144576</td>\n",
       "      <td>76</td>\n",
       "      <td>11</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 03:55:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2321</th>\n",
       "      <td>666099513787052032</td>\n",
       "      <td>149</td>\n",
       "      <td>64</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 03:44:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>666094000022159362</td>\n",
       "      <td>159</td>\n",
       "      <td>70</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 03:22:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2323</th>\n",
       "      <td>666082916733198337</td>\n",
       "      <td>112</td>\n",
       "      <td>44</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 02:38:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>666073100786774016</td>\n",
       "      <td>315</td>\n",
       "      <td>157</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 01:59:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2325</th>\n",
       "      <td>666071193221509120</td>\n",
       "      <td>141</td>\n",
       "      <td>57</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 01:52:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>666063827256086533</td>\n",
       "      <td>461</td>\n",
       "      <td>211</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 01:22:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>666058600524156928</td>\n",
       "      <td>108</td>\n",
       "      <td>57</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 01:01:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2328</th>\n",
       "      <td>666057090499244032</td>\n",
       "      <td>284</td>\n",
       "      <td>137</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 00:55:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>666055525042405380</td>\n",
       "      <td>424</td>\n",
       "      <td>233</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 00:49:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2330</th>\n",
       "      <td>666051853826850816</td>\n",
       "      <td>1188</td>\n",
       "      <td>826</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 00:35:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2331</th>\n",
       "      <td>666050758794694657</td>\n",
       "      <td>129</td>\n",
       "      <td>56</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 00:30:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2332</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>104</td>\n",
       "      <td>41</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 00:24:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>288</td>\n",
       "      <td>135</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-16 00:04:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>120</td>\n",
       "      <td>43</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-15 23:21:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>124</td>\n",
       "      <td>46</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-15 23:05:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2336</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>2511</td>\n",
       "      <td>494</td>\n",
       "      <td>8034980</td>\n",
       "      <td>142012</td>\n",
       "      <td>2015-11-15 22:32:08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2337 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  favorites  retweets  user_followers  \\\n",
       "0     892420643555336193      37555      8190         8034969   \n",
       "1     892177421306343426      32280      6058         8034969   \n",
       "2     891815181378084864      24316      4008         8034969   \n",
       "3     891689557279858688      40902      8345         8034969   \n",
       "4     891327558926688256      39096      9038         8034969   \n",
       "5     891087950875897856      19664      3002         8034969   \n",
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       "7     890729181411237888      63355     18194         8034969   \n",
       "8     890609185150312448      27029      4120         8034969   \n",
       "9     890240255349198849      30975      7112         8034969   \n",
       "10    890006608113172480      29782      7073         8034969   \n",
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       "20    887705289381826560      29329      5187         8034969   \n",
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       "22    887473957103951883      66926     17514         8035604   \n",
       "23    887343217045368832      32694     10059         8034969   \n",
       "24    887101392804085760      29678      5750         8034969   \n",
       "25    886983233522544640      34104      7486         8034969   \n",
       "26    886736880519319552      11683      3147         8034969   \n",
       "27    886680336477933568      21795      4306         8034969   \n",
       "28    886366144734445568      20562      3087         8034969   \n",
       "29    886267009285017600        116         4         8034969   \n",
       "...                  ...        ...       ...             ...   \n",
       "2307  666411507551481857        428       321         8034980   \n",
       "2308  666407126856765440        104        37         8034980   \n",
       "2309  666396247373291520        161        81         8034980   \n",
       "2310  666373753744588802        181        88         8034980   \n",
       "2311  666362758909284353        754       556         8034980   \n",
       "2312  666353288456101888        211        71         8034980   \n",
       "2313  666345417576210432        282       131         8034980   \n",
       "2314  666337882303524864        191        88         8034980   \n",
       "2315  666293911632134144        487       343         8034980   \n",
       "2316  666287406224695296        141        63         8034980   \n",
       "2317  666273097616637952        168        75         8034980   \n",
       "2318  666268910803644416         99        34         8034980   \n",
       "2319  666104133288665088      13947      6323         8034980   \n",
       "2320  666102155909144576         76        11         8034980   \n",
       "2321  666099513787052032        149        64         8034980   \n",
       "2322  666094000022159362        159        70         8034980   \n",
       "2323  666082916733198337        112        44         8034980   \n",
       "2324  666073100786774016        315       157         8034980   \n",
       "2325  666071193221509120        141        57         8034980   \n",
       "2326  666063827256086533        461       211         8034980   \n",
       "2327  666058600524156928        108        57         8034980   \n",
       "2328  666057090499244032        284       137         8034980   \n",
       "2329  666055525042405380        424       233         8034980   \n",
       "2330  666051853826850816       1188       826         8034980   \n",
       "2331  666050758794694657        129        56         8034980   \n",
       "2332  666049248165822465        104        41         8034980   \n",
       "2333  666044226329800704        288       135         8034980   \n",
       "2334  666033412701032449        120        43         8034980   \n",
       "2335  666029285002620928        124        46         8034980   \n",
       "2336  666020888022790149       2511       494         8034980   \n",
       "\n",
       "      user_favourites            date_time  \n",
       "0              142012  2017-08-01 16:23:56  \n",
       "1              142012  2017-08-01 00:17:27  \n",
       "2              142012  2017-07-31 00:18:03  \n",
       "3              142012  2017-07-30 15:58:51  \n",
       "4              142012  2017-07-29 16:00:24  \n",
       "5              142012  2017-07-29 00:08:17  \n",
       "6              142012  2017-07-28 16:27:12  \n",
       "7              142012  2017-07-28 00:22:40  \n",
       "8              142012  2017-07-27 16:25:51  \n",
       "9              142012  2017-07-26 15:59:51  \n",
       "10             142012  2017-07-26 00:31:25  \n",
       "11             142012  2017-07-25 16:11:53  \n",
       "12             142012  2017-07-25 01:55:32  \n",
       "13             142012  2017-07-25 00:10:02  \n",
       "14             142012  2017-07-24 17:02:04  \n",
       "15             142012  2017-07-24 00:19:32  \n",
       "16             142012  2017-07-23 00:22:39  \n",
       "17             142012  2017-07-22 16:56:37  \n",
       "18             142012  2017-07-22 00:23:06  \n",
       "19             142012  2017-07-20 16:49:33  \n",
       "20             142012  2017-07-19 16:06:48  \n",
       "21             142012  2017-07-19 03:39:09  \n",
       "22             142013  2017-07-19 00:47:34  \n",
       "23             142012  2017-07-18 16:08:03  \n",
       "24             142012  2017-07-18 00:07:08  \n",
       "25             142012  2017-07-17 16:17:36  \n",
       "26             142012  2017-07-16 23:58:41  \n",
       "27             142012  2017-07-16 20:14:00  \n",
       "28             142012  2017-07-15 23:25:31  \n",
       "29             142012  2017-07-15 16:51:35  \n",
       "...               ...                  ...  \n",
       "2307           142012  2015-11-17 00:24:19  \n",
       "2308           142012  2015-11-17 00:06:54  \n",
       "2309           142012  2015-11-16 23:23:41  \n",
       "2310           142012  2015-11-16 21:54:18  \n",
       "2311           142012  2015-11-16 21:10:36  \n",
       "2312           142012  2015-11-16 20:32:58  \n",
       "2313           142012  2015-11-16 20:01:42  \n",
       "2314           142012  2015-11-16 19:31:45  \n",
       "2315           142012  2015-11-16 16:37:02  \n",
       "2316           142012  2015-11-16 16:11:11  \n",
       "2317           142012  2015-11-16 15:14:19  \n",
       "2318           142012  2015-11-16 14:57:41  \n",
       "2319           142012  2015-11-16 04:02:55  \n",
       "2320           142012  2015-11-16 03:55:04  \n",
       "2321           142012  2015-11-16 03:44:34  \n",
       "2322           142012  2015-11-16 03:22:39  \n",
       "2323           142012  2015-11-16 02:38:37  \n",
       "2324           142012  2015-11-16 01:59:36  \n",
       "2325           142012  2015-11-16 01:52:02  \n",
       "2326           142012  2015-11-16 01:22:45  \n",
       "2327           142012  2015-11-16 01:01:59  \n",
       "2328           142012  2015-11-16 00:55:59  \n",
       "2329           142012  2015-11-16 00:49:46  \n",
       "2330           142012  2015-11-16 00:35:11  \n",
       "2331           142012  2015-11-16 00:30:50  \n",
       "2332           142012  2015-11-16 00:24:50  \n",
       "2333           142012  2015-11-16 00:04:52  \n",
       "2334           142012  2015-11-15 23:21:54  \n",
       "2335           142012  2015-11-15 23:05:30  \n",
       "2336           142012  2015-11-15 22:32:08  \n",
       "\n",
       "[2337 rows x 6 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_data = pd.read_csv('tweet_json.txt', encoding = 'utf-8')\n",
    "tweet_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gathering Summary "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We finished the first step in the data wrangling. We managed to gather data from an existing csv file, downloaded a tsv file and queried Twitter's API using Tweepy. Finally, we imported the data into the Jupyter Notebook.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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",
       "    <tr>\n",
       "      <th>2270</th>\n",
       "      <td>667502640335572993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 00:40:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>Say hello to Hall and Oates. Oates is winking ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667502640...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Hall</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>852912242202992640</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-14 15:51:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Benny. He likes being adorable and making...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/bennys-medical-bills,...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Benny</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1749</th>\n",
       "      <td>679047485189439488</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-21 21:15:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This dog doesn't know how to stairs. Quite tra...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/679047485...</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>55</th>\n",
       "      <td>881633300179243008</td>\n",
       "      <td>8.816070e+17</td>\n",
       "      <td>47384430.0</td>\n",
       "      <td>2017-07-02 21:58:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>@roushfenway These are good dogs but 17/10 is ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>863062471531167744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-12 16:05:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Say hello to Quinn. She's quite the goofball. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/helpquinny,https://tw...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Quinn</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>697575480820686848</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-11 00:18:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ole. He's not sure how to gravity. 8/1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/697575480...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Ole</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2082</th>\n",
       "      <td>670815497391357952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-29 04:04:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Sage. He likes to burn shit. 10/10 htt...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670815497...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Sage</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>788908386943430656</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-20 01:03:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Lucy. She destroyed not one, but two r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/788908386...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Lucy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>696894894812565505</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-09 03:14:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>These two pirates crashed their ship and don't...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/696894894...</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>1381</th>\n",
       "      <td>700890391244103680</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-20 03:51:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Chet. He's dapper af. His owners want ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/700890391...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Chet</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",
       "2270  667502640335572993                    NaN                  NaN   \n",
       "205   852912242202992640                    NaN                  NaN   \n",
       "1749  679047485189439488                    NaN                  NaN   \n",
       "55    881633300179243008           8.816070e+17           47384430.0   \n",
       "150   863062471531167744                    NaN                  NaN   \n",
       "1430  697575480820686848                    NaN                  NaN   \n",
       "2082  670815497391357952                    NaN                  NaN   \n",
       "680   788908386943430656                    NaN                  NaN   \n",
       "1439  696894894812565505                    NaN                  NaN   \n",
       "1381  700890391244103680                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "2270  2015-11-20 00:40:05 +0000   \n",
       "205   2017-04-14 15:51:39 +0000   \n",
       "1749  2015-12-21 21:15:11 +0000   \n",
       "55    2017-07-02 21:58:53 +0000   \n",
       "150   2017-05-12 16:05:02 +0000   \n",
       "1430  2016-02-11 00:18:49 +0000   \n",
       "2082  2015-11-29 04:04:12 +0000   \n",
       "680   2016-10-20 01:03:11 +0000   \n",
       "1439  2016-02-09 03:14:25 +0000   \n",
       "1381  2016-02-20 03:51:05 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "2270  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "205   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1749  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "55    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "150   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1430  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2082  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "680   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1439  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1381  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2270  Say hello to Hall and Oates. Oates is winking ...                  NaN   \n",
       "205   Meet Benny. He likes being adorable and making...                  NaN   \n",
       "1749  This dog doesn't know how to stairs. Quite tra...                  NaN   \n",
       "55    @roushfenway These are good dogs but 17/10 is ...                  NaN   \n",
       "150   Say hello to Quinn. She's quite the goofball. ...                  NaN   \n",
       "1430  This is Ole. He's not sure how to gravity. 8/1...                  NaN   \n",
       "2082  This is Sage. He likes to burn shit. 10/10 htt...                  NaN   \n",
       "680   This is Lucy. She destroyed not one, but two r...                  NaN   \n",
       "1439  These two pirates crashed their ship and don't...                  NaN   \n",
       "1381  This is Chet. He's dapper af. His owners want ...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "2270                       NaN                        NaN   \n",
       "205                        NaN                        NaN   \n",
       "1749                       NaN                        NaN   \n",
       "55                         NaN                        NaN   \n",
       "150                        NaN                        NaN   \n",
       "1430                       NaN                        NaN   \n",
       "2082                       NaN                        NaN   \n",
       "680                        NaN                        NaN   \n",
       "1439                       NaN                        NaN   \n",
       "1381                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "2270  https://twitter.com/dog_rates/status/667502640...                11   \n",
       "205   https://www.gofundme.com/bennys-medical-bills,...                12   \n",
       "1749  https://twitter.com/dog_rates/status/679047485...                 9   \n",
       "55                                                  NaN                17   \n",
       "150   https://www.gofundme.com/helpquinny,https://tw...                13   \n",
       "1430  https://twitter.com/dog_rates/status/697575480...                 8   \n",
       "2082  https://twitter.com/dog_rates/status/670815497...                10   \n",
       "680   https://twitter.com/dog_rates/status/788908386...                11   \n",
       "1439  https://twitter.com/dog_rates/status/696894894...                 9   \n",
       "1381  https://twitter.com/dog_rates/status/700890391...                11   \n",
       "\n",
       "      rating_denominator   name doggo floofer pupper puppo  \n",
       "2270                  10   Hall  None    None   None  None  \n",
       "205                   10  Benny  None    None   None  None  \n",
       "1749                  10   None  None    None   None  None  \n",
       "55                    10   None  None    None   None  None  \n",
       "150                   10  Quinn  None    None   None  None  \n",
       "1430                  10    Ole  None    None   None  None  \n",
       "2082                  10   Sage  None    None   None  None  \n",
       "680                   10   Lucy  None    None   None  None  \n",
       "1439                  10   None  None    None   None  None  \n",
       "1381                  10   Chet  None    None   None  None  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Random samples to assess visually\n",
    "twitter_archive.sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Quality:__\n",
    "- Source format is bad and can not be read easily.\n",
    "\n",
    "__Tidiness:__\n",
    "- Dog stage is in 4 columns (doggo, floofer, pupper, puppo), no need for that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Quality:__\n",
    "- in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id should be integers/strings instead of float.\n",
    "- retweeted_status_timestamp, timestamp should be datetime instead of object (string).\n",
    "- We may want to change this columns type (in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id and tweet_id) to string because We don't want any operations on them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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"
     ]
    },
    {
     "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>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": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.info()\n",
    "image_predictions.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "https://pbs.twimg.com/media/CwJR1okWIAA6XMp.jpg                                            2\n",
       "https://pbs.twimg.com/media/C4bTH6nWMAAX_bJ.jpg                                            2\n",
       "https://pbs.twimg.com/media/CtVAvX-WIAAcGTf.jpg                                            2\n",
       "https://pbs.twimg.com/media/CWza7kpWcAAdYLc.jpg                                            2\n",
       "https://pbs.twimg.com/media/CkjMx99UoAM2B1a.jpg                                            2\n",
       "https://pbs.twimg.com/media/C12whDoVEAALRxa.jpg                                            2\n",
       "https://pbs.twimg.com/media/CrXhIqBW8AA6Bse.jpg                                            2\n",
       "https://pbs.twimg.com/media/CxqsX-8XUAAEvjD.jpg                                            2\n",
       "https://pbs.twimg.com/media/Cs_DYr1XEAA54Pu.jpg                                            2\n",
       "https://pbs.twimg.com/media/C4KHj-nWQAA3poV.jpg                                            2\n",
       "https://pbs.twimg.com/ext_tw_video_thumb/807106774843039744/pu/img/8XZg1xW35Xp2J6JW.jpg    2\n",
       "https://pbs.twimg.com/media/Ck2d7tJWUAEPTL3.jpg                                            2\n",
       "https://pbs.twimg.com/media/CdHwZd0VIAA4792.jpg                                            2\n",
       "https://pbs.twimg.com/media/CsrjryzWgAAZY00.jpg                                            2\n",
       "https://pbs.twimg.com/media/Ct2qO5PXEAE6eB0.jpg                                            2\n",
       "https://pbs.twimg.com/media/CwS4aqZXUAAe3IO.jpg                                            2\n",
       "https://pbs.twimg.com/media/Co-hmcYXYAASkiG.jpg                                            2\n",
       "https://pbs.twimg.com/media/CcG07BYW0AErrC9.jpg                                            2\n",
       "https://pbs.twimg.com/media/CW88XN4WsAAlo8r.jpg                                            2\n",
       "https://pbs.twimg.com/media/CZhn-QAWwAASQan.jpg                                            2\n",
       "https://pbs.twimg.com/media/CvoBPWRWgAA4het.jpg                                            2\n",
       "https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg                                            2\n",
       "https://pbs.twimg.com/ext_tw_video_thumb/817423809049493505/pu/img/5OFW0yueFu9oTUiQ.jpg    2\n",
       "https://pbs.twimg.com/media/CU1zsMSUAAAS0qW.jpg                                            2\n",
       "https://pbs.twimg.com/media/CVuQ2LeUsAAIe3s.jpg                                            2\n",
       "https://pbs.twimg.com/media/Cx5R8wPVEAALa9r.jpg                                            2\n",
       "https://pbs.twimg.com/ext_tw_video_thumb/675354114423808004/pu/img/qL1R_nGLqa6lmkOx.jpg    2\n",
       "https://pbs.twimg.com/media/CiyHLocU4AI2pJu.jpg                                            2\n",
       "https://pbs.twimg.com/media/CtzKC7zXEAALfSo.jpg                                            2\n",
       "https://pbs.twimg.com/media/Ct72q9jWcAAhlnw.jpg                                            2\n",
       "                                                                                          ..\n",
       "https://pbs.twimg.com/media/CU3be0SWEAEqb7I.jpg                                            1\n",
       "https://pbs.twimg.com/media/CbmOY41UAAQylmA.jpg                                            1\n",
       "https://pbs.twimg.com/media/CU83IZ8W4AEIh4y.jpg                                            1\n",
       "https://pbs.twimg.com/media/C5H6jmgW8AAevqq.jpg                                            1\n",
       "https://pbs.twimg.com/media/CU8IY0pWIAA2AJ-.jpg                                            1\n",
       "https://pbs.twimg.com/media/CVUjd14W4AE8tvO.jpg                                            1\n",
       "https://pbs.twimg.com/media/CUr9NjgU8AEpf5w.jpg                                            1\n",
       "https://pbs.twimg.com/media/CUnuuLEWEAAlKjN.jpg                                            1\n",
       "https://pbs.twimg.com/media/C7n4aQ0VAAAohkL.jpg                                            1\n",
       "https://pbs.twimg.com/media/CcLq7ipW4AArSGZ.jpg                                            1\n",
       "https://pbs.twimg.com/media/CWEcxqWVEAAHyGH.jpg                                            1\n",
       "https://pbs.twimg.com/media/CWNOdIpWoAAWid2.jpg                                            1\n",
       "https://pbs.twimg.com/media/ClBqDuDWkAALK2e.jpg                                            1\n",
       "https://pbs.twimg.com/media/CwJEIKTWYAAvL-T.jpg                                            1\n",
       "https://pbs.twimg.com/media/C4qv3JUW8AADirb.jpg                                            1\n",
       "https://pbs.twimg.com/media/CWDbv2yU4AARfeH.jpg                                            1\n",
       "https://pbs.twimg.com/media/CUmGu7-UcAA0r3O.jpg                                            1\n",
       "https://pbs.twimg.com/media/CWFFt3_XIAArIYK.jpg                                            1\n",
       "https://pbs.twimg.com/media/C5JYaYoVYAAcEQw.jpg                                            1\n",
       "https://pbs.twimg.com/media/CaVRP4GWwAERC0v.jpg                                            1\n",
       "https://pbs.twimg.com/media/CYznjAcUEAQ5Zq7.jpg                                            1\n",
       "https://pbs.twimg.com/media/CmieRQRXgAA8MV3.jpg                                            1\n",
       "https://pbs.twimg.com/media/Ce6qZC2WAAAcSoI.jpg                                            1\n",
       "https://pbs.twimg.com/media/CYUwjz-UAAEcdi8.jpg                                            1\n",
       "https://pbs.twimg.com/media/CVPrLE2WwAELCxD.jpg                                            1\n",
       "https://pbs.twimg.com/media/C_EyeKuXkAAdxY-.jpg                                            1\n",
       "https://pbs.twimg.com/media/CWhzTbzWUAAEAUN.jpg                                            1\n",
       "https://pbs.twimg.com/media/CU8iYi2WsAEaqQ0.jpg                                            1\n",
       "https://pbs.twimg.com/media/CZDMMY0WEAAQYjQ.jpg                                            1\n",
       "https://pbs.twimg.com/media/CdcGBB3WwAAGBuU.jpg                                            1\n",
       "Name: jpg_url, Length: 2009, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions['jpg_url'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Quality:__\n",
    "- Missing values from images dataset (2075 rows instead of 2356).\n",
    "- Some tweets have 2 different tweet_id, that is retweets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive.source.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>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": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive[twitter_archive['rating_numerator'] > 20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Quality:__\n",
    "- The numerator and denominator columns have invalid values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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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>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>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>393</th>\n",
       "      <td>825876512159186944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-30 01:21:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Mo. No one will push him around in the...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/825876512...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Mo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>819015337530290176</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-11 02:57:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Bo. He was a very good ...</td>\n",
       "      <td>8.190048e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-01-11 02:15:36 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/819004803...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>819004803107983360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-11 02:15:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bo. He was a very good First Doggo. 14...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/819004803...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>804026241225523202</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-30 18:16:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bo. He's going to make me cry. 13/10 p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/804026241...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>800188575492947969</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-20 04:06:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Bo. He's a Benedoop Cum...</td>\n",
       "      <td>6.816941e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-29 04:31:49 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/681694085...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</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>679</th>\n",
       "      <td>789137962068021249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-20 16:15:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bo. He's a West Congolese Bugaboop Snu...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/789137962...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>788070120937619456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-17 17:32:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Bo and Ty. Bo eats pape...</td>\n",
       "      <td>7.610045e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-08-04 01:03:17 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/761004547...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>775</th>\n",
       "      <td>776201521193218049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-14 23:30:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is O'Malley. That is how he sleeps. Doesn...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/776201521...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>O</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>820</th>\n",
       "      <td>770414278348247044</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-30 00:14:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Al Cabone. He's a gangsta puppa. Rather h...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/770414278...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Al</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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>876</th>\n",
       "      <td>761004547850530816</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-04 01:03:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bo and Ty. Bo eats paper and Ty felt l...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/761004547...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>749996283729883136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-04 16:00:22 +0000</td>\n",
       "      <td>&lt;a href=\"https://about.twitter.com/products/tw...</td>\n",
       "      <td>This is Bo. He emanates happiness. 12/10 I cou...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/749996283...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</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>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>1193</th>\n",
       "      <td>717537687239008257</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-06 02:21:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>People please. This is a Deadly Mediterranean ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/717537687...</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>1207</th>\n",
       "      <td>715733265223708672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-01 02:51:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a taco. We only rate dogs. Please only...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/715733265...</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>1340</th>\n",
       "      <td>704859558691414016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-02 02:43:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a heartbreaking scene of an incredible...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/704859558...</td>\n",
       "      <td>10</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>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>1361</th>\n",
       "      <td>703079050210877440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-26 04:48:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Butternut Cumberfloof. It's not wind...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/703079050...</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>1362</th>\n",
       "      <td>703041949650034688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-26 02:20:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an East African Chalupa Seal. We only ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>1368</th>\n",
       "      <td>702539513671897089</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-24 17:04:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Wild Tuscan Poofwiggle. Careful not ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/702539513...</td>\n",
       "      <td>12</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>1382</th>\n",
       "      <td>700864154249383937</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-20 02:06:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>\"Pupper is a present to world. Here is a bow f...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/700864154...</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>1499</th>\n",
       "      <td>692187005137076224</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-27 03:26:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a rare Arctic Wubberfloof. Unamused by...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/692187005...</td>\n",
       "      <td>12</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>...</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>2146</th>\n",
       "      <td>669923323644657664</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-26 16:59:01 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a spotted Lipitor Rumpelstiltskin name...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669923323...</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>2153</th>\n",
       "      <td>669661792646373376</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-25 23:39:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a brave dog. Excellent free climber. T...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669661792...</td>\n",
       "      <td>5</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>2161</th>\n",
       "      <td>669564461267722241</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-25 17:13:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Coriander Baton Rouge named Alfredo....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669564461...</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>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>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>2219</th>\n",
       "      <td>668496999348633600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-22 18:31:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jo. Jo is a Swedish Queso. Tongue bigg...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668496999...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Jo</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>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>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>79 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "56    881536004380872706                    NaN                  NaN   \n",
       "393   825876512159186944                    NaN                  NaN   \n",
       "446   819015337530290176                    NaN                  NaN   \n",
       "449   819004803107983360                    NaN                  NaN   \n",
       "553   804026241225523202                    NaN                  NaN   \n",
       "583   800188575492947969                    NaN                  NaN   \n",
       "649   792913359805018113                    NaN                  NaN   \n",
       "679   789137962068021249                    NaN                  NaN   \n",
       "686   788070120937619456                    NaN                  NaN   \n",
       "759   778396591732486144                    NaN                  NaN   \n",
       "775   776201521193218049                    NaN                  NaN   \n",
       "801   772581559778025472                    NaN                  NaN   \n",
       "820   770414278348247044                    NaN                  NaN   \n",
       "852   765395769549590528                    NaN                  NaN   \n",
       "876   761004547850530816                    NaN                  NaN   \n",
       "978   749996283729883136                    NaN                  NaN   \n",
       "1002  747885874273214464                    NaN                  NaN   \n",
       "1004  747816857231626240                    NaN                  NaN   \n",
       "1017  746872823977771008                    NaN                  NaN   \n",
       "1025  746369468511756288                    NaN                  NaN   \n",
       "1049  743222593470234624                    NaN                  NaN   \n",
       "1193  717537687239008257                    NaN                  NaN   \n",
       "1207  715733265223708672                    NaN                  NaN   \n",
       "1340  704859558691414016                    NaN                  NaN   \n",
       "1351  704054845121142784                    NaN                  NaN   \n",
       "1361  703079050210877440                    NaN                  NaN   \n",
       "1362  703041949650034688                    NaN                  NaN   \n",
       "1368  702539513671897089                    NaN                  NaN   \n",
       "1382  700864154249383937                    NaN                  NaN   \n",
       "1499  692187005137076224                    NaN                  NaN   \n",
       "...                  ...                    ...                  ...   \n",
       "2146  669923323644657664                    NaN                  NaN   \n",
       "2153  669661792646373376                    NaN                  NaN   \n",
       "2161  669564461267722241                    NaN                  NaN   \n",
       "2191  668955713004314625                    NaN                  NaN   \n",
       "2198  668815180734689280                    NaN                  NaN   \n",
       "2204  668636665813057536                    NaN                  NaN   \n",
       "2211  668614819948453888                    NaN                  NaN   \n",
       "2218  668507509523615744                    NaN                  NaN   \n",
       "2219  668496999348633600                    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",
       "2327  666407126856765440                    NaN                  NaN   \n",
       "2333  666337882303524864                    NaN                  NaN   \n",
       "2334  666293911632134144                    NaN                  NaN   \n",
       "2335  666287406224695296                    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",
       "56    2017-07-02 15:32:16 +0000   \n",
       "393   2017-01-30 01:21:19 +0000   \n",
       "446   2017-01-11 02:57:27 +0000   \n",
       "449   2017-01-11 02:15:36 +0000   \n",
       "553   2016-11-30 18:16:08 +0000   \n",
       "583   2016-11-20 04:06:37 +0000   \n",
       "649   2016-10-31 02:17:31 +0000   \n",
       "679   2016-10-20 16:15:26 +0000   \n",
       "686   2016-10-17 17:32:13 +0000   \n",
       "759   2016-09-21 00:53:04 +0000   \n",
       "775   2016-09-14 23:30:38 +0000   \n",
       "801   2016-09-04 23:46:12 +0000   \n",
       "820   2016-08-30 00:14:12 +0000   \n",
       "852   2016-08-16 03:52:26 +0000   \n",
       "876   2016-08-04 01:03:17 +0000   \n",
       "978   2016-07-04 16:00:22 +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",
       "1049  2016-06-15 23:24:09 +0000   \n",
       "1193  2016-04-06 02:21:30 +0000   \n",
       "1207  2016-04-01 02:51:22 +0000   \n",
       "1340  2016-03-02 02:43:09 +0000   \n",
       "1351  2016-02-28 21:25:30 +0000   \n",
       "1361  2016-02-26 04:48:02 +0000   \n",
       "1362  2016-02-26 02:20:37 +0000   \n",
       "1368  2016-02-24 17:04:07 +0000   \n",
       "1382  2016-02-20 02:06:50 +0000   \n",
       "1499  2016-01-27 03:26:56 +0000   \n",
       "...                         ...   \n",
       "2146  2015-11-26 16:59:01 +0000   \n",
       "2153  2015-11-25 23:39:47 +0000   \n",
       "2161  2015-11-25 17:13:02 +0000   \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",
       "2218  2015-11-22 19:13:05 +0000   \n",
       "2219  2015-11-22 18:31:19 +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",
       "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",
       "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",
       "56    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "393   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "446   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "449   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "553   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "583   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "649   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "679   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "686   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "759   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "775   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "801   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "820   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "852   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "876   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "978   <a href=\"https://about.twitter.com/products/tw...   \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",
       "1049  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1193  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1207  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1340  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1351  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1361  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1362  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1368  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1382  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1499  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "...                                                 ...   \n",
       "2146  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2153  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2161  <a href=\"http://twitter.com/download/iphone\" r...   \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",
       "2218  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2219  <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",
       "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",
       "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",
       "56    Here is a pupper approaching maximum borkdrive...                  NaN   \n",
       "393   This is Mo. No one will push him around in the...                  NaN   \n",
       "446   RT @dog_rates: This is Bo. He was a very good ...         8.190048e+17   \n",
       "449   This is Bo. He was a very good First Doggo. 14...                  NaN   \n",
       "553   This is Bo. He's going to make me cry. 13/10 p...                  NaN   \n",
       "583   RT @dog_rates: This is Bo. He's a Benedoop Cum...         6.816941e+17   \n",
       "649   Here is a perfect example of someone who has t...                  NaN   \n",
       "679   This is Bo. He's a West Congolese Bugaboop Snu...                  NaN   \n",
       "686   RT @dog_rates: This is Bo and Ty. Bo eats pape...         7.610045e+17   \n",
       "759   RT @dog_rates: This is an East African Chalupa...         7.030419e+17   \n",
       "775   This is O'Malley. That is how he sleeps. Doesn...                  NaN   \n",
       "801   Guys this is getting so out of hand. We only r...                  NaN   \n",
       "820   Meet Al Cabone. He's a gangsta puppa. Rather h...                  NaN   \n",
       "852   This is my dog. Her name is Zoey. She knows I'...                  NaN   \n",
       "876   This is Bo and Ty. Bo eats paper and Ty felt l...                  NaN   \n",
       "978   This is Bo. He emanates happiness. 12/10 I cou...                  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",
       "1049  This is a very rare Great Alaskan Bush Pupper....                  NaN   \n",
       "1193  People please. This is a Deadly Mediterranean ...                  NaN   \n",
       "1207  This is a taco. We only rate dogs. Please only...                  NaN   \n",
       "1340  Here is a heartbreaking scene of an incredible...                  NaN   \n",
       "1351  Here is a whole flock of puppers.  60/50 I'll ...                  NaN   \n",
       "1361  This is a Butternut Cumberfloof. It's not wind...                  NaN   \n",
       "1362  This is an East African Chalupa Seal. We only ...                  NaN   \n",
       "1368  This is a Wild Tuscan Poofwiggle. Careful not ...                  NaN   \n",
       "1382  \"Pupper is a present to world. Here is a bow f...                  NaN   \n",
       "1499  This is a rare Arctic Wubberfloof. Unamused by...                  NaN   \n",
       "...                                                 ...                  ...   \n",
       "2146  This is a spotted Lipitor Rumpelstiltskin name...                  NaN   \n",
       "2153  This is a brave dog. Excellent free climber. T...                  NaN   \n",
       "2161  This is a Coriander Baton Rouge named Alfredo....                  NaN   \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",
       "2218  This is a Birmingham Quagmire named Chuk. Love...                  NaN   \n",
       "2219  This is Jo. Jo is a Swedish Queso. Tongue bigg...                  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",
       "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",
       "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",
       "56                         NaN                        NaN   \n",
       "393                        NaN                        NaN   \n",
       "446               4.196984e+09  2017-01-11 02:15:36 +0000   \n",
       "449                        NaN                        NaN   \n",
       "553                        NaN                        NaN   \n",
       "583               4.196984e+09  2015-12-29 04:31:49 +0000   \n",
       "649                        NaN                        NaN   \n",
       "679                        NaN                        NaN   \n",
       "686               4.196984e+09  2016-08-04 01:03:17 +0000   \n",
       "759               4.196984e+09  2016-02-26 02:20:37 +0000   \n",
       "775                        NaN                        NaN   \n",
       "801                        NaN                        NaN   \n",
       "820                        NaN                        NaN   \n",
       "852                        NaN                        NaN   \n",
       "876                        NaN                        NaN   \n",
       "978                        NaN                        NaN   \n",
       "1002                       NaN                        NaN   \n",
       "1004                       NaN                        NaN   \n",
       "1017                       NaN                        NaN   \n",
       "1025                       NaN                        NaN   \n",
       "1049                       NaN                        NaN   \n",
       "1193                       NaN                        NaN   \n",
       "1207                       NaN                        NaN   \n",
       "1340                       NaN                        NaN   \n",
       "1351                       NaN                        NaN   \n",
       "1361                       NaN                        NaN   \n",
       "1362                       NaN                        NaN   \n",
       "1368                       NaN                        NaN   \n",
       "1382                       NaN                        NaN   \n",
       "1499                       NaN                        NaN   \n",
       "...                        ...                        ...   \n",
       "2146                       NaN                        NaN   \n",
       "2153                       NaN                        NaN   \n",
       "2161                       NaN                        NaN   \n",
       "2191                       NaN                        NaN   \n",
       "2198                       NaN                        NaN   \n",
       "2204                       NaN                        NaN   \n",
       "2211                       NaN                        NaN   \n",
       "2218                       NaN                        NaN   \n",
       "2219                       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",
       "2327                       NaN                        NaN   \n",
       "2333                       NaN                        NaN   \n",
       "2334                       NaN                        NaN   \n",
       "2335                       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",
       "56    https://twitter.com/dog_rates/status/881536004...                14   \n",
       "393   https://twitter.com/dog_rates/status/825876512...                11   \n",
       "446   https://twitter.com/dog_rates/status/819004803...                14   \n",
       "449   https://twitter.com/dog_rates/status/819004803...                14   \n",
       "553   https://twitter.com/dog_rates/status/804026241...                13   \n",
       "583   https://twitter.com/dog_rates/status/681694085...                11   \n",
       "649   https://twitter.com/dog_rates/status/792913359...                13   \n",
       "679   https://twitter.com/dog_rates/status/789137962...                12   \n",
       "686   https://twitter.com/dog_rates/status/761004547...                11   \n",
       "759   https://twitter.com/dog_rates/status/703041949...                10   \n",
       "775   https://twitter.com/dog_rates/status/776201521...                10   \n",
       "801   https://twitter.com/dog_rates/status/772581559...                10   \n",
       "820   https://twitter.com/dog_rates/status/770414278...                11   \n",
       "852   https://twitter.com/dog_rates/status/765395769...                13   \n",
       "876   https://twitter.com/dog_rates/status/761004547...                11   \n",
       "978   https://twitter.com/dog_rates/status/749996283...                12   \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",
       "1049  https://twitter.com/dog_rates/status/743222593...                12   \n",
       "1193  https://twitter.com/dog_rates/status/717537687...                11   \n",
       "1207  https://twitter.com/dog_rates/status/715733265...                10   \n",
       "1340  https://twitter.com/dog_rates/status/704859558...                10   \n",
       "1351  https://twitter.com/dog_rates/status/704054845...                60   \n",
       "1361  https://twitter.com/dog_rates/status/703079050...                11   \n",
       "1362  https://twitter.com/dog_rates/status/703041949...                10   \n",
       "1368  https://twitter.com/dog_rates/status/702539513...                12   \n",
       "1382  https://twitter.com/dog_rates/status/700864154...                12   \n",
       "1499  https://twitter.com/dog_rates/status/692187005...                12   \n",
       "...                                                 ...               ...   \n",
       "2146  https://twitter.com/dog_rates/status/669923323...                10   \n",
       "2153  https://twitter.com/dog_rates/status/669661792...                 5   \n",
       "2161  https://twitter.com/dog_rates/status/669564461...                10   \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",
       "2218  https://twitter.com/dog_rates/status/668507509...                10   \n",
       "2219  https://twitter.com/dog_rates/status/668496999...                 8   \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",
       "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",
       "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",
       "56                    10    a   None    None  pupper  None  \n",
       "393                   10   Mo   None    None    None  None  \n",
       "446                   10   Bo  doggo    None    None  None  \n",
       "449                   10   Bo  doggo    None    None  None  \n",
       "553                   10   Bo   None    None    None  None  \n",
       "583                   10   Bo   None    None  pupper  None  \n",
       "649                   10    a   None    None    None  None  \n",
       "679                   10   Bo   None    None    None  None  \n",
       "686                   10   Bo   None    None    None  None  \n",
       "759                   10   an   None    None    None  None  \n",
       "775                   10    O   None    None    None  None  \n",
       "801                   10    a   None    None    None  None  \n",
       "820                   10   Al   None    None    None  None  \n",
       "852                   10   my   None    None    None  None  \n",
       "876                   10   Bo   None    None    None  None  \n",
       "978                   10   Bo   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",
       "1049                  10    a   None    None  pupper  None  \n",
       "1193                  10    a   None    None    None  None  \n",
       "1207                  10    a   None    None    None  None  \n",
       "1340                  10    a   None    None  pupper  None  \n",
       "1351                  50    a   None    None    None  None  \n",
       "1361                  10    a   None    None    None  None  \n",
       "1362                  10   an   None    None    None  None  \n",
       "1368                  10    a   None    None    None  None  \n",
       "1382                  10    a   None    None  pupper  None  \n",
       "1499                  10    a   None    None    None  None  \n",
       "...                  ...  ...    ...     ...     ...   ...  \n",
       "2146                  10    a   None    None    None  None  \n",
       "2153                  10    a   None    None    None  None  \n",
       "2161                  10    a   None    None    None  None  \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",
       "2218                  10    a   None    None    None  None  \n",
       "2219                  10   Jo   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",
       "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",
       "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",
       "[79 rows x 17 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive[twitter_archive['name'].apply(len) <= 2 ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Quality:__\n",
    "- There are invalid names (a, an and less than 3 characters)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\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>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>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": [
    "#Orignal tweets \n",
    "twitter_archive[twitter_archive['retweeted_status_id'].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Quality:__\n",
    "- There are retweeted tweets, and we do not want it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2337 entries, 0 to 2336\n",
      "Data columns (total 6 columns):\n",
      "tweet_id           2337 non-null int64\n",
      "favorites          2337 non-null int64\n",
      "retweets           2337 non-null int64\n",
      "user_followers     2337 non-null int64\n",
      "user_favourites    2337 non-null int64\n",
      "date_time          2337 non-null object\n",
      "dtypes: int64(5), object(1)\n",
      "memory usage: 109.6+ KB\n"
     ]
    }
   ],
   "source": [
    "tweet_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assessing Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id should be integers/strings instead of float.\n",
    "- retweeted_status_timestamp, timestamp should be datetime instead of object (string).\n",
    "- The numerator and denominator columns have invalid values.\n",
    "- In several columns null objects are non-null (None to NaN).\n",
    "- There are invalid names (a, an and less than 3 characters).- We only want original ratings tweets, not retweets.\n",
    "- We might change the type of columns: (in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id and tweet_id) to string since we aren't doing any actions on them.\n",
    "- Sources are not readable.\n",
    "- Missing values from images dataset (2075 rows instead of 2356)\n",
    "- Some tweet_ids have the same jpg_url\n",
    "- Some tweets have 2 different tweet_id, that are retweets.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tidiness"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Dog stage is in 4 columns (doggo, floofer, pupper, puppo), no need for that.\n",
    "- Merge 'tweet_info' and 'image_predictions' into 'twitter_archive'.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will fix the quality and tidiness issues that we identified in the assess step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Copy Dataframes\n",
    "tweet_data_clean = tweet_data.copy()\n",
    "twitter_archive_clean = twitter_archive.copy()\n",
    "image_predictions_clean= image_predictions.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Define__\n",
    "\n",
    "Merge tweet_info and image_predictions into twitter_archive"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean = pd.merge(left=twitter_archive_clean,\n",
    "                                 right=tweet_data_clean, left_on='tweet_id', right_on='tweet_id', how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean = twitter_archive_clean.merge(image_predictions_clean, on='tweet_id', how='inner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Test__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2065 entries, 0 to 2064\n",
      "Data columns (total 33 columns):\n",
      "tweet_id                      2065 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                     2065 non-null object\n",
      "source                        2065 non-null object\n",
      "text                          2065 non-null object\n",
      "retweeted_status_id           75 non-null float64\n",
      "retweeted_status_user_id      75 non-null float64\n",
      "retweeted_status_timestamp    75 non-null object\n",
      "expanded_urls                 2065 non-null object\n",
      "rating_numerator              2065 non-null int64\n",
      "rating_denominator            2065 non-null int64\n",
      "name                          2065 non-null object\n",
      "doggo                         2065 non-null object\n",
      "floofer                       2065 non-null object\n",
      "pupper                        2065 non-null object\n",
      "puppo                         2065 non-null object\n",
      "favorites                     2065 non-null int64\n",
      "retweets                      2065 non-null int64\n",
      "user_followers                2065 non-null int64\n",
      "user_favourites               2065 non-null int64\n",
      "date_time                     2065 non-null object\n",
      "jpg_url                       2065 non-null object\n",
      "img_num                       2065 non-null int64\n",
      "p1                            2065 non-null object\n",
      "p1_conf                       2065 non-null float64\n",
      "p1_dog                        2065 non-null bool\n",
      "p2                            2065 non-null object\n",
      "p2_conf                       2065 non-null float64\n",
      "p2_dog                        2065 non-null bool\n",
      "p3                            2065 non-null object\n",
      "p3_conf                       2065 non-null float64\n",
      "p3_dog                        2065 non-null bool\n",
      "dtypes: bool(3), float64(7), int64(8), object(15)\n",
      "memory usage: 506.2+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Define__\n",
    "\n",
    "Move doggo, floofer, pupper and puppo columns into one column dog_stage."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "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>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>1744</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>211</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>67</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                                  1744\n",
       "1                          puppo     23\n",
       "2                  pupper           211\n",
       "3         floofer                     7\n",
       "4  doggo                             67\n",
       "5  doggo                   puppo      1\n",
       "6  doggo           pupper            11\n",
       "7  doggo  floofer                     1"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Some dogs has multiple stages, will concatenate them.\n",
    "\n",
    "twitter_archive_clean.loc[twitter_archive_clean.doggo == 'None', 'doggo'] = ''\n",
    "twitter_archive_clean.loc[twitter_archive_clean.floofer == 'None', 'floofer'] = ''\n",
    "twitter_archive_clean.loc[twitter_archive_clean.pupper == 'None', 'pupper'] = ''\n",
    "twitter_archive_clean.loc[twitter_archive_clean.puppo == 'None', 'puppo'] = ''\n",
    "\n",
    "twitter_archive_clean.groupby([\"doggo\", \"floofer\", \"pupper\", \"puppo\"]).size().reset_index().rename(columns={0: \"count\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean['dog_stage'] = twitter_archive_clean.doggo + twitter_archive_clean.floofer + twitter_archive_clean.pupper + twitter_archive_clean.puppo\n",
    "twitter_archive_clean.loc[twitter_archive_clean.dog_stage == 'doggopupper', 'dog_stage'] = 'doggo,pupper'\n",
    "twitter_archive_clean.loc[twitter_archive_clean.dog_stage == 'doggopuppo', 'dog_stage'] = 'doggo,puppo'\n",
    "twitter_archive_clean.loc[twitter_archive_clean.dog_stage == 'doggofloofer', 'dog_stage'] = 'doggo,floofer'\n",
    "\n",
    "twitter_archive_clean.loc[twitter_archive_clean.dog_stage == '', 'dog_stage'] = 'None'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Test__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "None             1744\n",
       "pupper            211\n",
       "doggo              67\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": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.dog_stage.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "__Define__\n",
    "\n",
    "Delete rows and columns that we will not use them or benefit from them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Retweets:\n",
    "twitter_archive_clean = twitter_archive_clean[pd.isnull(twitter_archive_clean.retweeted_status_id)]\n",
    "\n",
    "#Duplicated tweet_id:\n",
    "twitter_archive_clean = twitter_archive_clean.drop_duplicates()\n",
    "\n",
    "#Without pictures:\n",
    "twitter_archive_clean = twitter_archive_clean.dropna(subset = ['jpg_url'])\n",
    "\n",
    "#Useless columns:\n",
    "twitter_archive_clean = twitter_archive_clean.drop('retweeted_status_id', 1)\n",
    "twitter_archive_clean = twitter_archive_clean.drop('retweeted_status_user_id', 1)\n",
    "twitter_archive_clean = twitter_archive_clean.drop('retweeted_status_timestamp', 1)\n",
    "\n",
    "#Since we have timestamp column, we do not need date_time:\n",
    "twitter_archive_clean = twitter_archive_clean.drop('date_time', 1)\n",
    "\n",
    "#Duplicates in dog_stage:\n",
    "twitter_archive_clean = twitter_archive_clean.sort_values('dog_stage').drop_duplicates('tweet_id', keep = 'last')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Test__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'in_reply_to_status_id',\n",
       " 'in_reply_to_user_id',\n",
       " 'timestamp',\n",
       " 'source',\n",
       " 'text',\n",
       " 'expanded_urls',\n",
       " 'rating_numerator',\n",
       " 'rating_denominator',\n",
       " 'name',\n",
       " 'doggo',\n",
       " 'floofer',\n",
       " 'pupper',\n",
       " 'puppo',\n",
       " 'favorites',\n",
       " 'retweets',\n",
       " 'user_followers',\n",
       " 'user_favourites',\n",
       " 'jpg_url',\n",
       " 'img_num',\n",
       " 'p1',\n",
       " 'p1_conf',\n",
       " 'p1_dog',\n",
       " 'p2',\n",
       " 'p2_conf',\n",
       " 'p2_dog',\n",
       " 'p3',\n",
       " 'p3_conf',\n",
       " 'p3_dog',\n",
       " 'dog_stage']"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(twitter_archive_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None             1684\n",
      "pupper            203\n",
      "doggo              63\n",
      "puppo              22\n",
      "doggo,pupper        9\n",
      "floofer             7\n",
      "doggo,puppo         1\n",
      "doggo,floofer       1\n",
      "Name: dog_stage, dtype: int64\n",
      "1990\n"
     ]
    }
   ],
   "source": [
    "print(twitter_archive_clean.dog_stage.value_counts())\n",
    "print(len(twitter_archive_clean))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "__Define__\n",
    "\n",
    "Delete image prediction columns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "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_clean.apply(prediction_func, axis=1)\n",
    "twitter_archive_clean['prediction'] = predictions\n",
    "twitter_archive_clean['confidence_level'] = confidence_level\n",
    "\n",
    "\n",
    "\n",
    "# Delete columns\n",
    "twitter_archive_clean = twitter_archive_clean.drop(['img_num', 'p1', 'p1_conf', 'p1_dog', 'p2', 'p2_conf',\n",
    "                                                    'p2_dog', 'p3', 'p3_conf', 'p3_dog'], 1)\n",
    "\n",
    "twitter_archive_clean = twitter_archive_clean.drop(['in_reply_to_status_id', 'in_reply_to_user_id',\n",
    "                                                    'user_favourites'], 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Test__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'timestamp',\n",
       " 'source',\n",
       " 'text',\n",
       " 'expanded_urls',\n",
       " 'rating_numerator',\n",
       " 'rating_denominator',\n",
       " 'name',\n",
       " 'doggo',\n",
       " 'floofer',\n",
       " 'pupper',\n",
       " 'puppo',\n",
       " 'favorites',\n",
       " 'retweets',\n",
       " 'user_followers',\n",
       " 'jpg_url',\n",
       " 'dog_stage',\n",
       " 'prediction',\n",
       " 'confidence_level']"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(twitter_archive_clean)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "__Define__\n",
    "\n",
    "Make 'source' column clean and readable."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean['source'] = twitter_archive_clean['source'].apply(lambda x: re.findall(r'>(.*)<', x)[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Test__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "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>favorites</th>\n",
       "      <th>retweets</th>\n",
       "      <th>user_followers</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 +0000</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</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37555</td>\n",
       "      <td>8190</td>\n",
       "      <td>8034969</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>1380</th>\n",
       "      <td>683857920510050305</td>\n",
       "      <td>2016-01-04 03:50:08 +0000</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</td>\n",
       "      <td>10</td>\n",
       "      <td>Sadie</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3934</td>\n",
       "      <td>1175</td>\n",
       "      <td>8034985</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>1379</th>\n",
       "      <td>684097758874210310</td>\n",
       "      <td>2016-01-04 19:43:10 +0000</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</td>\n",
       "      <td>10</td>\n",
       "      <td>Lupe</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4260</td>\n",
       "      <td>1513</td>\n",
       "      <td>8034985</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>1378</th>\n",
       "      <td>684122891630342144</td>\n",
       "      <td>2016-01-04 21:23:02 +0000</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</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2067</td>\n",
       "      <td>498</td>\n",
       "      <td>8034985</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",
       "    <tr>\n",
       "      <th>1377</th>\n",
       "      <td>684177701129875456</td>\n",
       "      <td>2016-01-05 01:00:50 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Kulet. She's very proud of the flower ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684177701...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Kulet</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2084</td>\n",
       "      <td>707</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX6v_JOWsAE0beZ.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.334783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1376</th>\n",
       "      <td>684188786104872960</td>\n",
       "      <td>2016-01-05 01:44:52 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>\"Yo Boomer I'm taking a selfie, grab your stic...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684188786...</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>3606</td>\n",
       "      <td>1239</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX66EiJWkAAVjA-.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>kelpie</td>\n",
       "      <td>0.537782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1375</th>\n",
       "      <td>684195085588783105</td>\n",
       "      <td>2016-01-05 02:09:54 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Tino. He really likes corndogs. 9/10 h...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684195085...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Tino</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1984</td>\n",
       "      <td>546</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX6_y6OU0AAl3v2.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.379365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>684200372118904832</td>\n",
       "      <td>2016-01-05 02:30:55 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Gang of fearless hoofed puppers here. Straight...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684200372...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2241</td>\n",
       "      <td>1077</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX7EkuHWkAESLZk.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1373</th>\n",
       "      <td>684222868335505415</td>\n",
       "      <td>2016-01-05 04:00:18 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Someone help the girl is being mugged. Several...</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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3964</td>\n",
       "      <td>1447</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX7Y_ByWwAEJdUy.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>soft-coated_wheaten_terrier</td>\n",
       "      <td>0.791182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>684225744407494656</td>\n",
       "      <td>2016-01-05 04:11:44 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Two sneaky puppers were not initially seen, mo...</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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1280</td>\n",
       "      <td>222</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX7br3HWsAAQ9L1.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.203249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>684241637099323392</td>\n",
       "      <td>2016-01-05 05:14:53 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Obi. He got camera shy. 12/10 https://...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684241637...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Obi</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8441</td>\n",
       "      <td>3494</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX7qIcdWcAELJ7N.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.508498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>684460069371654144</td>\n",
       "      <td>2016-01-05 19:42:51 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Jeph. He's a Western Sagittarius Dookm...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684460069...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Jeph</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2054</td>\n",
       "      <td>584</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX-wzZEUwAA4ISM.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.673691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1381</th>\n",
       "      <td>683852578183077888</td>\n",
       "      <td>2016-01-04 03:28:54 +0000</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</td>\n",
       "      <td>10</td>\n",
       "      <td>Tiger</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1995</td>\n",
       "      <td>370</td>\n",
       "      <td>8034985</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>1369</th>\n",
       "      <td>684481074559381504</td>\n",
       "      <td>2016-01-05 21:06:19 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Pippa. She's an Elfin High Feta. Compact ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684481074...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Pippa</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4025</td>\n",
       "      <td>1231</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX_D6AJWwAAnBIw.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.937810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>684567543613382656</td>\n",
       "      <td>2016-01-06 02:49:55 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Bobby. He doesn't give a damn about pe...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684567543...</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>Bobby</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3122</td>\n",
       "      <td>1296</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYASi6FWQAEQMW2.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1366</th>\n",
       "      <td>684594889858887680</td>\n",
       "      <td>2016-01-06 04:38:35 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>\"FOR THE LAST TIME I DON'T WANNA PLAY TWISTER ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684594889...</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>9236</td>\n",
       "      <td>3713</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYAra7JWsAACPZH.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Weimaraner</td>\n",
       "      <td>0.948688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1365</th>\n",
       "      <td>684800227459624960</td>\n",
       "      <td>2016-01-06 18:14:31 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Theodore. He's dapper as hell. Probably o...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684800227...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Theodore</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2819</td>\n",
       "      <td>1054</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYDmK7ZVAAI_ylL.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>miniature_schnauzer</td>\n",
       "      <td>0.294457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1363</th>\n",
       "      <td>684902183876321280</td>\n",
       "      <td>2016-01-07 00:59:40 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Perry. He's an Augustus Gloopster. Ver...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684902183...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Perry</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1949</td>\n",
       "      <td>558</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYFC5lmWAAAEIho.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.708034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1362</th>\n",
       "      <td>684914660081053696</td>\n",
       "      <td>2016-01-07 01:49:14 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>\"Hello yes I'll just get one of each color tha...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684914660...</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>3639</td>\n",
       "      <td>1545</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYFOP6cWEAAWp-k.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.261288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1361</th>\n",
       "      <td>684926975086034944</td>\n",
       "      <td>2016-01-07 02:38:10 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Bruiser &amp;amp; Charlie. They are the best ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684926975...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bruiser</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3623</td>\n",
       "      <td>489</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYFZXdiU0AAc_kw.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.769412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>684940049151070208</td>\n",
       "      <td>2016-01-07 03:30:07 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Oreo. She's a photographer and a model...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684940049...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Oreo</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3329</td>\n",
       "      <td>1095</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYFlVUFWwAAEsWX.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Border_collie</td>\n",
       "      <td>0.665578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1359</th>\n",
       "      <td>684959798585110529</td>\n",
       "      <td>2016-01-07 04:48:36 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Jerry. He's a neat dog. No legs (tragi...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684959798...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Jerry</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7044</td>\n",
       "      <td>3299</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYF3TSlWMAAaoG5.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>685198997565345792</td>\n",
       "      <td>2016-01-07 20:39:06 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Alfie. That is his time machine. He's ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/685198997...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Alfie</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2419</td>\n",
       "      <td>698</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYJQxvJW8AAkkws.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Old_English_sheepdog</td>\n",
       "      <td>0.009671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1354</th>\n",
       "      <td>685315239903100929</td>\n",
       "      <td>2016-01-08 04:21:00 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>I would like everyone to appreciate this pup's...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/685315239...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3470</td>\n",
       "      <td>1140</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYK6kf0WMAAzP-0.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.470162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>685321586178670592</td>\n",
       "      <td>2016-01-08 04:46:13 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Rocky. He sleeps like a psychopath. 10...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/685321586...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Rocky</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2740</td>\n",
       "      <td>675</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CYLAWFMWMAEcRzb.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Boston_bull</td>\n",
       "      <td>0.972483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</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>2739</td>\n",
       "      <td>1005</td>\n",
       "      <td>8034985</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>1382</th>\n",
       "      <td>683849932751646720</td>\n",
       "      <td>2016-01-04 03:18:23 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Jiminy. He's not the brightest dog. Ne...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/683849932...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Jiminy</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2711</td>\n",
       "      <td>1035</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX2F4qNUQAAR6Cm.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Mexican_hairless</td>\n",
       "      <td>0.164906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>683773439333797890</td>\n",
       "      <td>2016-01-03 22:14:26 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Buddy. He's gaining strength. Currentl...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/683773439...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Buddy</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3461</td>\n",
       "      <td>1427</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX1AUQ2UAAAC6s-.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.072885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>683742671509258241</td>\n",
       "      <td>2016-01-03 20:12:10 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Sebastian. He's a womanizer. Romantic af....</td>\n",
       "      <td>https://twitter.com/dog_rates/status/683742671...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Sebastian</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>6722</td>\n",
       "      <td>3490</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX0kVRxWYAAWWZi.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.895279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>681523177663676416</td>\n",
       "      <td>2015-12-28 17:12:42 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Carly. She's actually 2 dogs fused tog...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/681523177...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Carly</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>14807</td>\n",
       "      <td>6113</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CXVBtX_WwAEuqbP.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>Norfolk_terrier</td>\n",
       "      <td>0.205067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1729</th>\n",
       "      <td>672205392827572224</td>\n",
       "      <td>2015-12-03 00:07:09 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Opal. He's a Royal John Coctostan. Rea...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/672205392...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Opal</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>2266</td>\n",
       "      <td>1169</td>\n",
       "      <td>8035003</td>\n",
       "      <td>https://pbs.twimg.com/media/CVQnPMrVAAAzShR.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>pug</td>\n",
       "      <td>0.003267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1684</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>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Eve</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>7561</td>\n",
       "      <td>3213</td>\n",
       "      <td>8035002</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>1309</th>\n",
       "      <td>688519176466644993</td>\n",
       "      <td>2016-01-17 00:32:18 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This pupper is sprouting a flower out of her h...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/688519176...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>2402</td>\n",
       "      <td>772</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CY4ciRFUMAAovos.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.696372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1716</th>\n",
       "      <td>672481316919734272</td>\n",
       "      <td>2015-12-03 18:23:34 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Say hello to Jazz. She should be on the cover ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/672481316...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Jazz</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>719</td>\n",
       "      <td>126</td>\n",
       "      <td>8035003</td>\n",
       "      <td>https://pbs.twimg.com/media/CVUiMUeW4AEQgkU.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>Border_collie</td>\n",
       "      <td>0.599454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>690015576308211712</td>\n",
       "      <td>2016-01-21 03:38:27 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This pupper can only sleep on shoes. It's a cr...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/690015576...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>2600</td>\n",
       "      <td>777</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CZNtgWhWkAAbq3W.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.949609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>673612854080196609</td>\n",
       "      <td>2015-12-06 21:19:54 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Jeffri. He's a speckled ice pupper. Ve...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673612854...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Jeffri</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>1603</td>\n",
       "      <td>732</td>\n",
       "      <td>8035002</td>\n",
       "      <td>https://pbs.twimg.com/media/CVknUTlVEAARjU5.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>Newfoundland</td>\n",
       "      <td>0.223101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>673363615379013632</td>\n",
       "      <td>2015-12-06 04:49:31 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This little pupper can't wait for Christmas. H...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673363615...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>1027</td>\n",
       "      <td>310</td>\n",
       "      <td>8035002</td>\n",
       "      <td>https://pbs.twimg.com/media/CVhEoq4WcAE8pBm.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1723</th>\n",
       "      <td>672254177670729728</td>\n",
       "      <td>2015-12-03 03:21:00 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Rolf. He's having the time of his life...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/672254177...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Rolf</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>1433</td>\n",
       "      <td>752</td>\n",
       "      <td>8035003</td>\n",
       "      <td>https://pbs.twimg.com/media/CVRTmz1WcAA4uMF.jpg</td>\n",
       "      <td>pupper</td>\n",
       "      <td>pug</td>\n",
       "      <td>0.979487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>2017-07-25 01:55:32 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here's a puppo that seems to be on the fence a...</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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>46689</td>\n",
       "      <td>9680</td>\n",
       "      <td>8034969</td>\n",
       "      <td>https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.966327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>743253157753532416</td>\n",
       "      <td>2016-06-16 01:25:36 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Kilo. He cannot reach the snackum. Nif...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/743253157...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Kilo</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>4376</td>\n",
       "      <td>1283</td>\n",
       "      <td>8035620</td>\n",
       "      <td>https://pbs.twimg.com/media/ClCQzFUUYAA5vAu.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.442612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>867421006826221569</td>\n",
       "      <td>2017-05-24 16:44:18 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Shikha. She just watched you drop a sk...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/867421006...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Shikha</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>15866</td>\n",
       "      <td>2464</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/DAmyy8FXYAIH8Ty.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.616457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>2017-07-24 17:02:04 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Stuart. He's sporting his favorite fan...</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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>14678</td>\n",
       "      <td>2172</td>\n",
       "      <td>8034969</td>\n",
       "      <td>https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.953442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>744995568523612160</td>\n",
       "      <td>2016-06-20 20:49:19 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Abby. She got her face stuck in a glas...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/744995568...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Abby</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>3074</td>\n",
       "      <td>653</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/ClbBg4WWEAMjwJu.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Old_English_sheepdog</td>\n",
       "      <td>0.427481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>751132876104687617</td>\n",
       "      <td>2016-07-07 19:16:47 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Cooper. He's just so damn happy. 10/10...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/751132876...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Cooper</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>5278</td>\n",
       "      <td>1379</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CmyPXNOW8AEtaJ-.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.929390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>874012996292530176</td>\n",
       "      <td>2017-06-11 21:18:31 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Sebastian. He can't see all the colors...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/874012996...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Sebastian</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>33613</td>\n",
       "      <td>10117</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/DCEeLxjXsAAvNSM.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Cardigan</td>\n",
       "      <td>0.806674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>803773340896923648</td>\n",
       "      <td>2016-11-30 01:31:12 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Diogi. He fell in the pool as soon as ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/803773340...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Diogi</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>10628</td>\n",
       "      <td>2990</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/CyeTku-XcAALkBd.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.817066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>793195938047070209</td>\n",
       "      <td>2016-10-31 21:00:23 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Say hello to Lily. She's pupset that her costu...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/793195938...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Lily</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>16184</td>\n",
       "      <td>6096</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/CwH_foYWgAEvTyI.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.654762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>802239329049477120</td>\n",
       "      <td>2016-11-25 19:55:35 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Loki. He'll do your taxes for you. Can...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/802239329...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Loki</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>9599</td>\n",
       "      <td>2828</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/CyIgaTEVEAA-9zS.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.482498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>738537504001953792</td>\n",
       "      <td>2016-06-03 01:07:16 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Bayley. She fell asleep trying to esca...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/738537504...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bayley</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>5270</td>\n",
       "      <td>1636</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/Cj_P7rSUgAAYQbz.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.808737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>756275833623502848</td>\n",
       "      <td>2016-07-21 23:53:04 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>When ur older siblings get to play in the deep...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/756275833...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>6701</td>\n",
       "      <td>1614</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/Cn7U2xlW8AI9Pqp.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Airedale</td>\n",
       "      <td>0.602957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>787717603741622272</td>\n",
       "      <td>2016-10-16 18:11:26 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Tonks. She is a service puppo. Can hea...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/787717603...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tonks</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>10810</td>\n",
       "      <td>3011</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/Cu6I9vvWIAAZG0a.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>German_shepherd</td>\n",
       "      <td>0.992339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>878776093423087618</td>\n",
       "      <td>2017-06-25 00:45:22 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Snoopy. He's a proud #PrideMonthPuppo....</td>\n",
       "      <td>https://twitter.com/dog_rates/status/878776093...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Snoopy</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>18869</td>\n",
       "      <td>3992</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/DDIKMXzW0AEibje.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Italian_greyhound</td>\n",
       "      <td>0.734684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>825535076884762624</td>\n",
       "      <td>2017-01-29 02:44:34 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here's a very loving and accepting puppo. Appe...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/825535076...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>54525</td>\n",
       "      <td>18400</td>\n",
       "      <td>8034971</td>\n",
       "      <td>https://pbs.twimg.com/media/C3TjvitXAAAI-QH.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Rottweiler</td>\n",
       "      <td>0.681495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>825026590719483904</td>\n",
       "      <td>2017-01-27 17:04:02 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Say hello to Pablo. He's one gorgeous puppo. A...</td>\n",
       "      <td>https://www.gofundme.com/my-puppys-double-cata...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Pablo</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>6636</td>\n",
       "      <td>1367</td>\n",
       "      <td>8034971</td>\n",
       "      <td>https://pbs.twimg.com/media/C3MVTeHWcAAGNfx.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.524454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>790946055508652032</td>\n",
       "      <td>2016-10-25 16:00:09 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Betty. She's assisting with the dishes...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/790946055...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Betty</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>17603</td>\n",
       "      <td>5064</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/CvoBPWRWgAA4het.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.245773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>752519690950500352</td>\n",
       "      <td>2016-07-11 15:07:30 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Hopefully this puppo on a swing will help get ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/752519690...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>7680</td>\n",
       "      <td>3670</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CnF8qVDWYAAh0g1.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>859607811541651456</td>\n",
       "      <td>2017-05-03 03:17:27 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Sorry for the lack of posts today. I came home...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/859607811...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>18519</td>\n",
       "      <td>1579</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/C-3wvtxXcAUTuBE.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.895529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>819952236453363712</td>\n",
       "      <td>2017-01-13 17:00:21 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Oliver. He has dreams of being a servi...</td>\n",
       "      <td>https://www.gofundme.com/servicedogoliver,http...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliver</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>5588</td>\n",
       "      <td>1272</td>\n",
       "      <td>8034971</td>\n",
       "      <td>https://pbs.twimg.com/media/C2EONHNWQAUWxkP.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>American_Staffordshire_terrier</td>\n",
       "      <td>0.925505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>780931614150983680</td>\n",
       "      <td>2016-09-28 00:46:20 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>I want to finally rate this iconic puppo who t...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/780931614...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>22798</td>\n",
       "      <td>7901</td>\n",
       "      <td>8034970</td>\n",
       "      <td>https://pbs.twimg.com/media/CtZtJxAXEAAyPGd.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>822872901745569793</td>\n",
       "      <td>2017-01-21 18:26:02 +0000</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here's a super supportive puppo participating ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/822872901...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>138545</td>\n",
       "      <td>47026</td>\n",
       "      <td>8034971</td>\n",
       "      <td>https://pbs.twimg.com/media/C2tugXLXgAArJO4.jpg</td>\n",
       "      <td>puppo</td>\n",
       "      <td>Lakeland_terrier</td>\n",
       "      <td>0.196015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1990 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                  timestamp              source  \\\n",
       "0     892420643555336193  2017-08-01 16:23:56 +0000  Twitter for iPhone   \n",
       "1380  683857920510050305  2016-01-04 03:50:08 +0000  Twitter for iPhone   \n",
       "1379  684097758874210310  2016-01-04 19:43:10 +0000  Twitter for iPhone   \n",
       "1378  684122891630342144  2016-01-04 21:23:02 +0000  Twitter for iPhone   \n",
       "1377  684177701129875456  2016-01-05 01:00:50 +0000  Twitter for iPhone   \n",
       "1376  684188786104872960  2016-01-05 01:44:52 +0000  Twitter for iPhone   \n",
       "1375  684195085588783105  2016-01-05 02:09:54 +0000  Twitter for iPhone   \n",
       "1374  684200372118904832  2016-01-05 02:30:55 +0000  Twitter for iPhone   \n",
       "1373  684222868335505415  2016-01-05 04:00:18 +0000  Twitter for iPhone   \n",
       "1372  684225744407494656  2016-01-05 04:11:44 +0000  Twitter for iPhone   \n",
       "1371  684241637099323392  2016-01-05 05:14:53 +0000  Twitter for iPhone   \n",
       "1370  684460069371654144  2016-01-05 19:42:51 +0000  Twitter for iPhone   \n",
       "1381  683852578183077888  2016-01-04 03:28:54 +0000  Twitter for iPhone   \n",
       "1369  684481074559381504  2016-01-05 21:06:19 +0000  Twitter for iPhone   \n",
       "1367  684567543613382656  2016-01-06 02:49:55 +0000  Twitter for iPhone   \n",
       "1366  684594889858887680  2016-01-06 04:38:35 +0000  Twitter for iPhone   \n",
       "1365  684800227459624960  2016-01-06 18:14:31 +0000  Twitter for iPhone   \n",
       "1363  684902183876321280  2016-01-07 00:59:40 +0000  Twitter for iPhone   \n",
       "1362  684914660081053696  2016-01-07 01:49:14 +0000  Twitter for iPhone   \n",
       "1361  684926975086034944  2016-01-07 02:38:10 +0000  Twitter for iPhone   \n",
       "1360  684940049151070208  2016-01-07 03:30:07 +0000  Twitter for iPhone   \n",
       "1359  684959798585110529  2016-01-07 04:48:36 +0000  Twitter for iPhone   \n",
       "1357  685198997565345792  2016-01-07 20:39:06 +0000  Twitter for iPhone   \n",
       "1354  685315239903100929  2016-01-08 04:21:00 +0000  Twitter for iPhone   \n",
       "1353  685321586178670592  2016-01-08 04:46:13 +0000  Twitter for iPhone   \n",
       "1368  684538444857667585  2016-01-06 00:54:18 +0000  Twitter for iPhone   \n",
       "1382  683849932751646720  2016-01-04 03:18:23 +0000  Twitter for iPhone   \n",
       "1385  683773439333797890  2016-01-03 22:14:26 +0000  Twitter for iPhone   \n",
       "1386  683742671509258241  2016-01-03 20:12:10 +0000  Twitter for iPhone   \n",
       "1422  681523177663676416  2015-12-28 17:12:42 +0000  Twitter for iPhone   \n",
       "...                  ...                        ...                 ...   \n",
       "1729  672205392827572224  2015-12-03 00:07:09 +0000  Twitter for iPhone   \n",
       "1684  673295268553605120  2015-12-06 00:17:55 +0000  Twitter for iPhone   \n",
       "1309  688519176466644993  2016-01-17 00:32:18 +0000  Twitter for iPhone   \n",
       "1716  672481316919734272  2015-12-03 18:23:34 +0000  Twitter for iPhone   \n",
       "1282  690015576308211712  2016-01-21 03:38:27 +0000  Twitter for iPhone   \n",
       "1670  673612854080196609  2015-12-06 21:19:54 +0000  Twitter for iPhone   \n",
       "1674  673363615379013632  2015-12-06 04:49:31 +0000  Twitter for iPhone   \n",
       "1723  672254177670729728  2015-12-03 03:21:00 +0000  Twitter for iPhone   \n",
       "12    889665388333682689  2017-07-25 01:55:32 +0000  Twitter for iPhone   \n",
       "851   743253157753532416  2016-06-16 01:25:36 +0000  Twitter for iPhone   \n",
       "106   867421006826221569  2017-05-24 16:44:18 +0000  Twitter for iPhone   \n",
       "14    889531135344209921  2017-07-24 17:02:04 +0000  Twitter for iPhone   \n",
       "840   744995568523612160  2016-06-20 20:49:19 +0000  Twitter for iPhone   \n",
       "778   751132876104687617  2016-07-07 19:16:47 +0000  Twitter for iPhone   \n",
       "80    874012996292530176  2017-06-11 21:18:31 +0000  Twitter for iPhone   \n",
       "442   803773340896923648  2016-11-30 01:31:12 +0000  Twitter for iPhone   \n",
       "511   793195938047070209  2016-10-31 21:00:23 +0000  Twitter for iPhone   \n",
       "452   802239329049477120  2016-11-25 19:55:35 +0000  Twitter for iPhone   \n",
       "882   738537504001953792  2016-06-03 01:07:16 +0000  Twitter for iPhone   \n",
       "747   756275833623502848  2016-07-21 23:53:04 +0000  Twitter for iPhone   \n",
       "547   787717603741622272  2016-10-16 18:11:26 +0000  Twitter for iPhone   \n",
       "63    878776093423087618  2017-06-25 00:45:22 +0000  Twitter for iPhone   \n",
       "309   825535076884762624  2017-01-29 02:44:34 +0000  Twitter for iPhone   \n",
       "311   825026590719483904  2017-01-27 17:04:02 +0000  Twitter for iPhone   \n",
       "527   790946055508652032  2016-10-25 16:00:09 +0000  Twitter for iPhone   \n",
       "766   752519690950500352  2016-07-11 15:07:30 +0000  Twitter for iPhone   \n",
       "137   859607811541651456  2017-05-03 03:17:27 +0000  Twitter for iPhone   \n",
       "343   819952236453363712  2017-01-13 17:00:21 +0000  Twitter for iPhone   \n",
       "585   780931614150983680  2016-09-28 00:46:20 +0000  Twitter for iPhone   \n",
       "323   822872901745569793  2017-01-21 18:26:02 +0000  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "0     This is Phineas. He's a mystical boy. Only eve...   \n",
       "1380  Meet Sadie. She fell asleep on the beach and h...   \n",
       "1379  Say hello to Lupe. This is how she sleeps. 10/...   \n",
       "1378  Heartwarming scene of two pups that want nothi...   \n",
       "1377  This is Kulet. She's very proud of the flower ...   \n",
       "1376  \"Yo Boomer I'm taking a selfie, grab your stic...   \n",
       "1375  This is Tino. He really likes corndogs. 9/10 h...   \n",
       "1374  Gang of fearless hoofed puppers here. Straight...   \n",
       "1373  Someone help the girl is being mugged. Several...   \n",
       "1372  Two sneaky puppers were not initially seen, mo...   \n",
       "1371  This is Obi. He got camera shy. 12/10 https://...   \n",
       "1370  This is Jeph. He's a Western Sagittarius Dookm...   \n",
       "1381  Say hello to Tiger. He's a penbroke (little do...   \n",
       "1369  Meet Pippa. She's an Elfin High Feta. Compact ...   \n",
       "1367  This is Bobby. He doesn't give a damn about pe...   \n",
       "1366  \"FOR THE LAST TIME I DON'T WANNA PLAY TWISTER ...   \n",
       "1365  Meet Theodore. He's dapper as hell. Probably o...   \n",
       "1363  This is Perry. He's an Augustus Gloopster. Ver...   \n",
       "1362  \"Hello yes I'll just get one of each color tha...   \n",
       "1361  Meet Bruiser &amp; Charlie. They are the best ...   \n",
       "1360  This is Oreo. She's a photographer and a model...   \n",
       "1359  This is Jerry. He's a neat dog. No legs (tragi...   \n",
       "1357  This is Alfie. That is his time machine. He's ...   \n",
       "1354  I would like everyone to appreciate this pup's...   \n",
       "1353  This is Rocky. He sleeps like a psychopath. 10...   \n",
       "1368  After watching this video, we've determined th...   \n",
       "1382  This is Jiminy. He's not the brightest dog. Ne...   \n",
       "1385  This is Buddy. He's gaining strength. Currentl...   \n",
       "1386  Meet Sebastian. He's a womanizer. Romantic af....   \n",
       "1422  This is Carly. She's actually 2 dogs fused tog...   \n",
       "...                                                 ...   \n",
       "1729  This is Opal. He's a Royal John Coctostan. Rea...   \n",
       "1684  Meet Eve. She's a raging alcoholic 8/10 (would...   \n",
       "1309  This pupper is sprouting a flower out of her h...   \n",
       "1716  Say hello to Jazz. She should be on the cover ...   \n",
       "1282  This pupper can only sleep on shoes. It's a cr...   \n",
       "1670  This is Jeffri. He's a speckled ice pupper. Ve...   \n",
       "1674  This little pupper can't wait for Christmas. H...   \n",
       "1723  This is Rolf. He's having the time of his life...   \n",
       "12    Here's a puppo that seems to be on the fence a...   \n",
       "851   This is Kilo. He cannot reach the snackum. Nif...   \n",
       "106   This is Shikha. She just watched you drop a sk...   \n",
       "14    This is Stuart. He's sporting his favorite fan...   \n",
       "840   This is Abby. She got her face stuck in a glas...   \n",
       "778   This is Cooper. He's just so damn happy. 10/10...   \n",
       "80    This is Sebastian. He can't see all the colors...   \n",
       "442   This is Diogi. He fell in the pool as soon as ...   \n",
       "511   Say hello to Lily. She's pupset that her costu...   \n",
       "452   This is Loki. He'll do your taxes for you. Can...   \n",
       "882   This is Bayley. She fell asleep trying to esca...   \n",
       "747   When ur older siblings get to play in the deep...   \n",
       "547   This is Tonks. She is a service puppo. Can hea...   \n",
       "63    This is Snoopy. He's a proud #PrideMonthPuppo....   \n",
       "309   Here's a very loving and accepting puppo. Appe...   \n",
       "311   Say hello to Pablo. He's one gorgeous puppo. A...   \n",
       "527   This is Betty. She's assisting with the dishes...   \n",
       "766   Hopefully this puppo on a swing will help get ...   \n",
       "137   Sorry for the lack of posts today. I came home...   \n",
       "343   This is Oliver. He has dreams of being a servi...   \n",
       "585   I want to finally rate this iconic puppo who t...   \n",
       "323   Here's a super supportive puppo participating ...   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "0     https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1380  https://twitter.com/dog_rates/status/683857920...                10   \n",
       "1379  https://twitter.com/dog_rates/status/684097758...                10   \n",
       "1378  https://twitter.com/dog_rates/status/684122891...                11   \n",
       "1377  https://twitter.com/dog_rates/status/684177701...                10   \n",
       "1376  https://twitter.com/dog_rates/status/684188786...                10   \n",
       "1375  https://twitter.com/dog_rates/status/684195085...                 9   \n",
       "1374  https://twitter.com/dog_rates/status/684200372...                 6   \n",
       "1373  https://twitter.com/dog_rates/status/684222868...               121   \n",
       "1372  https://twitter.com/dog_rates/status/684225744...               143   \n",
       "1371  https://twitter.com/dog_rates/status/684241637...                12   \n",
       "1370  https://twitter.com/dog_rates/status/684460069...                10   \n",
       "1381  https://twitter.com/dog_rates/status/683852578...                10   \n",
       "1369  https://twitter.com/dog_rates/status/684481074...                10   \n",
       "1367  https://twitter.com/dog_rates/status/684567543...                 4   \n",
       "1366  https://twitter.com/dog_rates/status/684594889...                10   \n",
       "1365  https://twitter.com/dog_rates/status/684800227...                11   \n",
       "1363  https://twitter.com/dog_rates/status/684902183...                11   \n",
       "1362  https://twitter.com/dog_rates/status/684914660...                12   \n",
       "1361  https://twitter.com/dog_rates/status/684926975...                11   \n",
       "1360  https://twitter.com/dog_rates/status/684940049...                12   \n",
       "1359  https://twitter.com/dog_rates/status/684959798...                 5   \n",
       "1357  https://twitter.com/dog_rates/status/685198997...                11   \n",
       "1354  https://twitter.com/dog_rates/status/685315239...                11   \n",
       "1353  https://twitter.com/dog_rates/status/685321586...                10   \n",
       "1368  https://twitter.com/dog_rates/status/684538444...                12   \n",
       "1382  https://twitter.com/dog_rates/status/683849932...                 5   \n",
       "1385  https://twitter.com/dog_rates/status/683773439...                 9   \n",
       "1386  https://twitter.com/dog_rates/status/683742671...                11   \n",
       "1422  https://twitter.com/dog_rates/status/681523177...                12   \n",
       "...                                                 ...               ...   \n",
       "1729  https://twitter.com/dog_rates/status/672205392...                 9   \n",
       "1684  https://twitter.com/dog_rates/status/673295268...                 8   \n",
       "1309  https://twitter.com/dog_rates/status/688519176...                12   \n",
       "1716  https://twitter.com/dog_rates/status/672481316...                12   \n",
       "1282  https://twitter.com/dog_rates/status/690015576...                12   \n",
       "1670  https://twitter.com/dog_rates/status/673612854...                 7   \n",
       "1674  https://twitter.com/dog_rates/status/673363615...                11   \n",
       "1723  https://twitter.com/dog_rates/status/672254177...                11   \n",
       "12    https://twitter.com/dog_rates/status/889665388...                13   \n",
       "851   https://twitter.com/dog_rates/status/743253157...                10   \n",
       "106   https://twitter.com/dog_rates/status/867421006...                12   \n",
       "14    https://twitter.com/dog_rates/status/889531135...                13   \n",
       "840   https://twitter.com/dog_rates/status/744995568...                 9   \n",
       "778   https://twitter.com/dog_rates/status/751132876...                10   \n",
       "80    https://twitter.com/dog_rates/status/874012996...                13   \n",
       "442   https://twitter.com/dog_rates/status/803773340...                12   \n",
       "511   https://twitter.com/dog_rates/status/793195938...                12   \n",
       "452   https://twitter.com/dog_rates/status/802239329...                12   \n",
       "882   https://twitter.com/dog_rates/status/738537504...                11   \n",
       "747   https://twitter.com/dog_rates/status/756275833...                10   \n",
       "547   https://twitter.com/dog_rates/status/787717603...                13   \n",
       "63    https://twitter.com/dog_rates/status/878776093...                13   \n",
       "309   https://twitter.com/dog_rates/status/825535076...                14   \n",
       "311   https://www.gofundme.com/my-puppys-double-cata...                12   \n",
       "527   https://twitter.com/dog_rates/status/790946055...                12   \n",
       "766   https://twitter.com/dog_rates/status/752519690...                11   \n",
       "137   https://twitter.com/dog_rates/status/859607811...                13   \n",
       "343   https://www.gofundme.com/servicedogoliver,http...                13   \n",
       "585   https://twitter.com/dog_rates/status/780931614...                13   \n",
       "323   https://twitter.com/dog_rates/status/822872901...                13   \n",
       "\n",
       "      rating_denominator       name doggo floofer  pupper  puppo  favorites  \\\n",
       "0                     10    Phineas                                   37555   \n",
       "1380                  10      Sadie                                    3934   \n",
       "1379                  10       Lupe                                    4260   \n",
       "1378                  10       None                                    2067   \n",
       "1377                  10      Kulet                                    2084   \n",
       "1376                  10       None                                    3606   \n",
       "1375                  10       Tino                                    1984   \n",
       "1374                  10       None                                    2241   \n",
       "1373                 110       None                                    3964   \n",
       "1372                 130       None                                    1280   \n",
       "1371                  10        Obi                                    8441   \n",
       "1370                  10       Jeph                                    2054   \n",
       "1381                  10      Tiger                                    1995   \n",
       "1369                  10      Pippa                                    4025   \n",
       "1367                  10      Bobby                                    3122   \n",
       "1366                  10       None                                    9236   \n",
       "1365                  10   Theodore                                    2819   \n",
       "1363                  10      Perry                                    1949   \n",
       "1362                  10       None                                    3639   \n",
       "1361                  10    Bruiser                                    3623   \n",
       "1360                  10       Oreo                                    3329   \n",
       "1359                  10      Jerry                                    7044   \n",
       "1357                  10      Alfie                                    2419   \n",
       "1354                  10       None                                    3470   \n",
       "1353                  10      Rocky                                    2740   \n",
       "1368                  10       None                                    2739   \n",
       "1382                  10     Jiminy                                    2711   \n",
       "1385                  10      Buddy                                    3461   \n",
       "1386                  10  Sebastian                                    6722   \n",
       "1422                  10      Carly                                   14807   \n",
       "...                  ...        ...   ...     ...     ...    ...        ...   \n",
       "1729                  10       Opal                pupper              2266   \n",
       "1684                  10        Eve                pupper              7561   \n",
       "1309                  10       None                pupper              2402   \n",
       "1716                  10       Jazz                pupper               719   \n",
       "1282                  10       None                pupper              2600   \n",
       "1670                  10     Jeffri                pupper              1603   \n",
       "1674                  10       None                pupper              1027   \n",
       "1723                  10       Rolf                pupper              1433   \n",
       "12                    10       None                        puppo      46689   \n",
       "851                   10       Kilo                        puppo       4376   \n",
       "106                   10     Shikha                        puppo      15866   \n",
       "14                    10     Stuart                        puppo      14678   \n",
       "840                   10       Abby                        puppo       3074   \n",
       "778                   10     Cooper                        puppo       5278   \n",
       "80                    10  Sebastian                        puppo      33613   \n",
       "442                   10      Diogi                        puppo      10628   \n",
       "511                   10       Lily                        puppo      16184   \n",
       "452                   10       Loki                        puppo       9599   \n",
       "882                   10     Bayley                        puppo       5270   \n",
       "747                   10       None                        puppo       6701   \n",
       "547                   10      Tonks                        puppo      10810   \n",
       "63                    10     Snoopy                        puppo      18869   \n",
       "309                   10       None                        puppo      54525   \n",
       "311                   10      Pablo                        puppo       6636   \n",
       "527                   10      Betty                        puppo      17603   \n",
       "766                   10       None                        puppo       7680   \n",
       "137                   10       None                        puppo      18519   \n",
       "343                   10     Oliver                        puppo       5588   \n",
       "585                   10       None                        puppo      22798   \n",
       "323                   10       None                        puppo     138545   \n",
       "\n",
       "      retweets  user_followers  \\\n",
       "0         8190         8034969   \n",
       "1380      1175         8034985   \n",
       "1379      1513         8034985   \n",
       "1378       498         8034985   \n",
       "1377       707         8034985   \n",
       "1376      1239         8034985   \n",
       "1375       546         8034985   \n",
       "1374      1077         8034985   \n",
       "1373      1447         8034985   \n",
       "1372       222         8034985   \n",
       "1371      3494         8034985   \n",
       "1370       584         8034985   \n",
       "1381       370         8034985   \n",
       "1369      1231         8034985   \n",
       "1367      1296         8034985   \n",
       "1366      3713         8034985   \n",
       "1365      1054         8034985   \n",
       "1363       558         8034985   \n",
       "1362      1545         8034985   \n",
       "1361       489         8034985   \n",
       "1360      1095         8034985   \n",
       "1359      3299         8034985   \n",
       "1357       698         8034985   \n",
       "1354      1140         8034985   \n",
       "1353       675         8034985   \n",
       "1368      1005         8034985   \n",
       "1382      1035         8034985   \n",
       "1385      1427         8034985   \n",
       "1386      3490         8034985   \n",
       "1422      6113         8034985   \n",
       "...        ...             ...   \n",
       "1729      1169         8035003   \n",
       "1684      3213         8035002   \n",
       "1309       772         8034985   \n",
       "1716       126         8035003   \n",
       "1282       777         8034985   \n",
       "1670       732         8035002   \n",
       "1674       310         8035002   \n",
       "1723       752         8035003   \n",
       "12        9680         8034969   \n",
       "851       1283         8035620   \n",
       "106       2464         8034970   \n",
       "14        2172         8034969   \n",
       "840        653         8034985   \n",
       "778       1379         8034985   \n",
       "80       10117         8034970   \n",
       "442       2990         8034970   \n",
       "511       6096         8034970   \n",
       "452       2828         8034970   \n",
       "882       1636         8034985   \n",
       "747       1614         8034985   \n",
       "547       3011         8034970   \n",
       "63        3992         8034970   \n",
       "309      18400         8034971   \n",
       "311       1367         8034971   \n",
       "527       5064         8034970   \n",
       "766       3670         8034985   \n",
       "137       1579         8034970   \n",
       "343       1272         8034971   \n",
       "585       7901         8034970   \n",
       "323      47026         8034971   \n",
       "\n",
       "                                                jpg_url dog_stage  \\\n",
       "0       https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg      None   \n",
       "1380    https://pbs.twimg.com/media/CX2NJmRWYAAxz_5.jpg      None   \n",
       "1379    https://pbs.twimg.com/media/CX5nR5oWsAAiclh.jpg      None   \n",
       "1378    https://pbs.twimg.com/media/CX5-HslWQAIiXKB.jpg      None   \n",
       "1377    https://pbs.twimg.com/media/CX6v_JOWsAE0beZ.jpg      None   \n",
       "1376    https://pbs.twimg.com/media/CX66EiJWkAAVjA-.jpg      None   \n",
       "1375    https://pbs.twimg.com/media/CX6_y6OU0AAl3v2.jpg      None   \n",
       "1374    https://pbs.twimg.com/media/CX7EkuHWkAESLZk.jpg      None   \n",
       "1373    https://pbs.twimg.com/media/CX7Y_ByWwAEJdUy.jpg      None   \n",
       "1372    https://pbs.twimg.com/media/CX7br3HWsAAQ9L1.jpg      None   \n",
       "1371    https://pbs.twimg.com/media/CX7qIcdWcAELJ7N.jpg      None   \n",
       "1370    https://pbs.twimg.com/media/CX-wzZEUwAA4ISM.jpg      None   \n",
       "1381    https://pbs.twimg.com/media/CX2ISqSWYAAEtCF.jpg      None   \n",
       "1369    https://pbs.twimg.com/media/CX_D6AJWwAAnBIw.jpg      None   \n",
       "1367    https://pbs.twimg.com/media/CYASi6FWQAEQMW2.jpg      None   \n",
       "1366    https://pbs.twimg.com/media/CYAra7JWsAACPZH.jpg      None   \n",
       "1365    https://pbs.twimg.com/media/CYDmK7ZVAAI_ylL.jpg      None   \n",
       "1363    https://pbs.twimg.com/media/CYFC5lmWAAAEIho.jpg      None   \n",
       "1362    https://pbs.twimg.com/media/CYFOP6cWEAAWp-k.jpg      None   \n",
       "1361    https://pbs.twimg.com/media/CYFZXdiU0AAc_kw.jpg      None   \n",
       "1360    https://pbs.twimg.com/media/CYFlVUFWwAAEsWX.jpg      None   \n",
       "1359    https://pbs.twimg.com/media/CYF3TSlWMAAaoG5.jpg      None   \n",
       "1357    https://pbs.twimg.com/media/CYJQxvJW8AAkkws.jpg      None   \n",
       "1354    https://pbs.twimg.com/media/CYK6kf0WMAAzP-0.jpg      None   \n",
       "1353    https://pbs.twimg.com/media/CYLAWFMWMAEcRzb.jpg      None   \n",
       "1368  https://pbs.twimg.com/ext_tw_video_thumb/68453...      None   \n",
       "1382    https://pbs.twimg.com/media/CX2F4qNUQAAR6Cm.jpg      None   \n",
       "1385    https://pbs.twimg.com/media/CX1AUQ2UAAAC6s-.jpg      None   \n",
       "1386    https://pbs.twimg.com/media/CX0kVRxWYAAWWZi.jpg      None   \n",
       "1422    https://pbs.twimg.com/media/CXVBtX_WwAEuqbP.jpg      None   \n",
       "...                                                 ...       ...   \n",
       "1729    https://pbs.twimg.com/media/CVQnPMrVAAAzShR.jpg    pupper   \n",
       "1684    https://pbs.twimg.com/media/CVgGc9hWIAIe1bn.jpg    pupper   \n",
       "1309    https://pbs.twimg.com/media/CY4ciRFUMAAovos.jpg    pupper   \n",
       "1716    https://pbs.twimg.com/media/CVUiMUeW4AEQgkU.jpg    pupper   \n",
       "1282    https://pbs.twimg.com/media/CZNtgWhWkAAbq3W.jpg    pupper   \n",
       "1670    https://pbs.twimg.com/media/CVknUTlVEAARjU5.jpg    pupper   \n",
       "1674    https://pbs.twimg.com/media/CVhEoq4WcAE8pBm.jpg    pupper   \n",
       "1723    https://pbs.twimg.com/media/CVRTmz1WcAA4uMF.jpg    pupper   \n",
       "12      https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg     puppo   \n",
       "851     https://pbs.twimg.com/media/ClCQzFUUYAA5vAu.jpg     puppo   \n",
       "106     https://pbs.twimg.com/media/DAmyy8FXYAIH8Ty.jpg     puppo   \n",
       "14      https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg     puppo   \n",
       "840     https://pbs.twimg.com/media/ClbBg4WWEAMjwJu.jpg     puppo   \n",
       "778     https://pbs.twimg.com/media/CmyPXNOW8AEtaJ-.jpg     puppo   \n",
       "80      https://pbs.twimg.com/media/DCEeLxjXsAAvNSM.jpg     puppo   \n",
       "442     https://pbs.twimg.com/media/CyeTku-XcAALkBd.jpg     puppo   \n",
       "511     https://pbs.twimg.com/media/CwH_foYWgAEvTyI.jpg     puppo   \n",
       "452     https://pbs.twimg.com/media/CyIgaTEVEAA-9zS.jpg     puppo   \n",
       "882     https://pbs.twimg.com/media/Cj_P7rSUgAAYQbz.jpg     puppo   \n",
       "747     https://pbs.twimg.com/media/Cn7U2xlW8AI9Pqp.jpg     puppo   \n",
       "547     https://pbs.twimg.com/media/Cu6I9vvWIAAZG0a.jpg     puppo   \n",
       "63      https://pbs.twimg.com/media/DDIKMXzW0AEibje.jpg     puppo   \n",
       "309     https://pbs.twimg.com/media/C3TjvitXAAAI-QH.jpg     puppo   \n",
       "311     https://pbs.twimg.com/media/C3MVTeHWcAAGNfx.jpg     puppo   \n",
       "527     https://pbs.twimg.com/media/CvoBPWRWgAA4het.jpg     puppo   \n",
       "766     https://pbs.twimg.com/media/CnF8qVDWYAAh0g1.jpg     puppo   \n",
       "137     https://pbs.twimg.com/media/C-3wvtxXcAUTuBE.jpg     puppo   \n",
       "343     https://pbs.twimg.com/media/C2EONHNWQAUWxkP.jpg     puppo   \n",
       "585     https://pbs.twimg.com/media/CtZtJxAXEAAyPGd.jpg     puppo   \n",
       "323     https://pbs.twimg.com/media/C2tugXLXgAArJO4.jpg     puppo   \n",
       "\n",
       "                          prediction  confidence_level  \n",
       "0                                NaN          0.000000  \n",
       "1380                        bluetick          0.174738  \n",
       "1379              Labrador_retriever          0.627856  \n",
       "1378                             NaN          0.000000  \n",
       "1377                            chow          0.334783  \n",
       "1376                          kelpie          0.537782  \n",
       "1375                       Chihuahua          0.379365  \n",
       "1374                             NaN          0.000000  \n",
       "1373     soft-coated_wheaten_terrier          0.791182  \n",
       "1372                golden_retriever          0.203249  \n",
       "1371                        Pembroke          0.508498  \n",
       "1370              Labrador_retriever          0.673691  \n",
       "1381                      toy_poodle          0.551352  \n",
       "1369                       Chihuahua          0.937810  \n",
       "1367                             NaN          0.000000  \n",
       "1366                      Weimaraner          0.948688  \n",
       "1365             miniature_schnauzer          0.294457  \n",
       "1363                        Pembroke          0.708034  \n",
       "1362                            chow          0.261288  \n",
       "1361              Labrador_retriever          0.769412  \n",
       "1360                   Border_collie          0.665578  \n",
       "1359                             NaN          0.000000  \n",
       "1357            Old_English_sheepdog          0.009671  \n",
       "1354                            chow          0.470162  \n",
       "1353                     Boston_bull          0.972483  \n",
       "1368                       Chihuahua          0.702583  \n",
       "1382                Mexican_hairless          0.164906  \n",
       "1385              miniature_pinscher          0.072885  \n",
       "1386                        Pembroke          0.895279  \n",
       "1422                 Norfolk_terrier          0.205067  \n",
       "...                              ...               ...  \n",
       "1729                             pug          0.003267  \n",
       "1684                golden_retriever          0.889241  \n",
       "1309                        Pembroke          0.696372  \n",
       "1716                   Border_collie          0.599454  \n",
       "1282                        malamute          0.949609  \n",
       "1670                    Newfoundland          0.223101  \n",
       "1674                             NaN          0.000000  \n",
       "1723                             pug          0.979487  \n",
       "12                          Pembroke          0.966327  \n",
       "851                         malamute          0.442612  \n",
       "106                       Eskimo_dog          0.616457  \n",
       "14                  golden_retriever          0.953442  \n",
       "840             Old_English_sheepdog          0.427481  \n",
       "778               Labrador_retriever          0.929390  \n",
       "80                          Cardigan          0.806674  \n",
       "442               miniature_pinscher          0.817066  \n",
       "511               Labrador_retriever          0.654762  \n",
       "452                       Eskimo_dog          0.482498  \n",
       "882                             chow          0.808737  \n",
       "747                         Airedale          0.602957  \n",
       "547                  German_shepherd          0.992339  \n",
       "63                 Italian_greyhound          0.734684  \n",
       "309                       Rottweiler          0.681495  \n",
       "311                       Eskimo_dog          0.524454  \n",
       "527                 golden_retriever          0.245773  \n",
       "766               Labrador_retriever          0.000010  \n",
       "137                 golden_retriever          0.895529  \n",
       "343   American_Staffordshire_terrier          0.925505  \n",
       "585                              NaN          0.000000  \n",
       "323                 Lakeland_terrier          0.196015  \n",
       "\n",
       "[1990 rows x 19 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "__Define__\n",
    "\n",
    "Fix rating numerator and denominators that are not ratings\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "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": [
    "tmp_rating = twitter_archive_clean[twitter_archive_clean.text.str.contains( r\"(\\d+\\.?\\d*\\/\\d+\\.?\\d*\\D+\\d+\\.?\\d*\\/\\d+\\.?\\d*)\")].text\n",
    "\n",
    "for i in tmp_rating:\n",
    "    x = twitter_archive_clean.text == i\n",
    "    column_1 = 'rating_numerator'\n",
    "    column_2 = 'rating_denominator'\n",
    "    twitter_archive_clean.loc[x, column_1] = re.findall(r\"\\d+\\.?\\d*\\/\\d+\\.?\\d*\\D+(\\d+\\.?\\d*)\\/\\d+\\.?\\d*\", i)\n",
    "    twitter_archive_clean.loc[x, column_2] = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Test__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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>favorites</th>\n",
       "      <th>retweets</th>\n",
       "      <th>user_followers</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>1398</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>38226</td>\n",
       "      <td>17572</td>\n",
       "      <td>8034985</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>1288</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>2246</td>\n",
       "      <td>789</td>\n",
       "      <td>8034985</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>1277</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>1945</td>\n",
       "      <td>473</td>\n",
       "      <td>8034986</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>1519</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>1684</td>\n",
       "      <td>555</td>\n",
       "      <td>8034985</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>1553</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>2325</td>\n",
       "      <td>1071</td>\n",
       "      <td>8035000</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>1010</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>3127</td>\n",
       "      <td>748</td>\n",
       "      <td>8034985</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>1132</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>1984</td>\n",
       "      <td>404</td>\n",
       "      <td>8034985</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>1227</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>2116</td>\n",
       "      <td>652</td>\n",
       "      <td>8034985</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>1222</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>1658</td>\n",
       "      <td>631</td>\n",
       "      <td>8034985</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>1262</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>2467</td>\n",
       "      <td>589</td>\n",
       "      <td>8034985</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>1926</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>251</td>\n",
       "      <td>77</td>\n",
       "      <td>8034978</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>1889</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>658</td>\n",
       "      <td>318</td>\n",
       "      <td>8034978</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>2015</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>209</td>\n",
       "      <td>80</td>\n",
       "      <td>8034980</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>2044</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>141</td>\n",
       "      <td>63</td>\n",
       "      <td>8034980</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>1973</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>863</td>\n",
       "      <td>529</td>\n",
       "      <td>8034980</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>1982</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>527</td>\n",
       "      <td>224</td>\n",
       "      <td>8034980</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>1619</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>1450</td>\n",
       "      <td>507</td>\n",
       "      <td>8035002</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>1777</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>714</td>\n",
       "      <td>222</td>\n",
       "      <td>8035004</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>1826</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>1402</td>\n",
       "      <td>655</td>\n",
       "      <td>8035004</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>1724</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>1721</td>\n",
       "      <td>619</td>\n",
       "      <td>8035003</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>869</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>36037</td>\n",
       "      <td>13979</td>\n",
       "      <td>8034985</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>609</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>11814</td>\n",
       "      <td>3165</td>\n",
       "      <td>8034970</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>818</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>2411</td>\n",
       "      <td>583</td>\n",
       "      <td>8034985</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>960</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>4221</td>\n",
       "      <td>1639</td>\n",
       "      <td>8034985</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>994</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>2438</td>\n",
       "      <td>219</td>\n",
       "      <td>8034985</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>1615</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>654</td>\n",
       "      <td>96</td>\n",
       "      <td>8035002</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",
       "    <tr>\n",
       "      <th>1684</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>7561</td>\n",
       "      <td>3213</td>\n",
       "      <td>8035002</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                  timestamp              source  \\\n",
       "1398  682962037429899265  2016-01-01 16:30:13 +0000  Twitter for iPhone   \n",
       "1288  689835978131935233  2016-01-20 15:44:48 +0000  Twitter for iPhone   \n",
       "1277  690400367696297985  2016-01-22 05:07:29 +0000  Twitter for iPhone   \n",
       "1519  677314812125323265  2015-12-17 02:30:09 +0000  Twitter for iPhone   \n",
       "1553  676191832485810177  2015-12-14 00:07:50 +0000  Twitter for iPhone   \n",
       "1010  714258258790387713  2016-03-28 01:10:13 +0000  Twitter for iPhone   \n",
       "1132  703356393781329922  2016-02-26 23:10:06 +0000  Twitter for iPhone   \n",
       "1227  694352839993344000  2016-02-02 02:53:12 +0000  Twitter for iPhone   \n",
       "1222  695064344191721472  2016-02-04 02:00:27 +0000  Twitter for iPhone   \n",
       "1262  691483041324204033  2016-01-25 04:49:38 +0000  Twitter for iPhone   \n",
       "1926  668537837512433665  2015-11-22 21:13:35 +0000  Twitter for iPhone   \n",
       "1889  669037058363662336  2015-11-24 06:17:19 +0000  Twitter for iPhone   \n",
       "2015  666835007768551424  2015-11-18 04:27:09 +0000  Twitter for iPhone   \n",
       "2044  666287406224695296  2015-11-16 16:11:11 +0000  Twitter for iPhone   \n",
       "1973  667544320556335104  2015-11-20 03:25:43 +0000  Twitter Web Client   \n",
       "1982  667491009379606528  2015-11-19 23:53:52 +0000  Twitter Web Client   \n",
       "1619  674646392044941312  2015-12-09 17:46:48 +0000  Twitter for iPhone   \n",
       "1777  671154572044468225  2015-11-30 02:31:34 +0000  Twitter for iPhone   \n",
       "1826  670434127938719744  2015-11-28 02:48:46 +0000  Twitter for iPhone   \n",
       "1724  672248013293752320  2015-12-03 02:56:30 +0000  Twitter for iPhone   \n",
       "869   740373189193256964  2016-06-08 02:41:38 +0000  Twitter for iPhone   \n",
       "609   777684233540206592  2016-09-19 01:42:24 +0000  Twitter for iPhone   \n",
       "818   747600769478692864  2016-06-28 01:21:27 +0000  Twitter for iPhone   \n",
       "960   722974582966214656  2016-04-21 02:25:47 +0000  Twitter for iPhone   \n",
       "994   716439118184652801  2016-04-03 01:36:11 +0000  Twitter for iPhone   \n",
       "1615  674737130913071104  2015-12-09 23:47:22 +0000  Twitter for iPhone   \n",
       "1684  673295268553605120  2015-12-06 00:17:55 +0000  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "1398  This is Darrel. He just robbed a 7/11 and is i...   \n",
       "1288  Meet Fynn &amp; Taco. Fynn is an all-powerful ...   \n",
       "1277  This is Eriq. His friend just reminded him of ...   \n",
       "1519  Meet Tassy &amp; Bee. Tassy is pretty chill, b...   \n",
       "1553  These two pups just met and have instantly bon...   \n",
       "1010  Meet Travis and Flurp. Travis is pretty chill ...   \n",
       "1132  This is Socks. That water pup w the super legs...   \n",
       "1227  Meet Oliviér. He takes killer selfies. Has a d...   \n",
       "1222  This may be the greatest video I've ever been ...   \n",
       "1262  When bae says they can't go out but you see th...   \n",
       "1926  This is Spark. He's nervous. Other dog hasn't ...   \n",
       "1889  Here we have Pancho and Peaches. Pancho is a C...   \n",
       "2015  These are Peruvian Feldspars. Their names are ...   \n",
       "2044  This is an Albanian 3 1/2 legged  Episcopalian...   \n",
       "1973  This is Kial. Kial is either wearing a cape, w...   \n",
       "1982  Two dogs in this one. Both are rare Jujitsu Py...   \n",
       "1619  Two gorgeous dogs here. Little waddling dog is...   \n",
       "1777  Meet Holly. She's trying to teach small human-...   \n",
       "1826  Meet Hank and Sully. Hank is very proud of the...   \n",
       "1724  10/10 for dog. 7/10 for cat. 12/10 for human. ...   \n",
       "869   After so many requests, this is Bretagne. She ...   \n",
       "609   \"Yep... just as I suspected. You're not flossi...   \n",
       "818   This is Bookstore and Seaweed. Bookstore is ti...   \n",
       "960   Happy 4/20 from the squad! 13/10 for all https...   \n",
       "994   This is Bluebert. He just saw that both #Final...   \n",
       "1615  Meet Rufio. He is unaware of the pink legless ...   \n",
       "1684  Meet Eve. She's a raging alcoholic 8/10 (would...   \n",
       "\n",
       "                                          expanded_urls rating_numerator  \\\n",
       "1398  https://twitter.com/dog_rates/status/682962037...               10   \n",
       "1288  https://twitter.com/dog_rates/status/689835978...               10   \n",
       "1277  https://twitter.com/dog_rates/status/690400367...                6   \n",
       "1519  https://twitter.com/dog_rates/status/677314812...               11   \n",
       "1553  https://twitter.com/dog_rates/status/676191832...                7   \n",
       "1010  https://twitter.com/dog_rates/status/714258258...                8   \n",
       "1132  https://twitter.com/dog_rates/status/703356393...                2   \n",
       "1227  https://twitter.com/dog_rates/status/694352839...                5   \n",
       "1222  https://twitter.com/dog_rates/status/695064344...               13   \n",
       "1262  https://twitter.com/dog_rates/status/691483041...               10   \n",
       "1926  https://twitter.com/dog_rates/status/668537837...                1   \n",
       "1889  https://twitter.com/dog_rates/status/669037058...                7   \n",
       "2015  https://twitter.com/dog_rates/status/666835007...               10   \n",
       "2044  https://twitter.com/dog_rates/status/666287406...                9   \n",
       "1973  https://twitter.com/dog_rates/status/667544320...                4   \n",
       "1982  https://twitter.com/dog_rates/status/667491009...                8   \n",
       "1619  https://twitter.com/dog_rates/status/674646392...                8   \n",
       "1777  https://twitter.com/dog_rates/status/671154572...                8   \n",
       "1826  https://twitter.com/dog_rates/status/670434127...                8   \n",
       "1724  https://twitter.com/dog_rates/status/672248013...                7   \n",
       "869   https://twitter.com/dog_rates/status/740373189...               14   \n",
       "609   https://twitter.com/dog_rates/status/777684233...               11   \n",
       "818   https://twitter.com/dog_rates/status/747600769...                7   \n",
       "960   https://twitter.com/dog_rates/status/722974582...               13   \n",
       "994   https://twitter.com/dog_rates/status/716439118...               11   \n",
       "1615  https://twitter.com/dog_rates/status/674737130...                4   \n",
       "1684  https://twitter.com/dog_rates/status/673295268...               11   \n",
       "\n",
       "      rating_denominator       name doggo floofer  pupper puppo  favorites  \\\n",
       "1398                  10     Darrel                                  38226   \n",
       "1288                  10       Fynn                                   2246   \n",
       "1277                  10       Eriq                                   1945   \n",
       "1519                  10      Tassy                                   1684   \n",
       "1553                  10       None                                   2325   \n",
       "1010                  10     Travis                                   3127   \n",
       "1132                  10      Socks                                   1984   \n",
       "1227                  10    Oliviér                                   2116   \n",
       "1222                  10       None                                   1658   \n",
       "1262                  10       None                                   2467   \n",
       "1926                  10      Spark                                    251   \n",
       "1889                  10       None                                    658   \n",
       "2015                  10       None                                    209   \n",
       "2044                  10         an                                    141   \n",
       "1973                  10       Kial                                    863   \n",
       "1982                  10       None                                    527   \n",
       "1619                  10       None                                   1450   \n",
       "1777                  10      Holly                                    714   \n",
       "1826                  10       Hank                                   1402   \n",
       "1724                  10       None                                   1721   \n",
       "869                   10       None                                  36037   \n",
       "609                   10       None                                  11814   \n",
       "818                   10  Bookstore                                   2411   \n",
       "960                   10       None                                   4221   \n",
       "994                   10   Bluebert                                   2438   \n",
       "1615                  10      Rufio                pupper              654   \n",
       "1684                  10        Eve                pupper             7561   \n",
       "\n",
       "      retweets  user_followers  \\\n",
       "1398     17572         8034985   \n",
       "1288       789         8034985   \n",
       "1277       473         8034986   \n",
       "1519       555         8034985   \n",
       "1553      1071         8035000   \n",
       "1010       748         8034985   \n",
       "1132       404         8034985   \n",
       "1227       652         8034985   \n",
       "1222       631         8034985   \n",
       "1262       589         8034985   \n",
       "1926        77         8034978   \n",
       "1889       318         8034978   \n",
       "2015        80         8034980   \n",
       "2044        63         8034980   \n",
       "1973       529         8034980   \n",
       "1982       224         8034980   \n",
       "1619       507         8035002   \n",
       "1777       222         8035004   \n",
       "1826       655         8035004   \n",
       "1724       619         8035003   \n",
       "869      13979         8034985   \n",
       "609       3165         8034970   \n",
       "818        583         8034985   \n",
       "960       1639         8034985   \n",
       "994        219         8034985   \n",
       "1615        96         8035002   \n",
       "1684      3213         8035002   \n",
       "\n",
       "                                                jpg_url dog_stage  \\\n",
       "1398    https://pbs.twimg.com/media/CXpeVzQW8AApKYb.jpg      None   \n",
       "1288    https://pbs.twimg.com/media/CZLKJpDWQAA-5u4.jpg      None   \n",
       "1277    https://pbs.twimg.com/media/CZTLeBuWIAAFkeR.jpg      None   \n",
       "1519    https://pbs.twimg.com/media/CWZOOIUW4AAQrX_.jpg      None   \n",
       "1553    https://pbs.twimg.com/media/CWJQ4UmWoAIJ29t.jpg      None   \n",
       "1010    https://pbs.twimg.com/media/CemOGNjWQAEoN7R.jpg      None   \n",
       "1132    https://pbs.twimg.com/media/CcLS6QKUcAAUuPa.jpg      None   \n",
       "1227    https://pbs.twimg.com/media/CaLWOPfWkAAo2Dt.jpg      None   \n",
       "1222  https://pbs.twimg.com/ext_tw_video_thumb/69506...      None   \n",
       "1262    https://pbs.twimg.com/media/CZikKBIWYAA40Az.jpg      None   \n",
       "1926    https://pbs.twimg.com/media/CUcfnWlWsAAzlwE.jpg      None   \n",
       "1889    https://pbs.twimg.com/media/CUjlp51WcAA1vGA.jpg      None   \n",
       "2015    https://pbs.twimg.com/media/CUES51dXIAEahyG.jpg      None   \n",
       "2044    https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg      None   \n",
       "1973    https://pbs.twimg.com/media/CUOYBbbWIAAXQGU.jpg      None   \n",
       "1982    https://pbs.twimg.com/media/CUNniSlUYAEj1Jl.jpg      None   \n",
       "1619    https://pbs.twimg.com/media/CVzTUGrW4AAirJH.jpg      None   \n",
       "1777    https://pbs.twimg.com/media/CVBrhXoWIAAox_C.jpg      None   \n",
       "1826    https://pbs.twimg.com/media/CU3cSG8W4AIAePH.jpg      None   \n",
       "1724    https://pbs.twimg.com/media/CVROAIfWsAECA5t.jpg      None   \n",
       "869     https://pbs.twimg.com/media/CkZVdJ6WYAAXZ5A.jpg      None   \n",
       "609     https://pbs.twimg.com/media/CsrjryzWgAAZY00.jpg      None   \n",
       "818     https://pbs.twimg.com/media/CmAC7ehXEAAqSuW.jpg      None   \n",
       "960     https://pbs.twimg.com/media/CgiFjIpWgAA4wVp.jpg      None   \n",
       "994     https://pbs.twimg.com/media/CfFNk7cWAAA-hND.jpg      None   \n",
       "1615    https://pbs.twimg.com/media/CV0l10AU8AAfg-a.jpg    pupper   \n",
       "1684    https://pbs.twimg.com/media/CVgGc9hWIAIe1bn.jpg    pupper   \n",
       "\n",
       "                    prediction  confidence_level  \n",
       "1398                 Chihuahua          0.155207  \n",
       "1288                    collie          0.600186  \n",
       "1277                  Pembroke          0.426459  \n",
       "1519          Blenheim_spaniel          0.924127  \n",
       "1553                 Chihuahua          0.376741  \n",
       "1010                    collie          0.176758  \n",
       "1132             Border_collie          0.894842  \n",
       "1227        Australian_terrier          0.407886  \n",
       "1222                       NaN          0.000000  \n",
       "1262                bloodhound          0.886232  \n",
       "1926          Lakeland_terrier          0.372988  \n",
       "1889                 Chihuahua          0.803528  \n",
       "2015                  Airedale          0.448459  \n",
       "2044               Maltese_dog          0.857531  \n",
       "1973                Pomeranian          0.412893  \n",
       "1982                    borzoi          0.852088  \n",
       "1619     flat-coated_retriever          0.837448  \n",
       "1777        Labrador_retriever          0.495047  \n",
       "1826  Chesapeake_Bay_retriever          0.027351  \n",
       "1724             Irish_terrier          0.413173  \n",
       "869           golden_retriever          0.807644  \n",
       "609             cocker_spaniel          0.253442  \n",
       "818   Chesapeake_Bay_retriever          0.804363  \n",
       "960                 Great_Dane          0.246762  \n",
       "994             Siberian_husky          0.396495  \n",
       "1615                Pomeranian          0.948537  \n",
       "1684          golden_retriever          0.889241  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean[twitter_archive_clean.text.isin(tmp_rating)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Define__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clean decimal values in rating numerators."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": false
   },
   "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",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\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>favorites</th>\n",
       "      <th>retweets</th>\n",
       "      <th>user_followers</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>1444</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>1778</td>\n",
       "      <td>510</td>\n",
       "      <td>8034985</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>551</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>19213</td>\n",
       "      <td>6582</td>\n",
       "      <td>8034970</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>44576</td>\n",
       "      <td>9577</td>\n",
       "      <td>8034969</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>607</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>6885</td>\n",
       "      <td>1738</td>\n",
       "      <td>8034970</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",
       "1444  680494726643068929  2015-12-25 21:06:00 +0000  Twitter for iPhone   \n",
       "551   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",
       "607   778027034220126208  2016-09-20 00:24:34 +0000  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "1444  Here we have uncovered an entire battalion of ...   \n",
       "551   This is Logan, the Chow who lived. He solemnly...   \n",
       "40    This is Bella. She hopes her smile made you sm...   \n",
       "607   This is Sophie. She's a Jubilant Bush Pupper. ...   \n",
       "\n",
       "                                          expanded_urls rating_numerator  \\\n",
       "1444  https://twitter.com/dog_rates/status/680494726...               26   \n",
       "551   https://twitter.com/dog_rates/status/786709082...               75   \n",
       "40    https://twitter.com/dog_rates/status/883482846...                5   \n",
       "607   https://twitter.com/dog_rates/status/778027034...               27   \n",
       "\n",
       "      rating_denominator    name doggo floofer  pupper puppo  favorites  \\\n",
       "1444                  10    None                                   1778   \n",
       "551                   10   Logan                                  19213   \n",
       "40                    10   Bella                                  44576   \n",
       "607                   10  Sophie                pupper             6885   \n",
       "\n",
       "      retweets  user_followers  \\\n",
       "1444       510         8034985   \n",
       "551       6582         8034970   \n",
       "40        9577         8034969   \n",
       "607       1738         8034970   \n",
       "\n",
       "                                              jpg_url dog_stage  \\\n",
       "1444  https://pbs.twimg.com/media/CXGaVxOWAAADjhF.jpg      None   \n",
       "551   https://pbs.twimg.com/media/CurzvFTXgAA2_AP.jpg      None   \n",
       "40    https://pbs.twimg.com/media/DELC9dZXUAADqUk.jpg      None   \n",
       "607   https://pbs.twimg.com/media/Cswbc2yWcAAVsCJ.jpg    pupper   \n",
       "\n",
       "            prediction  confidence_level  \n",
       "1444            kuvasz          0.438627  \n",
       "551         Pomeranian          0.467321  \n",
       "40    golden_retriever          0.943082  \n",
       "607            clumber          0.946718  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View tweets with decimals in rating in 'text' column\n",
    "twitter_archive_clean[twitter_archive_clean.text.str.contains(r\"(\\d+\\.\\d*\\/\\d+)\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>11</td>\n",
       "      <td>10</td>\n",
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       "      <th>1723</th>\n",
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       "      <td>10</td>\n",
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       "      <td>10</td>\n",
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       "      <th>14</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>10</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>442</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</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",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</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>343</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1990 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0    1\n",
       "0      13   10\n",
       "1380   10   10\n",
       "1379   10   10\n",
       "1378   11   10\n",
       "1377   10   10\n",
       "1376   10   10\n",
       "1375    9   10\n",
       "1374    6   10\n",
       "1373  121  110\n",
       "1372  143  130\n",
       "1371   12   10\n",
       "1370   10   10\n",
       "1381   10   10\n",
       "1369   10   10\n",
       "1367    4   10\n",
       "1366   10   10\n",
       "1365   11   10\n",
       "1363   11   10\n",
       "1362   12   10\n",
       "1361   11   10\n",
       "1360   12   10\n",
       "1359    5   10\n",
       "1357   11   10\n",
       "1354   11   10\n",
       "1353   10   10\n",
       "1368   12   10\n",
       "1382    5   10\n",
       "1385    9   10\n",
       "1386   11   10\n",
       "1422   12   10\n",
       "...   ...  ...\n",
       "1729    9   10\n",
       "1684    8   10\n",
       "1309   12   10\n",
       "1716   12   10\n",
       "1282   12   10\n",
       "1670    7   10\n",
       "1674   11   10\n",
       "1723   11   10\n",
       "12     13   10\n",
       "851    10   10\n",
       "106    12   10\n",
       "14     13   10\n",
       "840     9   10\n",
       "778    10   10\n",
       "80     13   10\n",
       "442    12   10\n",
       "511    12   10\n",
       "452    12   10\n",
       "882    11   10\n",
       "747    10   10\n",
       "547    13   10\n",
       "63     13   10\n",
       "309    14   10\n",
       "311    12   10\n",
       "527    12   10\n",
       "766    11   10\n",
       "137    13   10\n",
       "343    13   10\n",
       "585    13   10\n",
       "323    13   10\n",
       "\n",
       "[1990 rows x 2 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings = twitter_archive_clean.text.str.extract('((?:\\d+\\.)?\\d+)\\/(\\d+)', expand=True)\n",
    "ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean['rating_numerator'] = ratings[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Test__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "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": [
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       "  <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>retweets</th>\n",
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       "      <th>jpg_url</th>\n",
       "      <th>dog_stage</th>\n",
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       "      <th>confidence_level</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1444</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",
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       "      <td>1778</td>\n",
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       "      <td>8034985</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>551</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>19213</td>\n",
       "      <td>6582</td>\n",
       "      <td>8034970</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>44576</td>\n",
       "      <td>9577</td>\n",
       "      <td>8034969</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>607</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>6885</td>\n",
       "      <td>1738</td>\n",
       "      <td>8034970</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",
       "1444  680494726643068929  2015-12-25 21:06:00 +0000  Twitter for iPhone   \n",
       "551   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",
       "607   778027034220126208  2016-09-20 00:24:34 +0000  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "1444  Here we have uncovered an entire battalion of ...   \n",
       "551   This is Logan, the Chow who lived. He solemnly...   \n",
       "40    This is Bella. She hopes her smile made you sm...   \n",
       "607   This is Sophie. She's a Jubilant Bush Pupper. ...   \n",
       "\n",
       "                                          expanded_urls rating_numerator  \\\n",
       "1444  https://twitter.com/dog_rates/status/680494726...            11.26   \n",
       "551   https://twitter.com/dog_rates/status/786709082...             9.75   \n",
       "40    https://twitter.com/dog_rates/status/883482846...             13.5   \n",
       "607   https://twitter.com/dog_rates/status/778027034...            11.27   \n",
       "\n",
       "      rating_denominator    name doggo floofer  pupper puppo  favorites  \\\n",
       "1444                  10    None                                   1778   \n",
       "551                   10   Logan                                  19213   \n",
       "40                    10   Bella                                  44576   \n",
       "607                   10  Sophie                pupper             6885   \n",
       "\n",
       "      retweets  user_followers  \\\n",
       "1444       510         8034985   \n",
       "551       6582         8034970   \n",
       "40        9577         8034969   \n",
       "607       1738         8034970   \n",
       "\n",
       "                                              jpg_url dog_stage  \\\n",
       "1444  https://pbs.twimg.com/media/CXGaVxOWAAADjhF.jpg      None   \n",
       "551   https://pbs.twimg.com/media/CurzvFTXgAA2_AP.jpg      None   \n",
       "40    https://pbs.twimg.com/media/DELC9dZXUAADqUk.jpg      None   \n",
       "607   https://pbs.twimg.com/media/Cswbc2yWcAAVsCJ.jpg    pupper   \n",
       "\n",
       "            prediction  confidence_level  \n",
       "1444            kuvasz          0.438627  \n",
       "551         Pomeranian          0.467321  \n",
       "40    golden_retriever          0.943082  \n",
       "607            clumber          0.946718  "
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean[twitter_archive_clean.text.str.contains(r\"(\\d+\\.\\d*\\/\\d+)\")]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "__Define__\n",
    "\n",
    "Convert the null values to None type\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean['prediction'] == 'NaN', 'prediction'] = None\n",
    "twitter_archive_clean.loc[twitter_archive_clean['rating_numerator'] == 'NaN', 'rating_numerator'] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Test__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1990 entries, 0 to 323\n",
      "Data columns (total 19 columns):\n",
      "tweet_id              1990 non-null int64\n",
      "timestamp             1990 non-null object\n",
      "source                1990 non-null object\n",
      "text                  1990 non-null object\n",
      "expanded_urls         1990 non-null object\n",
      "rating_numerator      1990 non-null object\n",
      "rating_denominator    1990 non-null int64\n",
      "name                  1990 non-null object\n",
      "doggo                 1990 non-null object\n",
      "floofer               1990 non-null object\n",
      "pupper                1990 non-null object\n",
      "puppo                 1990 non-null object\n",
      "favorites             1990 non-null int64\n",
      "retweets              1990 non-null int64\n",
      "user_followers        1990 non-null int64\n",
      "jpg_url               1990 non-null object\n",
      "dog_stage             1990 non-null object\n",
      "prediction            1682 non-null object\n",
      "confidence_level      1990 non-null float64\n",
      "dtypes: float64(1), int64(5), object(13)\n",
      "memory usage: 310.9+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "__Define__\n",
    "\n",
    "Change datatypes ."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean['tweet_id'] = twitter_archive_clean['tweet_id'].astype(str)\n",
    "twitter_archive_clean['timestamp'] = pd.to_datetime(twitter_archive_clean.timestamp)\n",
    "twitter_archive_clean['source'] = twitter_archive_clean['source'].astype('category')\n",
    "twitter_archive_clean['favorites'] = twitter_archive_clean['favorites'].astype(int)\n",
    "twitter_archive_clean['retweets'] = twitter_archive_clean['retweets'].astype(int)\n",
    "twitter_archive_clean['user_followers'] = twitter_archive_clean['user_followers'].astype(int)\n",
    "twitter_archive_clean['dog_stage'] = twitter_archive_clean['dog_stage'].astype('category')\n",
    "twitter_archive_clean['rating_numerator'] = twitter_archive_clean['rating_numerator'].astype(float)\n",
    "twitter_archive_clean['rating_denominator'] = twitter_archive_clean['rating_denominator'].astype(float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Test__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "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",
       "favorites                      int64\n",
       "retweets                       int64\n",
       "user_followers                 int64\n",
       "jpg_url                       object\n",
       "dog_stage                   category\n",
       "prediction                    object\n",
       "confidence_level             float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Store__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1990 entries, 0 to 1989\n",
      "Data columns (total 19 columns):\n",
      "tweet_id              1990 non-null int64\n",
      "timestamp             1990 non-null object\n",
      "source                1990 non-null object\n",
      "text                  1990 non-null object\n",
      "expanded_urls         1990 non-null object\n",
      "rating_numerator      1990 non-null float64\n",
      "rating_denominator    1990 non-null float64\n",
      "name                  1990 non-null object\n",
      "doggo                 74 non-null object\n",
      "floofer               8 non-null object\n",
      "pupper                212 non-null object\n",
      "puppo                 23 non-null object\n",
      "favorites             1990 non-null int64\n",
      "retweets              1990 non-null int64\n",
      "user_followers        1990 non-null int64\n",
      "jpg_url               1990 non-null object\n",
      "dog_stage             1990 non-null object\n",
      "prediction            1682 non-null object\n",
      "confidence_level      1990 non-null float64\n",
      "dtypes: float64(3), int64(4), object(12)\n",
      "memory usage: 295.5+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.drop(twitter_archive_clean.columns[twitter_archive_clean.columns.str.contains('Unnamed',case = False)],axis = 1)\n",
    "twitter_archive_clean.to_csv('twitter_archive_master.csv', encoding = 'utf-8', index=False)\n",
    "\n",
    "twitter_archive_clean = pd.read_csv('twitter_archive_master.csv')\n",
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Data has been successfully stored in *twitter_archive_master.csv*__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing & Visualizing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1990 entries, 0 to 1989\n",
      "Data columns (total 19 columns):\n",
      "tweet_id              1990 non-null int64\n",
      "timestamp             1990 non-null object\n",
      "source                1990 non-null object\n",
      "text                  1990 non-null object\n",
      "expanded_urls         1990 non-null object\n",
      "rating_numerator      1990 non-null float64\n",
      "rating_denominator    1990 non-null float64\n",
      "name                  1990 non-null object\n",
      "doggo                 74 non-null object\n",
      "floofer               8 non-null object\n",
      "pupper                212 non-null object\n",
      "puppo                 23 non-null object\n",
      "favorites             1990 non-null int64\n",
      "retweets              1990 non-null int64\n",
      "user_followers        1990 non-null int64\n",
      "jpg_url               1990 non-null object\n",
      "dog_stage             1990 non-null object\n",
      "prediction            1682 non-null object\n",
      "confidence_level      1990 non-null float64\n",
      "dtypes: float64(3), int64(4), object(12)\n",
      "memory usage: 295.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('twitter_archive_master.csv')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "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>favorites</th>\n",
       "      <th>retweets</th>\n",
       "      <th>user_followers</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>37555</td>\n",
       "      <td>8190</td>\n",
       "      <td>8034969</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>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>3934</td>\n",
       "      <td>1175</td>\n",
       "      <td>8034985</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>2</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>4260</td>\n",
       "      <td>1513</td>\n",
       "      <td>8034985</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>3</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>2067</td>\n",
       "      <td>498</td>\n",
       "      <td>8034985</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",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>684177701129875456</td>\n",
       "      <td>2016-01-05 01:00:50</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Kulet. She's very proud of the flower ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684177701...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Kulet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2084</td>\n",
       "      <td>707</td>\n",
       "      <td>8034985</td>\n",
       "      <td>https://pbs.twimg.com/media/CX6v_JOWsAE0beZ.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.334783</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  683857920510050305  2016-01-04 03:50:08  Twitter for iPhone   \n",
       "2  684097758874210310  2016-01-04 19:43:10  Twitter for iPhone   \n",
       "3  684122891630342144  2016-01-04 21:23:02  Twitter for iPhone   \n",
       "4  684177701129875456  2016-01-05 01:00:50  Twitter for iPhone   \n",
       "\n",
       "                                                text  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...   \n",
       "1  Meet Sadie. She fell asleep on the beach and h...   \n",
       "2  Say hello to Lupe. This is how she sleeps. 10/...   \n",
       "3  Heartwarming scene of two pups that want nothi...   \n",
       "4  This is Kulet. She's very proud of the flower ...   \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/683857920...              10.0   \n",
       "2  https://twitter.com/dog_rates/status/684097758...              10.0   \n",
       "3  https://twitter.com/dog_rates/status/684122891...              11.0   \n",
       "4  https://twitter.com/dog_rates/status/684177701...              10.0   \n",
       "\n",
       "   rating_denominator     name doggo floofer pupper puppo  favorites  \\\n",
       "0                10.0  Phineas   NaN     NaN    NaN   NaN      37555   \n",
       "1                10.0    Sadie   NaN     NaN    NaN   NaN       3934   \n",
       "2                10.0     Lupe   NaN     NaN    NaN   NaN       4260   \n",
       "3                10.0     None   NaN     NaN    NaN   NaN       2067   \n",
       "4                10.0    Kulet   NaN     NaN    NaN   NaN       2084   \n",
       "\n",
       "   retweets  user_followers                                          jpg_url  \\\n",
       "0      8190         8034969  https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg   \n",
       "1      1175         8034985  https://pbs.twimg.com/media/CX2NJmRWYAAxz_5.jpg   \n",
       "2      1513         8034985  https://pbs.twimg.com/media/CX5nR5oWsAAiclh.jpg   \n",
       "3       498         8034985  https://pbs.twimg.com/media/CX5-HslWQAIiXKB.jpg   \n",
       "4       707         8034985  https://pbs.twimg.com/media/CX6v_JOWsAE0beZ.jpg   \n",
       "\n",
       "  dog_stage          prediction  confidence_level  \n",
       "0      None                 NaN          0.000000  \n",
       "1      None            bluetick          0.174738  \n",
       "2      None  Labrador_retriever          0.627856  \n",
       "3      None                 NaN          0.000000  \n",
       "4      None                chow          0.334783  "
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1990 entries, 2017-08-01 16:23:56 to 2017-01-21 18:26:02\n",
      "Data columns (total 18 columns):\n",
      "tweet_id              1990 non-null object\n",
      "source                1990 non-null category\n",
      "text                  1990 non-null object\n",
      "expanded_urls         1990 non-null object\n",
      "rating_numerator      1990 non-null float64\n",
      "rating_denominator    1990 non-null float64\n",
      "name                  1990 non-null object\n",
      "doggo                 74 non-null object\n",
      "floofer               8 non-null object\n",
      "pupper                212 non-null object\n",
      "puppo                 23 non-null object\n",
      "favorites             1990 non-null int64\n",
      "retweets              1990 non-null int64\n",
      "user_followers        1990 non-null int64\n",
      "jpg_url               1990 non-null object\n",
      "dog_stage             1990 non-null category\n",
      "prediction            1682 non-null object\n",
      "confidence_level      1990 non-null float64\n",
      "dtypes: category(2), float64(3), int64(3), object(10)\n",
      "memory usage: 268.7+ KB\n"
     ]
    }
   ],
   "source": [
    "# Convert columns to their appropriate types and set the timestamp as an index\n",
    "\n",
    "df['tweet_id'] = df['tweet_id'].astype(object)\n",
    "df['timestamp'] = pd.to_datetime(df.timestamp)\n",
    "df['source'] = df['source'].astype('category')\n",
    "df['dog_stage'] = df['dog_stage'].astype('category')\n",
    "\n",
    "df.set_index('timestamp', inplace=True)\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "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>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>favorites</th>\n",
       "      <th>retweets</th>\n",
       "      <th>user_followers</th>\n",
       "      <th>confidence_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1990.000000</td>\n",
       "      <td>1990.000000</td>\n",
       "      <td>1990.000000</td>\n",
       "      <td>1990.000000</td>\n",
       "      <td>1.990000e+03</td>\n",
       "      <td>1990.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>12.237578</td>\n",
       "      <td>10.511055</td>\n",
       "      <td>8597.158291</td>\n",
       "      <td>2606.558291</td>\n",
       "      <td>8.034987e+06</td>\n",
       "      <td>0.464142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>41.512839</td>\n",
       "      <td>7.268784</td>\n",
       "      <td>12623.600852</td>\n",
       "      <td>4658.114203</td>\n",
       "      <td>5.549845e+01</td>\n",
       "      <td>0.339202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>8.034969e+06</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1849.000000</td>\n",
       "      <td>582.250000</td>\n",
       "      <td>8.034970e+06</td>\n",
       "      <td>0.140228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>11.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3886.000000</td>\n",
       "      <td>1251.000000</td>\n",
       "      <td>8.034985e+06</td>\n",
       "      <td>0.457514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10719.000000</td>\n",
       "      <td>2967.000000</td>\n",
       "      <td>8.034985e+06</td>\n",
       "      <td>0.775646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1776.000000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>162165.000000</td>\n",
       "      <td>82485.000000</td>\n",
       "      <td>8.035620e+06</td>\n",
       "      <td>0.999956</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       rating_numerator  rating_denominator      favorites      retweets  \\\n",
       "count       1990.000000         1990.000000    1990.000000   1990.000000   \n",
       "mean          12.237578           10.511055    8597.158291   2606.558291   \n",
       "std           41.512839            7.268784   12623.600852   4658.114203   \n",
       "min            0.000000            7.000000      76.000000     11.000000   \n",
       "25%           10.000000           10.000000    1849.000000    582.250000   \n",
       "50%           11.000000           10.000000    3886.000000   1251.000000   \n",
       "75%           12.000000           10.000000   10719.000000   2967.000000   \n",
       "max         1776.000000          170.000000  162165.000000  82485.000000   \n",
       "\n",
       "       user_followers  confidence_level  \n",
       "count    1.990000e+03       1990.000000  \n",
       "mean     8.034987e+06          0.464142  \n",
       "std      5.549845e+01          0.339202  \n",
       "min      8.034969e+06          0.000000  \n",
       "25%      8.034970e+06          0.140228  \n",
       "50%      8.034985e+06          0.457514  \n",
       "75%      8.034985e+06          0.775646  \n",
       "max      8.035620e+06          0.999956  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is the most common dog?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/matplotlib/legend.py:326: UserWarning: Unrecognized location \"left center\". Falling back on \"best\"; valid locations are\n",
      "\tbest\n",
      "\tupper right\n",
      "\tupper left\n",
      "\tlower left\n",
      "\tlower right\n",
      "\tright\n",
      "\tcenter left\n",
      "\tcenter right\n",
      "\tlower center\n",
      "\tupper center\n",
      "\tcenter\n",
      "\n",
      "  % (loc, '\\n\\t'.join(self.codes)))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fddd518e1d0>"
      ]
     },
     "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(df[df['dog_stage'] != 'None']['dog_stage'].value_counts())[0:7])\n",
    "colors = ['#ff9999','#66b3ff','#99ff99','#ffcc99','#E580E8','#FF684F','#DCDCDD']\n",
    "porcent = 100.*y/y.sum()\n",
    "\n",
    "patches, texts = plt.pie(y, colors=colors, startangle=90, radius=1.8,  explode = explode)\n",
    "labels = ['{0} - {1:1.2f} %'.format(i,j) for i,j in zip(x, porcent)]\n",
    "\n",
    "explode = (0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1) \n",
    "\n",
    "\n",
    "plt.legend(patches, labels, loc='left center', bbox_to_anchor=(-0.1, 1.),\n",
    "           fontsize=8)\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.savefig('Most_common_dog.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Pupper is the most common owned dog."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is the most common rating?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_integer_ratings_14 = df[(df.rating_numerator <= 14) & (df.rating_numerator.apply(float.is_integer))]\n",
    "subset_rating_counts = df_integer_ratings_14.groupby(['rating_numerator']).count()['tweet_id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fddd56d5780>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(np.arange(15), subset_rating_counts, color=('#ff9999','#66b3ff','#99ff99','#ffcc99'))\n",
    "plt.xticks(np.arange(15))\n",
    "plt.xlabel('Rating Numerator')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Distribution of Rating Numerators');\n",
    "\n",
    "plt.savefig('Most_common_rates.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Most tweets are given a rating between 10 to 13."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is the relation between Retweets & Likes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py:194: UserWarning: 'colors' is being deprecated. Please use 'color'instead of 'colors'\n",
      "  warnings.warn((\"'colors' is being deprecated. Please use 'color'\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fddd562d470>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Retweets vs. Likes\n",
    "\n",
    "df.plot(kind='scatter',x='favorites',y='retweets', alpha = 0.5, colors = colors)\n",
    "plt.xlabel('Likes')\n",
    "plt.ylabel('Retweets')\n",
    "plt.title('Retweets and Likes Scatter Plot')\n",
    "\n",
    "plt.savefig('Retweets_vs_Likes.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Retweets are positively correlated with Likes."
   ]
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}