Data Wrangling & Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WeRateDogs Tweets Analysis\n",
    "## Created By: Harsh Navin Gupta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing Libraries\n",
    "import pandas as pd\n",
    "import tweepy\n",
    "import requests\n",
    "import json\n",
    "import numpy as np\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Data Gathering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Gathering Tweet Archive of WeRateDogs\n",
    "The **Tweet Archive**, is read directly from a *CSV File*, and is treated as a On-Hand File."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading Tweet Archive Data\n",
    "tweet_archive_df = pd.read_csv('twitter-archive-enhanced.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 Gathering Tweet Dog Image Predictions\n",
    "This data is gathered using **Requests** library, as this file is hosted on a Web Server."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_pred_url = ' https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Downloading File using Requests Library\n",
    "req = requests.get(image_pred_url)\n",
    "\n",
    "# Saving Content of Downloaded File\n",
    "with open('tweet_image_pred.tsv', 'wb') as pred:\n",
    "    pred.write(req.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading Image Predictions File\n",
    "image_pred_df = pd.read_csv('tweet_image_pred.tsv', sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>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": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_pred_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3 Gathering Additional Information About Tweets\n",
    "The additional information about the tweets, is gathered using the **Tweepy API**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "consumer_key = 'XXXXXXXXXXXXXXX'\n",
    "consumer_secret = 'XXXXXXXXXXXXXXX'\n",
    "\n",
    "access_key = 'XXXXXXXXXXXXXXX'\n",
    "access_secret = 'XXXXXXXXXXXXXXX'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Performing Authorisation\n",
    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_key, access_secret) \n",
    "api = tweepy.API(auth, wait_on_rate_limit=True, wait_on_rate_limit_notify=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extracting Tweet IDs from Tweet Archive DF\n",
    "tweet_ids = tweet_archive_df['tweet_id'].values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|██████████████████████████████▏                                                | 900/2356 [10:19<20:46,  1.17it/s]Rate limit reached. Sleeping for: 280\n",
      " 76%|███████████████████████████████████████████████████████████▌                  | 1800/2356 [25:27<06:08,  1.51it/s]Rate limit reached. Sleeping for: 278\n",
      "100%|██████████████████████████████████████████████████████████████████████████████| 2356/2356 [37:22<00:00,  1.05it/s]\n"
     ]
    }
   ],
   "source": [
    "# Extracting Information About All Tweets And Storing Into Dataframe\n",
    "tweets_add_info = pd.DataFrame(columns=['tweet_id', 'retweet_count', 'favourite_count'])\n",
    "tweet_info_dict = {}\n",
    "incorrect_tweet_ids = []\n",
    "\n",
    "for i in tqdm(range(len(tweet_ids))):\n",
    "    try:\n",
    "        tweet = api.get_status(tweet_ids[i])\n",
    "    except:\n",
    "        # If Exception is Raised, it means that the Tweet ID is invalid\n",
    "        incorrect_tweet_ids.append(tweet_ids[i])\n",
    "        continue\n",
    "        \n",
    "    tweet_info_dict['tweet_id'] = tweet.id\n",
    "    tweet_info_dict['retweet_count'] = tweet.retweet_count\n",
    "    tweet_info_dict['favourite_count'] = tweet.favorite_count\n",
    "    \n",
    "    tweets_add_info = tweets_add_info.append(tweet_info_dict, ignore_index=True)\n",
    "    tweet_info_dict = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favourite_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>7428</td>\n",
       "      <td>35151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>5521</td>\n",
       "      <td>30432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>3645</td>\n",
       "      <td>22889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>7590</td>\n",
       "      <td>38426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>8180</td>\n",
       "      <td>36694</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id retweet_count favourite_count\n",
       "0  892420643555336193          7428           35151\n",
       "1  892177421306343426          5521           30432\n",
       "2  891815181378084864          3645           22889\n",
       "3  891689557279858688          7590           38426\n",
       "4  891327558926688256          8180           36694"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying Tweets Additional Info Dataframe\n",
    "tweets_add_info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Saving Tweets Additional Info Dataframe to Disk\n",
    "tweets_add_info.to_csv('tweets_add_info.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Data Assessment\n",
    "In this section, I will Visually and Programatically inspect all the dataframes to identify Data Quality and Tidiness issues."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Assessing Twitter Archive Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>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>...</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>2351</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:04:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Piers Morgan. Loves to Netf...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666044226...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:21:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a very happy pup. Big fan of well-main...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666033412...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:05:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a western brown Mitsubishi terrier. Up...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666029285...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 22:32:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a Japanese Irish Setter. Lost eye...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666020888...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2356 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0     892420643555336193                    NaN                  NaN   \n",
       "1     892177421306343426                    NaN                  NaN   \n",
       "2     891815181378084864                    NaN                  NaN   \n",
       "3     891689557279858688                    NaN                  NaN   \n",
       "4     891327558926688256                    NaN                  NaN   \n",
       "...                  ...                    ...                  ...   \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",
       "...                         ...   \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",
       "...                                                 ...   \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",
       "...                                                 ...                  ...   \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",
       "...                        ...                        ...   \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",
       "...                                                 ...               ...   \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",
       "...                  ...       ...   ...     ...    ...   ...  \n",
       "2351                  10      None  None    None   None  None  \n",
       "2352                  10         a  None    None   None  None  \n",
       "2353                  10         a  None    None   None  None  \n",
       "2354                  10         a  None    None   None  None  \n",
       "2355                  10      None  None    None   None  None  \n",
       "\n",
       "[2356 rows x 17 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2356 entries, 0 to 2355\n",
      "Data columns (total 17 columns):\n",
      "tweet_id                      2356 non-null int64\n",
      "in_reply_to_status_id         78 non-null float64\n",
      "in_reply_to_user_id           78 non-null float64\n",
      "timestamp                     2356 non-null object\n",
      "source                        2356 non-null object\n",
      "text                          2356 non-null object\n",
      "retweeted_status_id           181 non-null float64\n",
      "retweeted_status_user_id      181 non-null float64\n",
      "retweeted_status_timestamp    181 non-null object\n",
      "expanded_urls                 2297 non-null object\n",
      "rating_numerator              2356 non-null int64\n",
      "rating_denominator            2356 non-null int64\n",
      "name                          2356 non-null object\n",
      "doggo                         2356 non-null object\n",
      "floofer                       2356 non-null object\n",
      "pupper                        2356 non-null object\n",
      "puppo                         2356 non-null object\n",
      "dtypes: float64(4), int64(3), object(10)\n",
      "memory usage: 313.0+ KB\n"
     ]
    }
   ],
   "source": [
    "tweet_archive_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [tweet_id, in_reply_to_status_id, in_reply_to_user_id, timestamp, source, text, retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp, expanded_urls, rating_numerator, rating_denominator, name, doggo, floofer, pupper, puppo]\n",
       "Index: []"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Exploring Duplicated Rows In Dataframe based on Tweet ID\n",
    "tweet_archive_df[tweet_archive_df.duplicated(['tweet_id'], keep='last')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It can be observed that the Twitter Archive Dataframe does **NOT** contain any duplicated tweet entries. The duplicate entries were derived on the basis of the **Tweet ID**, which is a parameter that uniquely identifies all the tweets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>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>19</th>\n",
       "      <td>888202515573088257</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-21 01:02:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Canela. She attempted s...</td>\n",
       "      <td>8.874740e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-07-19 00:47:34 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>873697596434513921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-11 00:25:14 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Walter. He won't start ...</td>\n",
       "      <td>8.688804e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-28 17:23:24 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/868880397...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Walter</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>872668790621863937</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-08 04:17:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @loganamnosis: Penelope here is doing me qu...</td>\n",
       "      <td>8.726576e+17</td>\n",
       "      <td>1.547674e+08</td>\n",
       "      <td>2017-06-08 03:32:35 +0000</td>\n",
       "      <td>https://twitter.com/loganamnosis/status/872657...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>872261713294495745</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-07 01:19:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Harry. His ears are activated one at a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/872261713...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Harry</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>869988702071779329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-31 18:47:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: We only rate dogs. This is quit...</td>\n",
       "      <td>8.591970e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-02 00:04:57 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/859196978...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>quite</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>866816280283807744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-23 00:41:20 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Jamesy. He gives a kiss...</td>\n",
       "      <td>8.664507e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-22 00:28:40 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/866450705...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jamesy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>861769973181624320</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-09 02:29:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: \"Good afternoon class today we'...</td>\n",
       "      <td>8.066291e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-12-07 22:38:52 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/806629075...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>856602993587888130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-24 20:17:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Luna. It's her first ti...</td>\n",
       "      <td>8.447048e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-23 00:18:10 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/844704788...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Luna</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>851953902622658560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-12 00:23:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Astrid. She's a guide d...</td>\n",
       "      <td>8.293743e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-02-08 17:00:26 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/829374341...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Astrid</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>845459076796616705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-25 02:15:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Here's a heartwarming scene of ...</td>\n",
       "      <td>7.562885e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-07-22 00:43:32 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/756288534...</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>253</th>\n",
       "      <td>844704788403113984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-23 00:18:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Luna. It's her first time outside and ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/844704788...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Luna</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>842892208864923648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-18 00:15:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Stephan. He just wants ...</td>\n",
       "      <td>8.071068e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-12-09 06:17:20 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/807106840...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stephan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>837366284874571778</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-02 18:17:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Lucy. She has a portrait of herself on...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/837366284...</td>\n",
       "      <td>13</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>298</th>\n",
       "      <td>837012587749474308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-01 18:52:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @KennyFromDaBlok: 14/10 h*ckin good hats. w...</td>\n",
       "      <td>8.370113e+17</td>\n",
       "      <td>7.266347e+08</td>\n",
       "      <td>2017-03-01 18:47:10 +0000</td>\n",
       "      <td>https://twitter.com/KennyFromDaBlok/status/837...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>829374341691346946</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-08 17:00:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Astrid. She's a guide doggo in trainin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/829374341...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Astrid</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>827228250799742977</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-02 18:52:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Phil. He's an important...</td>\n",
       "      <td>6.946697e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-02-02 23:52:22 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/694669722...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Phil</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>812747805718642688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-24 19:52:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Meet Sammy. At first I was like...</td>\n",
       "      <td>6.800555e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-24 16:00:30 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680055455...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Sammy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>802247111496568832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-25 20:26:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Everybody drop what you're doin...</td>\n",
       "      <td>7.790561e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-09-22 20:33:42 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/779056095...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>779123168116150273</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-23 01:00:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Reggie. He hugs everyone he meets. 12/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/779123168...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Reggie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>775096608509886464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-11 22:20:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: After so many requests, this is...</td>\n",
       "      <td>7.403732e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-08 02:41:38 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740373189...</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>771004394259247104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-31 15:19:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @katieornah: @dog_rates learning a lot at c...</td>\n",
       "      <td>7.710021e+17</td>\n",
       "      <td>1.732729e+09</td>\n",
       "      <td>2016-08-31 15:10:07 +0000</td>\n",
       "      <td>https://twitter.com/katieornah/status/77100213...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>770743923962707968</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-30 22:04:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Here's a doggo blowing bubbles....</td>\n",
       "      <td>7.392382e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-04 23:31:25 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/739238157...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>759566828574212096</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-31 01:50:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This... is a Tyrannosaurus rex....</td>\n",
       "      <td>7.395441e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-05 19:47:03 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/739544079...</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>932</th>\n",
       "      <td>754011816964026368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-15 17:56:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Charlie. He pouts until he gets to go ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/754011816...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Charlie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1726</th>\n",
       "      <td>680055455951884288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-24 16:00:30 +0000</td>\n",
       "      <td>&lt;a href=\"https://about.twitter.com/products/tw...</td>\n",
       "      <td>Meet Sammy. At first I was like \"that's a snow...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680055455...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Sammy</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",
       "19    888202515573088257                    NaN                  NaN   \n",
       "95    873697596434513921                    NaN                  NaN   \n",
       "101   872668790621863937                    NaN                  NaN   \n",
       "104   872261713294495745                    NaN                  NaN   \n",
       "118   869988702071779329                    NaN                  NaN   \n",
       "132   866816280283807744                    NaN                  NaN   \n",
       "155   861769973181624320                    NaN                  NaN   \n",
       "182   856602993587888130                    NaN                  NaN   \n",
       "211   851953902622658560                    NaN                  NaN   \n",
       "247   845459076796616705                    NaN                  NaN   \n",
       "253   844704788403113984                    NaN                  NaN   \n",
       "260   842892208864923648                    NaN                  NaN   \n",
       "296   837366284874571778                    NaN                  NaN   \n",
       "298   837012587749474308                    NaN                  NaN   \n",
       "363   829374341691346946                    NaN                  NaN   \n",
       "382   827228250799742977                    NaN                  NaN   \n",
       "506   812747805718642688                    NaN                  NaN   \n",
       "566   802247111496568832                    NaN                  NaN   \n",
       "750   779123168116150273                    NaN                  NaN   \n",
       "784   775096608509886464                    NaN                  NaN   \n",
       "815   771004394259247104                    NaN                  NaN   \n",
       "818   770743923962707968                    NaN                  NaN   \n",
       "890   759566828574212096                    NaN                  NaN   \n",
       "932   754011816964026368                    NaN                  NaN   \n",
       "1726  680055455951884288                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "19    2017-07-21 01:02:36 +0000   \n",
       "95    2017-06-11 00:25:14 +0000   \n",
       "101   2017-06-08 04:17:07 +0000   \n",
       "104   2017-06-07 01:19:32 +0000   \n",
       "118   2017-05-31 18:47:24 +0000   \n",
       "132   2017-05-23 00:41:20 +0000   \n",
       "155   2017-05-09 02:29:07 +0000   \n",
       "182   2017-04-24 20:17:23 +0000   \n",
       "211   2017-04-12 00:23:33 +0000   \n",
       "247   2017-03-25 02:15:26 +0000   \n",
       "253   2017-03-23 00:18:10 +0000   \n",
       "260   2017-03-18 00:15:37 +0000   \n",
       "296   2017-03-02 18:17:34 +0000   \n",
       "298   2017-03-01 18:52:06 +0000   \n",
       "363   2017-02-08 17:00:26 +0000   \n",
       "382   2017-02-02 18:52:38 +0000   \n",
       "506   2016-12-24 19:52:31 +0000   \n",
       "566   2016-11-25 20:26:31 +0000   \n",
       "750   2016-09-23 01:00:13 +0000   \n",
       "784   2016-09-11 22:20:06 +0000   \n",
       "815   2016-08-31 15:19:06 +0000   \n",
       "818   2016-08-30 22:04:05 +0000   \n",
       "890   2016-07-31 01:50:18 +0000   \n",
       "932   2016-07-15 17:56:40 +0000   \n",
       "1726  2015-12-24 16:00:30 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "19    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "95    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "101   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "104   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "118   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "132   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "155   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "182   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "211   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "247   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "253   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "260   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "296   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "298   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "363   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "382   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "506   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "566   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "750   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "784   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "815   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "818   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "890   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "932   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1726  <a href=\"https://about.twitter.com/products/tw...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "19    RT @dog_rates: This is Canela. She attempted s...         8.874740e+17   \n",
       "95    RT @dog_rates: This is Walter. He won't start ...         8.688804e+17   \n",
       "101   RT @loganamnosis: Penelope here is doing me qu...         8.726576e+17   \n",
       "104   This is Harry. His ears are activated one at a...                  NaN   \n",
       "118   RT @dog_rates: We only rate dogs. This is quit...         8.591970e+17   \n",
       "132   RT @dog_rates: This is Jamesy. He gives a kiss...         8.664507e+17   \n",
       "155   RT @dog_rates: \"Good afternoon class today we'...         8.066291e+17   \n",
       "182   RT @dog_rates: This is Luna. It's her first ti...         8.447048e+17   \n",
       "211   RT @dog_rates: This is Astrid. She's a guide d...         8.293743e+17   \n",
       "247   RT @dog_rates: Here's a heartwarming scene of ...         7.562885e+17   \n",
       "253   This is Luna. It's her first time outside and ...                  NaN   \n",
       "260   RT @dog_rates: This is Stephan. He just wants ...         8.071068e+17   \n",
       "296   This is Lucy. She has a portrait of herself on...                  NaN   \n",
       "298   RT @KennyFromDaBlok: 14/10 h*ckin good hats. w...         8.370113e+17   \n",
       "363   This is Astrid. She's a guide doggo in trainin...                  NaN   \n",
       "382   RT @dog_rates: This is Phil. He's an important...         6.946697e+17   \n",
       "506   RT @dog_rates: Meet Sammy. At first I was like...         6.800555e+17   \n",
       "566   RT @dog_rates: Everybody drop what you're doin...         7.790561e+17   \n",
       "750   This is Reggie. He hugs everyone he meets. 12/...                  NaN   \n",
       "784   RT @dog_rates: After so many requests, this is...         7.403732e+17   \n",
       "815   RT @katieornah: @dog_rates learning a lot at c...         7.710021e+17   \n",
       "818   RT @dog_rates: Here's a doggo blowing bubbles....         7.392382e+17   \n",
       "890   RT @dog_rates: This... is a Tyrannosaurus rex....         7.395441e+17   \n",
       "932   This is Charlie. He pouts until he gets to go ...                  NaN   \n",
       "1726  Meet Sammy. At first I was like \"that's a snow...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "19                4.196984e+09  2017-07-19 00:47:34 +0000   \n",
       "95                4.196984e+09  2017-05-28 17:23:24 +0000   \n",
       "101               1.547674e+08  2017-06-08 03:32:35 +0000   \n",
       "104                        NaN                        NaN   \n",
       "118               4.196984e+09  2017-05-02 00:04:57 +0000   \n",
       "132               4.196984e+09  2017-05-22 00:28:40 +0000   \n",
       "155               4.196984e+09  2016-12-07 22:38:52 +0000   \n",
       "182               4.196984e+09  2017-03-23 00:18:10 +0000   \n",
       "211               4.196984e+09  2017-02-08 17:00:26 +0000   \n",
       "247               4.196984e+09  2016-07-22 00:43:32 +0000   \n",
       "253                        NaN                        NaN   \n",
       "260               4.196984e+09  2016-12-09 06:17:20 +0000   \n",
       "296                        NaN                        NaN   \n",
       "298               7.266347e+08  2017-03-01 18:47:10 +0000   \n",
       "363                        NaN                        NaN   \n",
       "382               4.196984e+09  2016-02-02 23:52:22 +0000   \n",
       "506               4.196984e+09  2015-12-24 16:00:30 +0000   \n",
       "566               4.196984e+09  2016-09-22 20:33:42 +0000   \n",
       "750                        NaN                        NaN   \n",
       "784               4.196984e+09  2016-06-08 02:41:38 +0000   \n",
       "815               1.732729e+09  2016-08-31 15:10:07 +0000   \n",
       "818               4.196984e+09  2016-06-04 23:31:25 +0000   \n",
       "890               4.196984e+09  2016-06-05 19:47:03 +0000   \n",
       "932                        NaN                        NaN   \n",
       "1726                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "19    https://twitter.com/dog_rates/status/887473957...                13   \n",
       "95    https://twitter.com/dog_rates/status/868880397...                14   \n",
       "101   https://twitter.com/loganamnosis/status/872657...                14   \n",
       "104   https://twitter.com/dog_rates/status/872261713...                13   \n",
       "118   https://twitter.com/dog_rates/status/859196978...                12   \n",
       "132   https://twitter.com/dog_rates/status/866450705...                13   \n",
       "155   https://twitter.com/dog_rates/status/806629075...                13   \n",
       "182   https://twitter.com/dog_rates/status/844704788...                13   \n",
       "211   https://twitter.com/dog_rates/status/829374341...                13   \n",
       "247   https://twitter.com/dog_rates/status/756288534...                12   \n",
       "253   https://twitter.com/dog_rates/status/844704788...                13   \n",
       "260   https://twitter.com/dog_rates/status/807106840...                13   \n",
       "296   https://twitter.com/dog_rates/status/837366284...                13   \n",
       "298   https://twitter.com/KennyFromDaBlok/status/837...                14   \n",
       "363   https://twitter.com/dog_rates/status/829374341...                13   \n",
       "382   https://twitter.com/dog_rates/status/694669722...                12   \n",
       "506   https://twitter.com/dog_rates/status/680055455...                10   \n",
       "566   https://twitter.com/dog_rates/status/779056095...                13   \n",
       "750   https://twitter.com/dog_rates/status/779123168...                12   \n",
       "784   https://twitter.com/dog_rates/status/740373189...                 9   \n",
       "815   https://twitter.com/katieornah/status/77100213...                12   \n",
       "818   https://twitter.com/dog_rates/status/739238157...                13   \n",
       "890   https://twitter.com/dog_rates/status/739544079...                10   \n",
       "932   https://twitter.com/dog_rates/status/754011816...                12   \n",
       "1726  https://twitter.com/dog_rates/status/680055455...                10   \n",
       "\n",
       "      rating_denominator     name  doggo floofer  pupper puppo  \n",
       "19                    10   Canela   None    None    None  None  \n",
       "95                    10   Walter   None    None    None  None  \n",
       "101                   10     None   None    None    None  None  \n",
       "104                   10    Harry   None    None    None  None  \n",
       "118                   10    quite   None    None    None  None  \n",
       "132                   10   Jamesy   None    None  pupper  None  \n",
       "155                   10     None   None    None    None  None  \n",
       "182                   10     Luna   None    None    None  None  \n",
       "211                   10   Astrid  doggo    None    None  None  \n",
       "247                   10     None   None    None    None  None  \n",
       "253                   10     Luna   None    None    None  None  \n",
       "260                   10  Stephan   None    None    None  None  \n",
       "296                   10     Lucy   None    None    None  None  \n",
       "298                   10     None   None    None    None  None  \n",
       "363                   10   Astrid  doggo    None    None  None  \n",
       "382                   10     Phil   None    None    None  None  \n",
       "506                   10    Sammy   None    None    None  None  \n",
       "566                   10     None   None    None    None  None  \n",
       "750                   10   Reggie   None    None    None  None  \n",
       "784                   11     None   None    None    None  None  \n",
       "815                   10     None   None    None  pupper  None  \n",
       "818                   10     None  doggo    None    None  None  \n",
       "890                   10     None   None    None    None  None  \n",
       "932                   10  Charlie   None    None    None  None  \n",
       "1726                  10    Sammy   None    None    None  None  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Listing Tweets with Invalid Tweet ID\n",
    "tweet_archive_df.loc[tweet_archive_df['tweet_id'].isin(incorrect_tweet_ids)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Phineas', 'Tilly', 'Archie', 'Darla', 'Franklin', 'None', 'Jax',\n",
       "       'Zoey', 'Cassie', 'Koda', 'Bruno', 'Ted', 'Stuart', 'Oliver',\n",
       "       'Jim', 'Zeke', 'Ralphus', 'Canela', 'Gerald', 'Jeffrey', 'such',\n",
       "       'Maya', 'Mingus', 'Derek', 'Roscoe', 'Waffles', 'Jimbo', 'Maisey',\n",
       "       'Lilly', 'Earl', 'Lola', 'Kevin', 'Yogi', 'Noah', 'Bella',\n",
       "       'Grizzwald', 'Rusty', 'Gus', 'Stanley', 'Alfy', 'Koko', 'Rey',\n",
       "       'Gary', 'a', 'Elliot', 'Louis', 'Jesse', 'Romeo', 'Bailey',\n",
       "       'Duddles', 'Jack', 'Emmy', 'Steven', 'Beau', 'Snoopy', 'Shadow',\n",
       "       'Terrance', 'Aja', 'Penny', 'Dante', 'Nelly', 'Ginger', 'Benedict',\n",
       "       'Venti', 'Goose', 'Nugget', 'Cash', 'Coco', 'Jed', 'Sebastian',\n",
       "       'Walter', 'Sierra', 'Monkey', 'Harry', 'Kody', 'Lassie', 'Rover',\n",
       "       'Napolean', 'Dawn', 'Boomer', 'Cody', 'Rumble', 'Clifford',\n",
       "       'quite', 'Dewey', 'Scout', 'Gizmo', 'Cooper', 'Harold', 'Shikha',\n",
       "       'Jamesy', 'Lili', 'Sammy', 'Meatball', 'Paisley', 'Albus',\n",
       "       'Neptune', 'Quinn', 'Belle', 'Zooey', 'Dave', 'Jersey', 'Hobbes',\n",
       "       'Burt', 'Lorenzo', 'Carl', 'Jordy', 'Milky', 'Trooper', 'Winston',\n",
       "       'Sophie', 'Wyatt', 'Rosie', 'Thor', 'Oscar', 'Luna', 'Callie',\n",
       "       'Cermet', 'George', 'Marlee', 'Arya', 'Einstein', 'Alice',\n",
       "       'Rumpole', 'Benny', 'Aspen', 'Jarod', 'Wiggles', 'General',\n",
       "       'Sailor', 'Astrid', 'Iggy', 'Snoop', 'Kyle', 'Leo', 'Riley',\n",
       "       'Gidget', 'Noosh', 'Odin', 'Jerry', 'Charlie', 'Georgie', 'Rontu',\n",
       "       'Cannon', 'Furzey', 'Daisy', 'Tuck', 'Barney', 'Vixen', 'Jarvis',\n",
       "       'Mimosa', 'Pickles', 'Bungalo', 'Brady', 'Margo', 'Sadie', 'Hank',\n",
       "       'Tycho', 'Stephan', 'Indie', 'Winnie', 'Bentley', 'Ken', 'Max',\n",
       "       'Maddie', 'Pipsy', 'Monty', 'Sojourner', 'Odie', 'Arlo', 'Sunny',\n",
       "       'Vincent', 'Lucy', 'Clark', 'Mookie', 'Meera', 'Buddy', 'Ava',\n",
       "       'Rory', 'Eli', 'Ash', 'Tucker', 'Tobi', 'Chester', 'Wilson',\n",
       "       'Sunshine', 'Lipton', 'Gabby', 'Bronte', 'Poppy', 'Rhino',\n",
       "       'Willow', 'not', 'Orion', 'Eevee', 'Smiley', 'Logan', 'Moreton',\n",
       "       'Klein', 'Miguel', 'Emanuel', 'Kuyu', 'Dutch', 'Pete', 'Scooter',\n",
       "       'Reggie', 'Kyro', 'Samson', 'Loki', 'Mia', 'Malcolm', 'Dexter',\n",
       "       'Alfie', 'Fiona', 'one', 'Mutt', 'Bear', 'Doobert', 'Beebop',\n",
       "       'Alexander', 'Sailer', 'Brutus', 'Kona', 'Boots', 'Ralphie',\n",
       "       'Phil', 'Cupid', 'Pawnd', 'Pilot', 'Ike', 'Mo', 'Toby', 'Sweet',\n",
       "       'Pablo', 'Nala', 'Balto', 'Crawford', 'Gabe', 'Mattie', 'Jimison',\n",
       "       'Hercules', 'Duchess', 'Harlso', 'Sampson', 'Sundance', 'Luca',\n",
       "       'Flash', 'Finn', 'Peaches', 'Howie', 'Jazzy', 'Anna', 'Bo',\n",
       "       'Seamus', 'Wafer', 'Chelsea', 'Tom', 'Moose', 'Florence', 'Autumn',\n",
       "       'Dido', 'Eugene', 'Herschel', 'Strudel', 'Tebow', 'Chloe', 'Betty',\n",
       "       'Timber', 'Binky', 'Dudley', 'Comet', 'Larry', 'Levi', 'Akumi',\n",
       "       'Titan', 'Olivia', 'Alf', 'Oshie', 'Bruce', 'Chubbs', 'Sky',\n",
       "       'Atlas', 'Eleanor', 'Layla', 'Rocky', 'Baron', 'Tyr', 'Bauer',\n",
       "       'Swagger', 'Brandi', 'Mary', 'Moe', 'Halo', 'Augie', 'Craig',\n",
       "       'Sam', 'Hunter', 'Pavlov', 'Maximus', 'Wallace', 'Ito', 'Milo',\n",
       "       'Ollie', 'Cali', 'Lennon', 'incredibly', 'Major', 'Duke',\n",
       "       'Reginald', 'Sansa', 'Shooter', 'Django', 'Diogi', 'Sonny',\n",
       "       'Philbert', 'Marley', 'Severus', 'Ronnie', 'Anakin', 'Bones',\n",
       "       'Mauve', 'Chef', 'Doc', 'Sobe', 'Longfellow', 'Mister', 'Iroh',\n",
       "       'Baloo', 'Stubert', 'Paull', 'Timison', 'Davey', 'Pancake',\n",
       "       'Tyrone', 'Snicku', 'Ruby', 'Brody', 'Rizzy', 'Mack', 'Butter',\n",
       "       'Nimbus', 'Laika', 'Dobby', 'Juno', 'Maude', 'Lily', 'Newt',\n",
       "       'Benji', 'Nida', 'Robin', 'Monster', 'BeBe', 'Remus', 'Mabel',\n",
       "       'Misty', 'Happy', 'Mosby', 'Maggie', 'Leela', 'Ralphy', 'Brownie',\n",
       "       'Meyer', 'Stella', 'mad', 'Frank', 'Tonks', 'Lincoln', 'Oakley',\n",
       "       'Dale', 'Rizzo', 'Arnie', 'Pinot', 'Dallas', 'Hero', 'Frankie',\n",
       "       'Stormy', 'Mairi', 'Loomis', 'Godi', 'Kenny', 'Deacon', 'Timmy',\n",
       "       'Harper', 'Chipson', 'Combo', 'Dash', 'Bell', 'Hurley', 'Jay',\n",
       "       'Mya', 'Strider', 'an', 'Wesley', 'Solomon', 'Huck', 'very', 'O',\n",
       "       'Blue', 'Finley', 'Sprinkles', 'Heinrich', 'Shakespeare', 'Fizz',\n",
       "       'Chip', 'Grey', 'Roosevelt', 'Gromit', 'Willem', 'Dakota', 'Dixie',\n",
       "       'Al', 'Jackson', 'just', 'Carbon', 'DonDon', 'Kirby', 'Lou',\n",
       "       'Nollie', 'Chevy', 'Tito', 'Louie', 'Rupert', 'Rufus', 'Brudge',\n",
       "       'Shadoe', 'Colby', 'Angel', 'Brat', 'Tove', 'my', 'Aubie', 'Kota',\n",
       "       'Eve', 'Glenn', 'Shelby', 'Sephie', 'Bonaparte', 'Albert',\n",
       "       'Wishes', 'Rose', 'Theo', 'Rocco', 'Fido', 'Emma', 'Spencer',\n",
       "       'Lilli', 'Boston', 'Brandonald', 'Corey', 'Leonard', 'Chompsky',\n",
       "       'Beckham', 'Devón', 'Gert', 'Watson', 'Rubio', 'Keith', 'Dex',\n",
       "       'Carly', 'Ace', 'Tayzie', 'Grizzie', 'Fred', 'Gilbert', 'Zoe',\n",
       "       'Stewie', 'Calvin', 'Lilah', 'Spanky', 'Jameson', 'Piper',\n",
       "       'Atticus', 'Blu', 'Dietrich', 'Divine', 'Tripp', 'his', 'Cora',\n",
       "       'Huxley', 'Keurig', 'Bookstore', 'Linus', 'Abby', 'Shaggy',\n",
       "       'Shiloh', 'Gustav', 'Arlen', 'Percy', 'Lenox', 'Sugar', 'Harvey',\n",
       "       'Blanket', 'actually', 'Geno', 'Stark', 'Beya', 'Kilo', 'Kayla',\n",
       "       'Maxaroni', 'Doug', 'Edmund', 'Aqua', 'Theodore', 'Chase',\n",
       "       'getting', 'Rorie', 'Simba', 'Charles', 'Bayley', 'Axel',\n",
       "       'Storkson', 'Remy', 'Chadrick', 'Kellogg', 'Buckley', 'Livvie',\n",
       "       'Terry', 'Hermione', 'Ralpher', 'Aldrick', 'this', 'unacceptable',\n",
       "       'Rooney', 'Crystal', 'Ziva', 'Stefan', 'Pupcasso', 'Puff',\n",
       "       'Flurpson', 'Coleman', 'Enchilada', 'Raymond', 'all', 'Rueben',\n",
       "       'Cilantro', 'Karll', 'Sprout', 'Blitz', 'Bloop', 'Lillie',\n",
       "       'Ashleigh', 'Kreggory', 'Sarge', 'Luther', 'Ivar', 'Jangle',\n",
       "       'Schnitzel', 'Panda', 'Berkeley', 'Ralphé', 'Charleson', 'Clyde',\n",
       "       'Harnold', 'Sid', 'Pippa', 'Otis', 'Carper', 'Bowie',\n",
       "       'Alexanderson', 'Suki', 'Barclay', 'Skittle', 'Ebby', 'Flávio',\n",
       "       'Smokey', 'Link', 'Jennifur', 'Ozzy', 'Bluebert', 'Stephanus',\n",
       "       'Bubbles', 'old', 'Zeus', 'Bertson', 'Nico', 'Michelangelope',\n",
       "       'Siba', 'Calbert', 'Curtis', 'Travis', 'Thumas', 'Kanu', 'Lance',\n",
       "       'Opie', 'Kane', 'Olive', 'Chuckles', 'Staniel', 'Sora', 'Beemo',\n",
       "       'Gunner', 'infuriating', 'Lacy', 'Tater', 'Olaf', 'Cecil', 'Vince',\n",
       "       'Karma', 'Billy', 'Walker', 'Rodney', 'Klevin', 'Malikai',\n",
       "       'Bobble', 'River', 'Jebberson', 'Remington', 'Farfle', 'Jiminus',\n",
       "       'Clarkus', 'Finnegus', 'Cupcake', 'Kathmandu', 'Ellie', 'Katie',\n",
       "       'Kara', 'Adele', 'Zara', 'Ambrose', 'Jimothy', 'Bode', 'Terrenth',\n",
       "       'Reese', 'Chesterson', 'Lucia', 'Bisquick', 'Ralphson', 'Socks',\n",
       "       'Rambo', 'Rudy', 'Fiji', 'Rilo', 'Bilbo', 'Coopson', 'Yoda',\n",
       "       'Millie', 'Chet', 'Crouton', 'Daniel', 'Kaia', 'Murphy', 'Dotsy',\n",
       "       'Eazy', 'Coops', 'Fillup', 'Miley', 'Charl', 'Reagan', 'Yukon',\n",
       "       'CeCe', 'Cuddles', 'Claude', 'Jessiga', 'Carter', 'Ole', 'Pherb',\n",
       "       'Blipson', 'Reptar', 'Trevith', 'Berb', 'Bob', 'Colin', 'Brian',\n",
       "       'Oliviér', 'Grady', 'Kobe', 'Freddery', 'Bodie', 'Dunkin', 'Wally',\n",
       "       'Tupawc', 'Amber', 'Edgar', 'Teddy', 'Kingsley', 'Brockly',\n",
       "       'Richie', 'Molly', 'Vinscent', 'Cedrick', 'Hazel', 'Lolo', 'Eriq',\n",
       "       'Phred', 'the', 'Oddie', 'Maxwell', 'Geoff', 'Covach', 'Durg',\n",
       "       'Fynn', 'Ricky', 'Herald', 'Lucky', 'Ferg', 'Trip', 'Clarence',\n",
       "       'Hamrick', 'Brad', 'Pubert', 'Frönq', 'Derby', 'Lizzie', 'Ember',\n",
       "       'Blakely', 'Opal', 'Marq', 'Kramer', 'Barry', 'Gordon', 'Baxter',\n",
       "       'Mona', 'Horace', 'Crimson', 'Birf', 'Hammond', 'Lorelei', 'Marty',\n",
       "       'Brooks', 'Petrick', 'Hubertson', 'Gerbald', 'Oreo', 'Bruiser',\n",
       "       'Perry', 'Bobby', 'Jeph', 'Obi', 'Tino', 'Kulet', 'Sweets', 'Lupe',\n",
       "       'Tiger', 'Jiminy', 'Griffin', 'Banjo', 'Brandy', 'Lulu', 'Darrel',\n",
       "       'Taco', 'Joey', 'Patrick', 'Kreg', 'Todo', 'Tess', 'Ulysses',\n",
       "       'Toffee', 'Apollo', 'Asher', 'Glacier', 'Chuck', 'Champ', 'Ozzie',\n",
       "       'Griswold', 'Cheesy', 'Moofasa', 'Hector', 'Goliath', 'Kawhi',\n",
       "       'by', 'Emmie', 'Penelope', 'Willie', 'Rinna', 'Mike', 'William',\n",
       "       'Dwight', 'Evy', 'officially', 'Rascal', 'Linda', 'Tug', 'Tango',\n",
       "       'Grizz', 'Jerome', 'Crumpet', 'Jessifer', 'Izzy', 'Ralph', 'Sandy',\n",
       "       'Humphrey', 'Tassy', 'Juckson', 'Chuq', 'Tyrus', 'Karl',\n",
       "       'Godzilla', 'Vinnie', 'Kenneth', 'Herm', 'Bert', 'Striker',\n",
       "       'Donny', 'Pepper', 'Bernie', 'Buddah', 'Lenny', 'Arnold', 'Zuzu',\n",
       "       'Mollie', 'Laela', 'Tedders', 'Superpup', 'Rufio', 'Jeb', 'Rodman',\n",
       "       'Jonah', 'Chesney', 'life', 'Henry', 'Bobbay', 'Mitch', 'Kaiya',\n",
       "       'Acro', 'Aiden', 'Obie', 'Dot', 'Shnuggles', 'Kendall', 'Jeffri',\n",
       "       'Steve', 'Mac', 'Fletcher', 'Kenzie', 'Pumpkin', 'Schnozz',\n",
       "       'Gustaf', 'Cheryl', 'Ed', 'Leonidas', 'Norman', 'Caryl', 'Scott',\n",
       "       'Taz', 'Darby', 'Jackie', 'light', 'Jazz', 'Franq', 'Pippin',\n",
       "       'Rolf', 'Snickers', 'Ridley', 'Cal', 'Bradley', 'Bubba', 'Tuco',\n",
       "       'Patch', 'Mojo', 'Batdog', 'Dylan', 'space', 'Mark', 'JD',\n",
       "       'Alejandro', 'Scruffers', 'Pip', 'Julius', 'Tanner', 'Sparky',\n",
       "       'Anthony', 'Holly', 'Jett', 'Amy', 'Sage', 'Andy', 'Mason',\n",
       "       'Trigger', 'Antony', 'Creg', 'Traviss', 'Gin', 'Jeffrie', 'Danny',\n",
       "       'Ester', 'Pluto', 'Bloo', 'Edd', 'Willy', 'Herb', 'Damon',\n",
       "       'Peanut', 'Nigel', 'Butters', 'Sandra', 'Fabio', 'Randall', 'Liam',\n",
       "       'Tommy', 'Ben', 'Raphael', 'Julio', 'Andru', 'Kloey', 'Shawwn',\n",
       "       'Skye', 'Kollin', 'Ronduh', 'Billl', 'Saydee', 'Dug', 'Tessa',\n",
       "       'Sully', 'Kirk', 'Ralf', 'Clarq', 'Jaspers', 'Samsom', 'Harrison',\n",
       "       'Chaz', 'Jeremy', 'Jaycob', 'Lambeau', 'Ruffles', 'Amélie', 'Bobb',\n",
       "       'Banditt', 'Kevon', 'Winifred', 'Hanz', 'Churlie', 'Zeek',\n",
       "       'Timofy', 'Maks', 'Jomathan', 'Kallie', 'Marvin', 'Spark',\n",
       "       'Gòrdón', 'Jo', 'DayZ', 'Jareld', 'Torque', 'Ron', 'Skittles',\n",
       "       'Cleopatricia', 'Erik', 'Stu', 'Tedrick', 'Filup', 'Kial',\n",
       "       'Naphaniel', 'Dook', 'Hall', 'Philippe', 'Biden', 'Fwed',\n",
       "       'Genevieve', 'Joshwa', 'Bradlay', 'Clybe', 'Keet', 'Carll',\n",
       "       'Jockson', 'Josep', 'Lugan', 'Christoper'], dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_df['name'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above cell, it can be observed that the names **a, by, the, an, all, just, very**, appear in the name column of the Tweet Archives. Although the names are strings are correct according to the domain rules, they are illogical to be considered as the names of pets, and thus maybe an error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It can be observed from the above 5-Number Summary, that there is some incorrect values in Rating Numerator and Denominator, as the difference between 3rd Quartile and Maximum Value is very large."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12      558\n",
       "11      464\n",
       "10      461\n",
       "13      351\n",
       "9       158\n",
       "8       102\n",
       "7        55\n",
       "14       54\n",
       "5        37\n",
       "6        32\n",
       "3        19\n",
       "4        17\n",
       "1         9\n",
       "2         9\n",
       "420       2\n",
       "0         2\n",
       "15        2\n",
       "75        2\n",
       "80        1\n",
       "20        1\n",
       "24        1\n",
       "26        1\n",
       "44        1\n",
       "50        1\n",
       "60        1\n",
       "165       1\n",
       "84        1\n",
       "88        1\n",
       "144       1\n",
       "182       1\n",
       "143       1\n",
       "666       1\n",
       "960       1\n",
       "1776      1\n",
       "17        1\n",
       "27        1\n",
       "45        1\n",
       "99        1\n",
       "121       1\n",
       "204       1\n",
       "Name: rating_numerator, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_df['rating_numerator'].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": [
    "tweet_archive_df.loc[tweet_archive_df['rating_numerator'] > 20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tweets with rating numerators = 420, 1776, 960, 666 on visiting these tweets, it can be observed that these tweets do not rate any dog, and hence should be removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10     2333\n",
       "11        3\n",
       "50        3\n",
       "80        2\n",
       "20        2\n",
       "2         1\n",
       "16        1\n",
       "40        1\n",
       "70        1\n",
       "15        1\n",
       "90        1\n",
       "110       1\n",
       "120       1\n",
       "130       1\n",
       "150       1\n",
       "170       1\n",
       "7         1\n",
       "0         1\n",
       "Name: rating_denominator, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_df['rating_denominator'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>313</th>\n",
       "      <td>835246439529840640</td>\n",
       "      <td>8.352460e+17</td>\n",
       "      <td>26259576.0</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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "313   835246439529840640           8.352460e+17           26259576.0   \n",
       "516   810984652412424192                    NaN                  NaN   \n",
       "2335  666287406224695296                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "313   2017-02-24 21:54:03 +0000   \n",
       "516   2016-12-19 23:06:23 +0000   \n",
       "2335  2015-11-16 16:11:11 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "313   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "516   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2335  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "313   @jonnysun @Lin_Manuel ok jomny I know you're e...                  NaN   \n",
       "516   Meet Sam. She smiles 24/7 &amp; secretly aspir...                  NaN   \n",
       "2335  This is an Albanian 3 1/2 legged  Episcopalian...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "313                        NaN                        NaN   \n",
       "516                        NaN                        NaN   \n",
       "2335                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "313                                                 NaN               960   \n",
       "516   https://www.gofundme.com/sams-smile,https://tw...                24   \n",
       "2335  https://twitter.com/dog_rates/status/666287406...                 1   \n",
       "\n",
       "      rating_denominator  name doggo floofer pupper puppo  \n",
       "313                    0  None  None    None   None  None  \n",
       "516                    7   Sam  None    None   None  None  \n",
       "2335                   2    an  None    None   None  None  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_df.loc[tweet_archive_df['rating_denominator'] < 10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Tweet with denominator = 0, is a reply tweet.\n",
    "- Tweet with numerator = 1, and denominator = 2, is an error, with actual numerator = 9, and denominator = 10.\n",
    "- Tweet with numerator = 24, and denominator = 7, does not represent a rating, and thus is an errorneous rating, and should be removed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Assessing Image Prediction Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
       "      <th>p2</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p2_dog</th>\n",
       "      <th>p3</th>\n",
       "      <th>p3_conf</th>\n",
       "      <th>p3_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Welsh_springer_spaniel</td>\n",
       "      <td>0.465074</td>\n",
       "      <td>True</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.156665</td>\n",
       "      <td>True</td>\n",
       "      <td>Shetland_sheepdog</td>\n",
       "      <td>0.061428</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.506826</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.074192</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.072010</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>German_shepherd</td>\n",
       "      <td>0.596461</td>\n",
       "      <td>True</td>\n",
       "      <td>malinois</td>\n",
       "      <td>0.138584</td>\n",
       "      <td>True</td>\n",
       "      <td>bloodhound</td>\n",
       "      <td>0.116197</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.408143</td>\n",
       "      <td>True</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.360687</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.222752</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.560311</td>\n",
       "      <td>True</td>\n",
       "      <td>Rottweiler</td>\n",
       "      <td>0.243682</td>\n",
       "      <td>True</td>\n",
       "      <td>Doberman</td>\n",
       "      <td>0.154629</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2070</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>basset</td>\n",
       "      <td>0.555712</td>\n",
       "      <td>True</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.225770</td>\n",
       "      <td>True</td>\n",
       "      <td>German_short-haired_pointer</td>\n",
       "      <td>0.175219</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2071</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>paper_towel</td>\n",
       "      <td>0.170278</td>\n",
       "      <td>False</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.168086</td>\n",
       "      <td>True</td>\n",
       "      <td>spatula</td>\n",
       "      <td>0.040836</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2072</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.716012</td>\n",
       "      <td>True</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.078253</td>\n",
       "      <td>True</td>\n",
       "      <td>kelpie</td>\n",
       "      <td>0.031379</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.323581</td>\n",
       "      <td>True</td>\n",
       "      <td>Pekinese</td>\n",
       "      <td>0.090647</td>\n",
       "      <td>True</td>\n",
       "      <td>papillon</td>\n",
       "      <td>0.068957</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2074</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>orange</td>\n",
       "      <td>0.097049</td>\n",
       "      <td>False</td>\n",
       "      <td>bagel</td>\n",
       "      <td>0.085851</td>\n",
       "      <td>False</td>\n",
       "      <td>banana</td>\n",
       "      <td>0.076110</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2075 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                                          jpg_url  \\\n",
       "0     666020888022790149  https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg   \n",
       "1     666029285002620928  https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg   \n",
       "2     666033412701032449  https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg   \n",
       "3     666044226329800704  https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg   \n",
       "4     666049248165822465  https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg   \n",
       "...                  ...                                              ...   \n",
       "2070  891327558926688256  https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg   \n",
       "2071  891689557279858688  https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg   \n",
       "2072  891815181378084864  https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg   \n",
       "2073  892177421306343426  https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg   \n",
       "2074  892420643555336193  https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg   \n",
       "\n",
       "      img_num                      p1   p1_conf  p1_dog                  p2  \\\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",
       "2070        2                  basset  0.555712    True    English_springer   \n",
       "2071        1             paper_towel  0.170278   False  Labrador_retriever   \n",
       "2072        1               Chihuahua  0.716012    True            malamute   \n",
       "2073        1               Chihuahua  0.323581    True            Pekinese   \n",
       "2074        1                  orange  0.097049   False               bagel   \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  \n",
       "...        ...     ...                          ...       ...     ...  \n",
       "2070  0.225770    True  German_short-haired_pointer  0.175219    True  \n",
       "2071  0.168086    True                      spatula  0.040836   False  \n",
       "2072  0.078253    True                       kelpie  0.031379    True  \n",
       "2073  0.090647    True                     papillon  0.068957    True  \n",
       "2074  0.085851   False                       banana  0.076110   False  \n",
       "\n",
       "[2075 rows x 12 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_pred_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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_pred_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Quality Issues\n",
    "- The datatype of Timestamp is incorrect, should be **datetime** datatype.\n",
    "- Remove All Tweets from Tweet Archive Dataframe, which have incorrect Tweets IDs.\n",
    "- Replace Missing Name values in **name** represented by *None* with NaN.\n",
    "- Replace the illogical values **a, by, the, an, all, just, very** in the **name** column with NaN, to represent Invalid values.\n",
    "- Replace Missing Values in *doggo, floofer, pupper and puppo* with NaN.\n",
    "- Remove All Tweets which are **Retweets**.\n",
    "- Remove All Tweets which are **Reply Tweets**.\n",
    "- Remove All Tweets from Tweet Archive which do not have an image.\n",
    "- Remove Tweets which have Numerators = 420, 1776, 960, 666, and Denominator = 7, as they are not rating tweets, and thus invalid.\n",
    "- Incorrect Numerator and Denominator values in tweet with (1,2). Replace them by correct rating of (9,10).\n",
    "- Extraction of Short URLs from Tweet *text* column, and placing into new column called *short_url*.\n",
    "\n",
    "#### Data Tidniess Issues\n",
    "- Melt the columns *doggo, floofer, pupper and puppo* into a single column.\n",
    "- Multiple Columns in Image Prediciton dataframe, to represent the dog breed, change to representation in a single column.\n",
    "- Merge the Tweet Archive, Image Prediction and Additional Information for every unique tweet into a single dataframe."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3. Data Cleaning\n",
    "In this step, all the Data Quality and Tidiness which were identified during Data Assessment are corrected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_archive_clean = tweet_archive_df.copy()\n",
    "image_pred_clean = image_pred_df.copy()\n",
    "tweets_add_clean = tweets_add_info.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Removal of All Retweets\n",
    "- Definition<br>\n",
    "Not all the tweets in the dataset are Rating Tweets, some of these tweets are also retweets, and thus are removed from the dataframe.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_archive_clean = tweet_archive_clean.loc[tweet_archive_clean['retweeted_status_id'].isna()]\n",
    "\n",
    "# Resetting Index\n",
    "tweet_archive_clean.reset_index(inplace=True)\n",
    "tweet_archive_clean.drop(['index'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape Before Removal of Retweets : (2356, 17)\n",
      "Shape After Removal of Retweets : (2175, 17)\n"
     ]
    }
   ],
   "source": [
    "print('Shape Before Removal of Retweets :',  tweet_archive_df.shape)\n",
    "print('Shape After Removal of Retweets :', tweet_archive_clean.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Removal of All Reply Tweets\n",
    "- Definition<br>\n",
    "Not all the tweets in the dataset are Rating Tweets, some of these tweets are also replies to other tweets, and thus are removed from the dataframe.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_archive_clean = tweet_archive_clean.loc[tweet_archive_clean['in_reply_to_status_id'].isna()]\n",
    "tweet_archive_clean = tweet_archive_clean.loc[tweet_archive_clean['in_reply_to_user_id'].isna()]\n",
    "\n",
    "# Resetting Index\n",
    "tweet_archive_clean.reset_index(inplace=True)\n",
    "tweet_archive_clean.drop(['index'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape Before Removal of Retweets & Reply Tweets: (2356, 17)\n",
      "Shape After Removal of Retweets & Reply Tweets: (2097, 17)\n"
     ]
    }
   ],
   "source": [
    "print('Shape Before Removal of Retweets & Reply Tweets:',  tweet_archive_df.shape)\n",
    "print('Shape After Removal of Retweets & Reply Tweets:', tweet_archive_clean.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Removal of All Tweets with Invalid Tweet IDs\n",
    "- Definition<br>\n",
    "Some of the tweets in the Tweet Archive dataframe, do not have correct Tweet IDs which leads to failiure in extraction of additional information regarding the tweets, and thus, these tweets are removed from the archive dataframe.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Tweets with Invalid Tweet IDs : 25\n",
      "Incorrect Tweet IDs\n",
      "[888202515573088257, 873697596434513921, 872668790621863937, 872261713294495745, 869988702071779329, 866816280283807744, 861769973181624320, 856602993587888130, 851953902622658560, 845459076796616705, 844704788403113984, 842892208864923648, 837366284874571778, 837012587749474308, 829374341691346946, 827228250799742977, 812747805718642688, 802247111496568832, 779123168116150273, 775096608509886464, 771004394259247104, 770743923962707968, 759566828574212096, 754011816964026368, 680055455951884288]\n"
     ]
    }
   ],
   "source": [
    "print('Number of Tweets with Invalid Tweet IDs :', len(incorrect_tweet_ids))\n",
    "print('Incorrect Tweet IDs')\n",
    "print(incorrect_tweet_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removing Tweets with Incorrect Tweet IDs\n",
    "tweet_archive_clean = tweet_archive_clean[~tweet_archive_clean.tweet_id.isin(incorrect_tweet_ids)]\n",
    "\n",
    "# Resetting Index\n",
    "tweet_archive_clean.reset_index(inplace=True)\n",
    "tweet_archive_clean.drop(['index'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape after Removal of Incorrect Tweet IDs : (2090, 17)\n"
     ]
    }
   ],
   "source": [
    "print('Shape after Removal of Incorrect Tweet IDs :', tweet_archive_clean.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Incorrect datatype of timestamp in Tweet Archive\n",
    "- Definition<br>\n",
    "The datatype of **timestamp** in the Tweet Archive is *object*, which is incorrect and should be changed to *datetime* using the *astype* function.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_archive_clean['timestamp'] = tweet_archive_clean['timestamp'].astype('datetime64')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test<br>\n",
    "As it can now be seen, the datatype of **timestamp** has been changed to *datetime64[ns]*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2090 entries, 0 to 2089\n",
      "Data columns (total 17 columns):\n",
      "tweet_id                      2090 non-null int64\n",
      "in_reply_to_status_id         0 non-null float64\n",
      "in_reply_to_user_id           0 non-null float64\n",
      "timestamp                     2090 non-null datetime64[ns]\n",
      "source                        2090 non-null object\n",
      "text                          2090 non-null object\n",
      "retweeted_status_id           0 non-null float64\n",
      "retweeted_status_user_id      0 non-null float64\n",
      "retweeted_status_timestamp    0 non-null object\n",
      "expanded_urls                 2087 non-null object\n",
      "rating_numerator              2090 non-null int64\n",
      "rating_denominator            2090 non-null int64\n",
      "name                          2090 non-null object\n",
      "doggo                         2090 non-null object\n",
      "floofer                       2090 non-null object\n",
      "pupper                        2090 non-null object\n",
      "puppo                         2090 non-null object\n",
      "dtypes: datetime64[ns](1), float64(4), int64(3), object(9)\n",
      "memory usage: 277.7+ KB\n"
     ]
    }
   ],
   "source": [
    "tweet_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5 Replacing all Missing Name values with NaN\n",
    "- Definition<br>\n",
    "The Missing values in the **name** column in the Tweet Archive are represented using *None*, which is not a correct representation of missing values, and this value will be replaced with *NaN*, using the function **replace()**.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_archive_clean['name'] = tweet_archive_clean['name'].replace(to_replace='None', value=np.nan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test<br>\n",
    "As it can be observed, the entries for the *None* value now do not appear in the value counts output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "a               55\n",
       "Charlie         10\n",
       "Oliver          10\n",
       "Cooper          10\n",
       "Lucy            10\n",
       "                ..\n",
       "Kayla            1\n",
       "Alexanderson     1\n",
       "Luther           1\n",
       "Sojourner        1\n",
       "Kellogg          1\n",
       "Name: name, Length: 952, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_clean['name'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.6 Replacing all Illogical Name values with NaN\n",
    "- Definition<br>\n",
    "Many values in the **name** column of the Tweet Archive contain the values **a, by, the, an, all, just, very**. Although these values satisfy the domain constraints, these are illogical values to be names of dogs, and thus are replaced by NaN to indicate Invalid Data\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_archive_clean['name'] = tweet_archive_clean['name'].replace(to_replace=['a', 'by', 'the', 'an', 'all', 'just', 'very'], value=np.nan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test<br>\n",
    "It can be observed all the Illogical Name entries were replaced by NaNs, and are no longer contained in the **name** column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "['a', 'by', 'the', 'an', 'all', 'just', 'very'] in tweet_archive_clean['name'].unique().tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.7 Replacing Missing Values in doggo, floofer, pupper and puppo Columns with NaN\n",
    "- Definition\n",
    "The columns **doggo, floofer, pupper and puppo** represent missing values using *None*, which is not a standard representation of missing values, and these values are replaced with NaN using **replace()** function.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_archive_clean['doggo'] = tweet_archive_clean['doggo'].replace(to_replace='None', value=np.nan)\n",
    "tweet_archive_clean['floofer'] = tweet_archive_clean['floofer'].replace(to_replace='None', value=np.nan)\n",
    "tweet_archive_clean['pupper'] = tweet_archive_clean['pupper'].replace(to_replace='None', value=np.nan)\n",
    "tweet_archive_clean['puppo'] = tweet_archive_clean['puppo'].replace(to_replace='None', value=np.nan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.8 Removal of Tweets which have Numerators = 420, 1776, 960, 666, and Denominator = 7\n",
    "- Definition<br>\n",
    "Remove Tweets which have Numerators = 420, 1776, 960, 666, and Denominator = 7, as they are not rating tweets, and thus invalid.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removal of Tweets with Numerators = 420, 1776, 960, 666\n",
    "num_list = [420, 1776, 960, 666]\n",
    "tweet_archive_clean = tweet_archive_clean[~tweet_archive_clean.rating_numerator.isin(num_list)]\n",
    "# Removal of Tweets with Denominators = 7\n",
    "denom_list = [7]\n",
    "tweet_archive_clean = tweet_archive_clean[~tweet_archive_clean.rating_denominator.isin(denom_list)]\n",
    "\n",
    "# Resetting Index\n",
    "tweet_archive_clean.reset_index(inplace=True)\n",
    "tweet_archive_clean.drop(['index'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of Twitter Archive after Removal : (2087, 17)\n",
      "False\n",
      "False\n"
     ]
    }
   ],
   "source": [
    "print('Shape of Twitter Archive after Removal :', tweet_archive_clean.shape)\n",
    "print(num_list in tweet_archive_clean['rating_numerator'].values.tolist())\n",
    "print(denom_list in tweet_archive_clean['rating_denominator'].values.tolist())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.9 Correction of Numerator & Denominator to 9,10 from 1,2\n",
    "- Definition<br>\n",
    "The tweet with Numerator = 1 and Denominator = 2, is an errorneous entry, with the actual values being Numerator = 9, and Denominator = 10\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_iden = 666287406224695296\n",
    "tweet_archive_clean.loc[tweet_archive_clean.tweet_id == tweet_iden, 'rating_numerator'] = 9\n",
    "tweet_archive_clean.loc[tweet_archive_clean.tweet_id == tweet_iden, 'rating_denominator'] = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>2066</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:11:11</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666287406...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "2066  666287406224695296                    NaN                  NaN   \n",
       "\n",
       "               timestamp                                             source  \\\n",
       "2066 2015-11-16 16:11:11  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2066  This is an Albanian 3 1/2 legged  Episcopalian...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "2066                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "2066  https://twitter.com/dog_rates/status/666287406...                 9   \n",
       "\n",
       "      rating_denominator name doggo floofer pupper puppo  \n",
       "2066                  10  NaN   NaN     NaN    NaN   NaN  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_clean.loc[tweet_archive_clean.tweet_id == tweet_iden]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.10 Removal of All Tweets that Do Not have an Image\n",
    "- Definition<br>\n",
    "Some tweets in the Tweet Archive do not contain images, and thus cannot be rating tweets, and are removed from the tweet archive.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_archive_clean = tweet_archive_clean[tweet_archive_clean.tweet_id.isin(image_pred_df.tweet_id.values.tolist())]\n",
    "\n",
    "# Resetting Index\n",
    "tweet_archive_clean.reset_index(inplace=True)\n",
    "tweet_archive_clean.drop(['index'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape After Removal: (1961, 17)\n"
     ]
    }
   ],
   "source": [
    "print('Shape After Removal:', tweet_archive_clean.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.11 Extraction of Short URLs from Tweet\n",
    "- Definition<br>\n",
    "Extraction of Short URLs from Tweet *text* column, and placing into new column called *short_url*.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "# Defining Function to Return Separated Text and Short URL\n",
    "def return_text_url(df_row):\n",
    "    text = df_row['text']\n",
    "    split_text = re.split(\"https\", text)\n",
    "    return split_text[0], 'https' + split_text[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████| 1961/1961 [00:00<00:00, 4977.86it/s]\n"
     ]
    }
   ],
   "source": [
    "# Applying Function to All Rows in the Dataframe\n",
    "text_list = []\n",
    "short_url_list = []\n",
    "\n",
    "for i in tqdm(range(0, tweet_archive_clean.shape[0])):\n",
    "    row = tweet_archive_clean.loc[i]\n",
    "    text_val, url_val = return_text_url(row)\n",
    "    text_list.append(text_val)\n",
    "    short_url_list.append(url_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Updating the data into the Tweet Archive Dataframe\n",
    "tweet_archive_clean['text'] = text_list\n",
    "tweet_archive_clean['short_url'] = short_url_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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",
       "      <th>short_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/MgUWQ76dJU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/0Xxu71qeIV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/wUnZnhtVJB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/tD36da7qLQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/AtUZn91f7f</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                                             source  \\\n",
       "0 2017-08-01 16:23:56  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1 2017-08-01 00:17:27  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2 2017-07-31 00:18:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3 2017-07-30 15:58:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4 2017-07-29 16:00:24  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  retweeted_status_id  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1  This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3  This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4  This is Franklin. He would like you to stop ca...                  NaN   \n",
       "\n",
       "   retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                       NaN                        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   NaN     NaN    NaN   NaN   \n",
       "1                  10     Tilly   NaN     NaN    NaN   NaN   \n",
       "2                  10    Archie   NaN     NaN    NaN   NaN   \n",
       "3                  10     Darla   NaN     NaN    NaN   NaN   \n",
       "4                  10  Franklin   NaN     NaN    NaN   NaN   \n",
       "\n",
       "                 short_url  \n",
       "0  https://t.co/MgUWQ76dJU  \n",
       "1  https://t.co/0Xxu71qeIV  \n",
       "2  https://t.co/wUnZnhtVJB  \n",
       "3  https://t.co/tD36da7qLQ  \n",
       "4  https://t.co/AtUZn91f7f  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.12 Representation of Dog Breed Using One Column\n",
    "- Definition<br>\n",
    "The Predictions of the breed of a dog in a tweet, is currently represented as three predictions, with their confidence intervals and whether the category is a dog breed. Define a function to produce a single value to indicate the breed of the dog in the tweet.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defining Function to Return a Single Value for the Dog Breed\n",
    "def return_dog_breed(df_row):\n",
    "    if df_row['p1_dog']:\n",
    "        return row['p1']\n",
    "    elif df_row['p2_dog']:\n",
    "        return row['p2']\n",
    "    elif df_row['p3_dog']:\n",
    "        return row['p3']\n",
    "    else:\n",
    "        return np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████| 2075/2075 [00:00<00:00, 5923.59it/s]\n"
     ]
    }
   ],
   "source": [
    "# Applying Function to All Rows in the Dataframe\n",
    "dog_breeds = []\n",
    "for i in tqdm(range(0, image_pred_clean.shape[0])):\n",
    "    row = image_pred_clean.loc[i]\n",
    "    dog_breeds.append(return_dog_breed(row))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Appending The Dog Breed Column To Existing Dataframe\n",
    "image_pred_clean['dog_breed'] = dog_breeds\n",
    "\n",
    "# Dropping Columns which are not useful in the dataframe\n",
    "image_pred_clean.drop(['p1','p1_conf','p1_dog','p2','p2_conf','p2_dog','p3','p3_conf','p3_dog'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>dog_breed</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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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               dog_breed  \n",
       "0        1  Welsh_springer_spaniel  \n",
       "1        1                 redbone  \n",
       "2        1         German_shepherd  \n",
       "3        1     Rhodesian_ridgeback  \n",
       "4        1      miniature_pinscher  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_pred_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.13 Melting of doggo, floofer, pupper and puppo into Single Column\n",
    "- Definition<br>\n",
    "These terms are part of what is known as **DoggoLingo**, are used as descriptive words to decribe a dog. For the Tweet Archive, each word is described as a separate column. Melt the columns into a single column called *doggo_lingo*.\n",
    "- Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defining Function to Return Single String for Doggo Lingo\n",
    "def return_doggo_lingo(df_row):\n",
    "    row_na_results = df_row.isna()\n",
    "    doggo_list = []\n",
    "    if not row_na_results['doggo']:\n",
    "        doggo_list.append('doggo')\n",
    "    if not row_na_results['floofer']:\n",
    "        doggo_list.append('floofer')\n",
    "    if not row_na_results['pupper']:\n",
    "        doggo_list.append('pupper')\n",
    "    if not row_na_results['puppo']:\n",
    "        doggo_list.append('puppo')\n",
    "    if len(doggo_list) == 0:\n",
    "        return np.nan\n",
    "        \n",
    "    return ','.join(doggo_list)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████| 1961/1961 [00:00<00:00, 3361.11it/s]\n"
     ]
    }
   ],
   "source": [
    "# Executing Function Over All Rows in the Dataframe\n",
    "doggo_lingo_list = []\n",
    "\n",
    "for i in tqdm(range(0, tweet_archive_clean.shape[0])):\n",
    "    row = tweet_archive_clean.loc[i]\n",
    "    doggo_lingo_list.append(return_doggo_lingo(row))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Appending Column to Dataframe\n",
    "tweet_archive_clean['doggo_lingo'] = doggo_lingo_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "      <th>short_url</th>\n",
       "      <th>doggo_lingo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
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       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Phineas</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/MgUWQ76dJU</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/0Xxu71qeIV</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
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       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/wUnZnhtVJB</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/tD36da7qLQ</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/AtUZn91f7f</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>891087950875897856</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 00:08:17</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a majestic great white breaching ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891087950...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/kQ04fDDRmh</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>890971913173991426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 16:27:12</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Jax. He enjoys ice cream so much he gets ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gofundme.com/ydvmve-surgery-for-jax,ht...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jax</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/Zr4hWfAs1H</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>890729181411237888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 00:22:40</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>When you watch your owner call another dog a g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890729181...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/v0nONBcwxq</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>890609185150312448</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-27 16:25:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zoey. She doesn't want to be one of th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890609185...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zoey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/9TwLuAGH0b</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>890240255349198849</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 15:59:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Cassie. She is a college pup. Studying...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/t1bfwz5S2A</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>890006608113172480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 00:31:25</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Koda. He is a South Australian decksha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890006608...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Koda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/dVPW0B0Mme</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>889880896479866881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 16:11:53</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bruno. He is a service shark. Only get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889880896...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Bruno</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/u1XPQMl29g</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 01:55:32</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a puppo that seems to be on the fence a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889665388...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>puppo</td>\n",
       "      <td>https://t.co/BxvuXk0UCm</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</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ted. He does his best. Sometimes that'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889638837...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Ted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/f8dEDcrKSR</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 17:02:04</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Stuart. He's sporting his favorite fan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889531135...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stuart</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>puppo</td>\n",
       "      <td>https://t.co/y70o6h3isq</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</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Oliver. You're witnessing one of his m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889278841...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliver</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/WpHvrQedPb</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-23 00:22:39</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jim. He found a fren. Taught him how t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888917238...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Jim</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/chxruIOUJN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 16:56:37</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zeke. He has a new stick. Very proud o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888804989...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zeke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/HTQ77yNQ5K</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 00:23:06</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ralphus. He's powering up. Attempting ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888554962...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Ralphus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/YnYAFCTTiK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>888078434458587136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-20 16:49:33</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Gerald. He was just told he didn't get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888078434...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Gerald</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/DK7iDPfuRX</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0   892420643555336193                    NaN                  NaN   \n",
       "1   892177421306343426                    NaN                  NaN   \n",
       "2   891815181378084864                    NaN                  NaN   \n",
       "3   891689557279858688                    NaN                  NaN   \n",
       "4   891327558926688256                    NaN                  NaN   \n",
       "5   891087950875897856                    NaN                  NaN   \n",
       "6   890971913173991426                    NaN                  NaN   \n",
       "7   890729181411237888                    NaN                  NaN   \n",
       "8   890609185150312448                    NaN                  NaN   \n",
       "9   890240255349198849                    NaN                  NaN   \n",
       "10  890006608113172480                    NaN                  NaN   \n",
       "11  889880896479866881                    NaN                  NaN   \n",
       "12  889665388333682689                    NaN                  NaN   \n",
       "13  889638837579907072                    NaN                  NaN   \n",
       "14  889531135344209921                    NaN                  NaN   \n",
       "15  889278841981685760                    NaN                  NaN   \n",
       "16  888917238123831296                    NaN                  NaN   \n",
       "17  888804989199671297                    NaN                  NaN   \n",
       "18  888554962724278272                    NaN                  NaN   \n",
       "19  888078434458587136                    NaN                  NaN   \n",
       "\n",
       "             timestamp                                             source  \\\n",
       "0  2017-08-01 16:23:56  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1  2017-08-01 00:17:27  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2  2017-07-31 00:18:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3  2017-07-30 15:58:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4  2017-07-29 16:00:24  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "5  2017-07-29 00:08:17  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "6  2017-07-28 16:27:12  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "7  2017-07-28 00:22:40  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "8  2017-07-27 16:25:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "9  2017-07-26 15:59:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "10 2017-07-26 00:31:25  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "11 2017-07-25 16:11:53  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "12 2017-07-25 01:55:32  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "13 2017-07-25 00:10:02  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "14 2017-07-24 17:02:04  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "15 2017-07-24 00:19:32  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "16 2017-07-23 00:22:39  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "17 2017-07-22 16:56:37  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "18 2017-07-22 00:23:06  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "19 2017-07-20 16:49:33  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                 text  retweeted_status_id  \\\n",
       "0   This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1   This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2   This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3   This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4   This is Franklin. He would like you to stop ca...                  NaN   \n",
       "5   Here we have a majestic great white breaching ...                  NaN   \n",
       "6   Meet Jax. He enjoys ice cream so much he gets ...                  NaN   \n",
       "7   When you watch your owner call another dog a g...                  NaN   \n",
       "8   This is Zoey. She doesn't want to be one of th...                  NaN   \n",
       "9   This is Cassie. She is a college pup. Studying...                  NaN   \n",
       "10  This is Koda. He is a South Australian decksha...                  NaN   \n",
       "11  This is Bruno. He is a service shark. Only get...                  NaN   \n",
       "12  Here's a puppo that seems to be on the fence a...                  NaN   \n",
       "13  This is Ted. He does his best. Sometimes that'...                  NaN   \n",
       "14  This is Stuart. He's sporting his favorite fan...                  NaN   \n",
       "15  This is Oliver. You're witnessing one of his m...                  NaN   \n",
       "16  This is Jim. He found a fren. Taught him how t...                  NaN   \n",
       "17  This is Zeke. He has a new stick. Very proud o...                  NaN   \n",
       "18  This is Ralphus. He's powering up. Attempting ...                  NaN   \n",
       "19  This is Gerald. He was just told he didn't get...                  NaN   \n",
       "\n",
       "    retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                        NaN                        NaN   \n",
       "1                        NaN                        NaN   \n",
       "2                        NaN                        NaN   \n",
       "3                        NaN                        NaN   \n",
       "4                        NaN                        NaN   \n",
       "5                        NaN                        NaN   \n",
       "6                        NaN                        NaN   \n",
       "7                        NaN                        NaN   \n",
       "8                        NaN                        NaN   \n",
       "9                        NaN                        NaN   \n",
       "10                       NaN                        NaN   \n",
       "11                       NaN                        NaN   \n",
       "12                       NaN                        NaN   \n",
       "13                       NaN                        NaN   \n",
       "14                       NaN                        NaN   \n",
       "15                       NaN                        NaN   \n",
       "16                       NaN                        NaN   \n",
       "17                       NaN                        NaN   \n",
       "18                       NaN                        NaN   \n",
       "19                       NaN                        NaN   \n",
       "\n",
       "                                        expanded_urls  rating_numerator  \\\n",
       "0   https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1   https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2   https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3   https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4   https://twitter.com/dog_rates/status/891327558...                12   \n",
       "5   https://twitter.com/dog_rates/status/891087950...                13   \n",
       "6   https://gofundme.com/ydvmve-surgery-for-jax,ht...                13   \n",
       "7   https://twitter.com/dog_rates/status/890729181...                13   \n",
       "8   https://twitter.com/dog_rates/status/890609185...                13   \n",
       "9   https://twitter.com/dog_rates/status/890240255...                14   \n",
       "10  https://twitter.com/dog_rates/status/890006608...                13   \n",
       "11  https://twitter.com/dog_rates/status/889880896...                13   \n",
       "12  https://twitter.com/dog_rates/status/889665388...                13   \n",
       "13  https://twitter.com/dog_rates/status/889638837...                12   \n",
       "14  https://twitter.com/dog_rates/status/889531135...                13   \n",
       "15  https://twitter.com/dog_rates/status/889278841...                13   \n",
       "16  https://twitter.com/dog_rates/status/888917238...                12   \n",
       "17  https://twitter.com/dog_rates/status/888804989...                13   \n",
       "18  https://twitter.com/dog_rates/status/888554962...                13   \n",
       "19  https://twitter.com/dog_rates/status/888078434...                12   \n",
       "\n",
       "    rating_denominator      name  doggo floofer pupper  puppo  \\\n",
       "0                   10   Phineas    NaN     NaN    NaN    NaN   \n",
       "1                   10     Tilly    NaN     NaN    NaN    NaN   \n",
       "2                   10    Archie    NaN     NaN    NaN    NaN   \n",
       "3                   10     Darla    NaN     NaN    NaN    NaN   \n",
       "4                   10  Franklin    NaN     NaN    NaN    NaN   \n",
       "5                   10       NaN    NaN     NaN    NaN    NaN   \n",
       "6                   10       Jax    NaN     NaN    NaN    NaN   \n",
       "7                   10       NaN    NaN     NaN    NaN    NaN   \n",
       "8                   10      Zoey    NaN     NaN    NaN    NaN   \n",
       "9                   10    Cassie  doggo     NaN    NaN    NaN   \n",
       "10                  10      Koda    NaN     NaN    NaN    NaN   \n",
       "11                  10     Bruno    NaN     NaN    NaN    NaN   \n",
       "12                  10       NaN    NaN     NaN    NaN  puppo   \n",
       "13                  10       Ted    NaN     NaN    NaN    NaN   \n",
       "14                  10    Stuart    NaN     NaN    NaN  puppo   \n",
       "15                  10    Oliver    NaN     NaN    NaN    NaN   \n",
       "16                  10       Jim    NaN     NaN    NaN    NaN   \n",
       "17                  10      Zeke    NaN     NaN    NaN    NaN   \n",
       "18                  10   Ralphus    NaN     NaN    NaN    NaN   \n",
       "19                  10    Gerald    NaN     NaN    NaN    NaN   \n",
       "\n",
       "                   short_url doggo_lingo  \n",
       "0    https://t.co/MgUWQ76dJU         NaN  \n",
       "1    https://t.co/0Xxu71qeIV         NaN  \n",
       "2    https://t.co/wUnZnhtVJB         NaN  \n",
       "3    https://t.co/tD36da7qLQ         NaN  \n",
       "4    https://t.co/AtUZn91f7f         NaN  \n",
       "5    https://t.co/kQ04fDDRmh         NaN  \n",
       "6   https://t.co/Zr4hWfAs1H          NaN  \n",
       "7    https://t.co/v0nONBcwxq         NaN  \n",
       "8    https://t.co/9TwLuAGH0b         NaN  \n",
       "9    https://t.co/t1bfwz5S2A       doggo  \n",
       "10   https://t.co/dVPW0B0Mme         NaN  \n",
       "11   https://t.co/u1XPQMl29g         NaN  \n",
       "12   https://t.co/BxvuXk0UCm       puppo  \n",
       "13   https://t.co/f8dEDcrKSR         NaN  \n",
       "14   https://t.co/y70o6h3isq       puppo  \n",
       "15   https://t.co/WpHvrQedPb         NaN  \n",
       "16   https://t.co/chxruIOUJN         NaN  \n",
       "17   https://t.co/HTQ77yNQ5K         NaN  \n",
       "18   https://t.co/YnYAFCTTiK         NaN  \n",
       "19   https://t.co/DK7iDPfuRX         NaN  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_clean.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dropping Unnecessary Columns from Tweet Archive\n",
    "tweet_archive_clean.drop(['doggo', 'floofer', 'pupper', 'puppo'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "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>short_url</th>\n",
       "      <th>doggo_lingo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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>https://t.co/MgUWQ76dJU</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27</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>https://t.co/0Xxu71qeIV</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03</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>https://t.co/wUnZnhtVJB</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51</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>https://t.co/tD36da7qLQ</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24</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>https://t.co/AtUZn91f7f</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0  892420643555336193                    NaN                  NaN   \n",
       "1  892177421306343426                    NaN                  NaN   \n",
       "2  891815181378084864                    NaN                  NaN   \n",
       "3  891689557279858688                    NaN                  NaN   \n",
       "4  891327558926688256                    NaN                  NaN   \n",
       "\n",
       "            timestamp                                             source  \\\n",
       "0 2017-08-01 16:23:56  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1 2017-08-01 00:17:27  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2 2017-07-31 00:18:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3 2017-07-30 15:58:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4 2017-07-29 16:00:24  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  retweeted_status_id  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1  This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3  This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4  This is Franklin. He would like you to stop ca...                  NaN   \n",
       "\n",
       "   retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                       NaN                        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                short_url doggo_lingo  \n",
       "0                  10   Phineas  https://t.co/MgUWQ76dJU         NaN  \n",
       "1                  10     Tilly  https://t.co/0Xxu71qeIV         NaN  \n",
       "2                  10    Archie  https://t.co/wUnZnhtVJB         NaN  \n",
       "3                  10     Darla  https://t.co/tD36da7qLQ         NaN  \n",
       "4                  10  Franklin  https://t.co/AtUZn91f7f         NaN  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_archive_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.14 Merging All Dataframe into Master Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = pd.merge(left=tweet_archive_clean, right=image_pred_clean,\n",
    "                                 left_on='tweet_id', right_on='tweet_id', how='inner')\n",
    "twitter_archive_master = pd.merge(left=twitter_archive_master, right=tweets_add_clean,\n",
    "                                 left_on='tweet_id', right_on='tweet_id', how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "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>short_url</th>\n",
       "      <th>doggo_lingo</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>dog_breed</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favourite_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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>https://t.co/MgUWQ76dJU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7428</td>\n",
       "      <td>35151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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>https://t.co/0Xxu71qeIV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>5521</td>\n",
       "      <td>30432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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>https://t.co/wUnZnhtVJB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>3645</td>\n",
       "      <td>22889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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>https://t.co/tD36da7qLQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>7590</td>\n",
       "      <td>38426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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>https://t.co/AtUZn91f7f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>basset</td>\n",
       "      <td>8180</td>\n",
       "      <td>36694</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                                             source  \\\n",
       "0 2017-08-01 16:23:56  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1 2017-08-01 00:17:27  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2 2017-07-31 00:18:03  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3 2017-07-30 15:58:51  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4 2017-07-29 16:00:24  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  retweeted_status_id  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1  This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3  This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4  This is Franklin. He would like you to stop ca...                  NaN   \n",
       "\n",
       "   retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                       NaN                        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                short_url doggo_lingo  \\\n",
       "0                  10   Phineas  https://t.co/MgUWQ76dJU         NaN   \n",
       "1                  10     Tilly  https://t.co/0Xxu71qeIV         NaN   \n",
       "2                  10    Archie  https://t.co/wUnZnhtVJB         NaN   \n",
       "3                  10     Darla  https://t.co/tD36da7qLQ         NaN   \n",
       "4                  10  Franklin  https://t.co/AtUZn91f7f         NaN   \n",
       "\n",
       "                                           jpg_url  img_num  \\\n",
       "0  https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg        1   \n",
       "1  https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg        1   \n",
       "2  https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg        1   \n",
       "3  https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg        1   \n",
       "4  https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg        2   \n",
       "\n",
       "            dog_breed retweet_count favourite_count  \n",
       "0                 NaN          7428           35151  \n",
       "1           Chihuahua          5521           30432  \n",
       "2           Chihuahua          3645           22889  \n",
       "3  Labrador_retriever          7590           38426  \n",
       "4              basset          8180           36694  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Twitter Master Archive Shape : (1961, 20)\n"
     ]
    }
   ],
   "source": [
    "print('Twitter Master Archive Shape :', twitter_archive_master.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dropping All Unnecessary Columns from the Dataframe\n",
    "twitter_archive_master.drop(['in_reply_to_status_id', 'in_reply_to_user_id', 'retweeted_status_id',\n",
    "                             'retweeted_status_user_id', 'retweeted_status_timestamp',\n",
    "                            'expanded_urls'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "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>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>short_url</th>\n",
       "      <th>doggo_lingo</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>dog_breed</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favourite_count</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>&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>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>https://t.co/MgUWQ76dJU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7428</td>\n",
       "      <td>35151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>https://t.co/0Xxu71qeIV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>5521</td>\n",
       "      <td>30432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>https://t.co/wUnZnhtVJB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>3645</td>\n",
       "      <td>22889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>https://t.co/tD36da7qLQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>7590</td>\n",
       "      <td>38426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>https://t.co/AtUZn91f7f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>basset</td>\n",
       "      <td>8180</td>\n",
       "      <td>36694</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id           timestamp  \\\n",
       "0  892420643555336193 2017-08-01 16:23:56   \n",
       "1  892177421306343426 2017-08-01 00:17:27   \n",
       "2  891815181378084864 2017-07-31 00:18:03   \n",
       "3  891689557279858688 2017-07-30 15:58:51   \n",
       "4  891327558926688256 2017-07-29 16:00:24   \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  rating_numerator  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                13   \n",
       "1  This is Tilly. She's just checking pup on you....                13   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                12   \n",
       "3  This is Darla. She commenced a snooze mid meal...                13   \n",
       "4  This is Franklin. He would like you to stop ca...                12   \n",
       "\n",
       "   rating_denominator      name                short_url doggo_lingo  \\\n",
       "0                  10   Phineas  https://t.co/MgUWQ76dJU         NaN   \n",
       "1                  10     Tilly  https://t.co/0Xxu71qeIV         NaN   \n",
       "2                  10    Archie  https://t.co/wUnZnhtVJB         NaN   \n",
       "3                  10     Darla  https://t.co/tD36da7qLQ         NaN   \n",
       "4                  10  Franklin  https://t.co/AtUZn91f7f         NaN   \n",
       "\n",
       "                                           jpg_url  img_num  \\\n",
       "0  https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg        1   \n",
       "1  https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg        1   \n",
       "2  https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg        1   \n",
       "3  https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg        1   \n",
       "4  https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg        2   \n",
       "\n",
       "            dog_breed retweet_count favourite_count  \n",
       "0                 NaN          7428           35151  \n",
       "1           Chihuahua          5521           30432  \n",
       "2           Chihuahua          3645           22889  \n",
       "3  Labrador_retriever          7590           38426  \n",
       "4              basset          8180           36694  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Twitter Master Archive Shape : (1961, 14)\n"
     ]
    }
   ],
   "source": [
    "print('Twitter Master Archive Shape :', twitter_archive_master.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Saving Dataframe to Disk\n",
    "twitter_archive_master.to_csv('twitter_archive_master.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4: Data Analysis & Visualisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from PIL import Image\n",
    "from io import BytesIO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading Twitter Archive Master From Disk\n",
    "df = pd.read_csv('twitter_archive_master.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_10_breeds_tweets = df.groupby(['dog_breed']).count()['tweet_id'].sort_values(ascending=False)[:10]\n",
    "sns.barplot(y=top_10_breeds_tweets.index.values, x=top_10_breeds_tweets.values)\n",
    "plt.title('Most Tweeted Top 10 Dog Breeds (According to Number of Tweets)')\n",
    "plt.xlabel('Number of Tweets')\n",
    "plt.ylabel('Dog Breed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_10_breeds_retweet = df.groupby('dog_breed').agg({'retweet_count':'mean'}).sort_values('retweet_count', ascending=False)[:10]['retweet_count']\n",
    "sns.barplot(y=top_10_breeds_retweet.index.values, x=top_10_breeds_retweet.values)\n",
    "plt.title('Top 10 Dog Breeds (According to Number of ReTweets)')\n",
    "plt.xlabel('Number of ReTweets')\n",
    "plt.ylabel('Dog Breed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_10_breeds_retweet = df.groupby('dog_breed').agg({'favourite_count':'mean'}).sort_values('favourite_count', ascending=False)[:10]['favourite_count']\n",
    "sns.barplot(y=top_10_breeds_retweet.index.values, x=top_10_breeds_retweet.values)\n",
    "plt.title('Top 10 Dog Breeds (According to Number of Favourite Marks)')\n",
    "plt.xlabel('Number of Favourite Marks')\n",
    "plt.ylabel('Dog Breed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_10_common_names = df['name'].value_counts()[:10]\n",
    "sns.barplot(y=top_10_common_names.index.values, x=top_10_common_names.values)\n",
    "plt.title('Top 10 Most Common Dog Names (Based on Number of Occurences)')\n",
    "plt.xlabel('Number of Occurences')\n",
    "plt.ylabel('Dog Names')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "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</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dog_breed</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>clumber</th>\n",
       "      <td>2.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bouvier_des_Flandres</th>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pomeranian</th>\n",
       "      <td>1.253659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saluki</th>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>briard</th>\n",
       "      <td>1.233333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ibizan_hound</th>\n",
       "      <td>0.925000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Walker_hound</th>\n",
       "      <td>0.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scotch_terrier</th>\n",
       "      <td>0.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soft-coated_wheaten_terrier</th>\n",
       "      <td>0.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japanese_spaniel</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>113 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               rating\n",
       "dog_breed                            \n",
       "clumber                      2.700000\n",
       "Bouvier_des_Flandres         1.300000\n",
       "Pomeranian                   1.253659\n",
       "Saluki                       1.250000\n",
       "briard                       1.233333\n",
       "...                               ...\n",
       "Ibizan_hound                 0.925000\n",
       "Walker_hound                 0.900000\n",
       "Scotch_terrier               0.900000\n",
       "soft-coated_wheaten_terrier  0.850000\n",
       "Japanese_spaniel             0.500000\n",
       "\n",
       "[113 rows x 1 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding A Column Rating, To Calculate Actual Rating\n",
    "df['rating'] = df['rating_numerator']/df['rating_denominator']\n",
    "df.groupby('dog_breed').agg({'rating':'mean'}).sort_values('rating', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **Highest** Rated Dog Breed : **Clumber**\n",
    "- **Lowest** Rated Dog Breed : **Japanese Spaniel**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Retreiving Image from Tweet For Lowest Rated Dog Breed\n",
    "js_image_url = df[df['dog_breed'] == 'Japanese_spaniel'].head(1)['jpg_url'].values.tolist()[0]\n",
    "r = requests.get(js_image_url)\n",
    "i = Image.open(BytesIO(r.content))\n",
    "i.save('japanese_spaniel.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Retreiving Image from Tweet For Highest Rated Dog Breed\n",
    "clumber_image_url = df[df['dog_breed'] == 'clumber'].head(1)['jpg_url'].values.tolist()[0]\n",
    "r = requests.get(clumber_image_url)\n",
    "i = Image.open(BytesIO(r.content))\n",
    "i.save('clumber.jpg')"
   ]
  }
 ],
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