WeRateDogsAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WeRateDogs data wrangling and analysis\n",
    "#### By John Zaharick\n",
    "WeRateDogs (@dog_rates) is a popular Twitter account that rates images of dogs, usually with absurd scores such as 14/10.  This notebook gathers data for the account's tweets up to August 1, 2017 and provides a short analysis of the scoring and popularity of the photographs as part of the Udacity Data Analysis Nanodegree."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gather"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import requests\n",
    "import tweepy\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Most of the data were provided by Udacity\n",
    "tweets = pd.read_csv('twitter-archive-enhanced.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#A neural network algorithm made predictions on what type of dog, if any, was in each photograph on the Twitter account\n",
    "image_predictions_url = 'https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.get(image_predictions_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'utf-8'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"image-predictions.tsv\", \"wb\") as code:\n",
    "    code.write(r.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = pd.read_csv('image-predictions.tsv', sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 735,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Additional data, primarily retweets and favorites, were scraped via the Twitter API\n",
    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_token, access_secret)\n",
    "\n",
    "api = tweepy.API(auth, wait_on_rate_limit = True, wait_on_rate_limit_notify = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     "text": [
      "Rate limit reached. Sleeping for: 563\n"
     ]
    },
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     "text": [
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    }
   ],
   "source": [
    "with open('tweet_json.txt', 'w') as outfile:\n",
    "    for line in tweets.tweet_id:\n",
    "        print(tweets.loc[tweets.tweet_id==line].index[0])\n",
    "        try:\n",
    "            tweet = api.get_status(line, tweet_mode='extended')\n",
    "            json.dump(tweet._json, outfile)\n",
    "            outfile.write('\\n')\n",
    "        except:\n",
    "            print(line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_list = []\n",
    "data_dict = {\n",
    "                'tweet_id': '',\n",
    "                'favorite_count': '',\n",
    "                'retweet_count': ''\n",
    "            }\n",
    "with open('tweet_json.txt') as json_file:\n",
    "    for line in json_file:\n",
    "        data = json.loads(line)\n",
    "        data_dict['tweet_id'] = data['id']\n",
    "        data_dict['favorite_count'] = data['favorite_count']\n",
    "        data_dict['retweet_count'] = data['retweet_count']\n",
    "        data_list.append(data_dict.copy())\n",
    "favorite_retweet_table = pd.DataFrame(data_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Tables:\n",
    "- tweets\n",
    "- predictions\n",
    "- favorite_retweet_table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>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": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "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>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",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "2351  666049248165822465                    NaN                  NaN   \n",
       "2352  666044226329800704                    NaN                  NaN   \n",
       "2353  666033412701032449                    NaN                  NaN   \n",
       "2354  666029285002620928                    NaN                  NaN   \n",
       "2355  666020888022790149                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "2351  2015-11-16 00:24:50 +0000   \n",
       "2352  2015-11-16 00:04:52 +0000   \n",
       "2353  2015-11-15 23:21:54 +0000   \n",
       "2354  2015-11-15 23:05:30 +0000   \n",
       "2355  2015-11-15 22:32:08 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "2351  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2352  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2353  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2354  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2355  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "2352  This is a purebred Piers Morgan. Loves to Netf...                  NaN   \n",
       "2353  Here is a very happy pup. Big fan of well-main...                  NaN   \n",
       "2354  This is a western brown Mitsubishi terrier. Up...                  NaN   \n",
       "2355  Here we have a Japanese Irish Setter. Lost eye...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "2351                       NaN                        NaN   \n",
       "2352                       NaN                        NaN   \n",
       "2353                       NaN                        NaN   \n",
       "2354                       NaN                        NaN   \n",
       "2355                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "2351  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "2352  https://twitter.com/dog_rates/status/666044226...                 6   \n",
       "2353  https://twitter.com/dog_rates/status/666033412...                 9   \n",
       "2354  https://twitter.com/dog_rates/status/666029285...                 7   \n",
       "2355  https://twitter.com/dog_rates/status/666020888...                 8   \n",
       "\n",
       "      rating_denominator  name doggo floofer pupper puppo  \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  "
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>     2221\n",
       "<a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                          91\n",
       "<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>                       33\n",
       "<a href=\"https://about.twitter.com/products/tweetdeck\" rel=\"nofollow\">TweetDeck</a>      11\n",
       "Name: source, dtype: int64"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.source.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The source column has extraneous html code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "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": [
    "tweets.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Timestamp is stored as a string; tweet_id, in_reply_to_status_id, and in_reply_to_user_id are stored as numerical, but aren't meant for mathematical operations; source and dog stages (doggo, floofer, etc.) are stored as strings, but have limited options they can take.\n",
    "\n",
    "retweeted_status_id, retweeted_status_user_id, and retweeted_status_timestamp are also the wrong data types.  However, retweets aren't wanted in the final data set, so these columns aren't necessary after they are used to identify invalid tweets.\n",
    "\n",
    "Dog stages contain 2356 non-null objects each, meaning cells which should be empty contain the string 'None' instead of NaN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "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": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Minimum numerator of 0 and max of 1776. There are denominators that aren't 10."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
       "      <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": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <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",
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       "  </thead>\n",
       "  <tbody>\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",
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       "    <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",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                                          jpg_url  \\\n",
       "2070  891327558926688256  https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg   \n",
       "2071  891689557279858688  https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg   \n",
       "2072  891815181378084864  https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg   \n",
       "2073  892177421306343426  https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg   \n",
       "2074  892420643555336193  https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg   \n",
       "\n",
       "      img_num           p1   p1_conf  p1_dog                  p2   p2_conf  \\\n",
       "2070        2       basset  0.555712    True    English_springer  0.225770   \n",
       "2071        1  paper_towel  0.170278   False  Labrador_retriever  0.168086   \n",
       "2072        1    Chihuahua  0.716012    True            malamute  0.078253   \n",
       "2073        1    Chihuahua  0.323581    True            Pekinese  0.090647   \n",
       "2074        1       orange  0.097049   False               bagel  0.085851   \n",
       "\n",
       "      p2_dog                           p3   p3_conf  p3_dog  \n",
       "2070    True  German_short-haired_pointer  0.175219    True  \n",
       "2071    True                      spatula  0.040836   False  \n",
       "2072    True                       kelpie  0.031379    True  \n",
       "2073    True                     papillon  0.068957    True  \n",
       "2074   False                       banana  0.076110   False  "
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "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": [
    "predictions.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 2356 tweets, but only 2075 images in the machine learning analysis.  Do the missing tweets not have images?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p3_conf</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.075000e+03</td>\n",
       "      <td>2075.000000</td>\n",
       "      <td>2075.000000</td>\n",
       "      <td>2.075000e+03</td>\n",
       "      <td>2.075000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.384514e+17</td>\n",
       "      <td>1.203855</td>\n",
       "      <td>0.594548</td>\n",
       "      <td>1.345886e-01</td>\n",
       "      <td>6.032417e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.785203e+16</td>\n",
       "      <td>0.561875</td>\n",
       "      <td>0.271174</td>\n",
       "      <td>1.006657e-01</td>\n",
       "      <td>5.090593e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.044333</td>\n",
       "      <td>1.011300e-08</td>\n",
       "      <td>1.740170e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.764835e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.364412</td>\n",
       "      <td>5.388625e-02</td>\n",
       "      <td>1.622240e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.119988e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.588230</td>\n",
       "      <td>1.181810e-01</td>\n",
       "      <td>4.944380e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.932034e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.843855</td>\n",
       "      <td>1.955655e-01</td>\n",
       "      <td>9.180755e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.880140e-01</td>\n",
       "      <td>2.734190e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tweet_id      img_num      p1_conf       p2_conf       p3_conf\n",
       "count  2.075000e+03  2075.000000  2075.000000  2.075000e+03  2.075000e+03\n",
       "mean   7.384514e+17     1.203855     0.594548  1.345886e-01  6.032417e-02\n",
       "std    6.785203e+16     0.561875     0.271174  1.006657e-01  5.090593e-02\n",
       "min    6.660209e+17     1.000000     0.044333  1.011300e-08  1.740170e-10\n",
       "25%    6.764835e+17     1.000000     0.364412  5.388625e-02  1.622240e-02\n",
       "50%    7.119988e+17     1.000000     0.588230  1.181810e-01  4.944380e-02\n",
       "75%    7.932034e+17     1.000000     0.843855  1.955655e-01  9.180755e-02\n",
       "max    8.924206e+17     4.000000     1.000000  4.880140e-01  2.734190e-01"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>favorite_count</th>\n",
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       "      <th>0</th>\n",
       "      <td>38747</td>\n",
       "      <td>8575</td>\n",
       "      <td>892420643555336193</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>33197</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24999</td>\n",
       "      <td>4184</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42147</td>\n",
       "      <td>8694</td>\n",
       "      <td>891689557279858688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40284</td>\n",
       "      <td>9461</td>\n",
       "      <td>891327558926688256</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   favorite_count  retweet_count            tweet_id\n",
       "0           38747           8575  892420643555336193\n",
       "1           33197           6303  892177421306343426\n",
       "2           24999           4184  891815181378084864\n",
       "3           42147           8694  891689557279858688\n",
       "4           40284           9461  891327558926688256"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "favorite_retweet_table.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>tweet_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>109</td>\n",
       "      <td>41</td>\n",
       "      <td>666049248165822465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2341</th>\n",
       "      <td>299</td>\n",
       "      <td>141</td>\n",
       "      <td>666044226329800704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>125</td>\n",
       "      <td>45</td>\n",
       "      <td>666033412701032449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2343</th>\n",
       "      <td>129</td>\n",
       "      <td>47</td>\n",
       "      <td>666029285002620928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2344</th>\n",
       "      <td>2558</td>\n",
       "      <td>518</td>\n",
       "      <td>666020888022790149</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      favorite_count  retweet_count            tweet_id\n",
       "2340             109             41  666049248165822465\n",
       "2341             299            141  666044226329800704\n",
       "2342             125             45  666033412701032449\n",
       "2343             129             47  666029285002620928\n",
       "2344            2558            518  666020888022790149"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "favorite_retweet_table.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2345 entries, 0 to 2344\n",
      "Data columns (total 3 columns):\n",
      "favorite_count    2345 non-null int64\n",
      "retweet_count     2345 non-null int64\n",
      "tweet_id          2345 non-null int64\n",
      "dtypes: int64(3)\n",
      "memory usage: 55.0 KB\n"
     ]
    }
   ],
   "source": [
    "favorite_retweet_table.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Favorite and retweet information for 11 tweets is missing since they could not be scraped via the API."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>tweet_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2345.000000</td>\n",
       "      <td>2345.000000</td>\n",
       "      <td>2.345000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8055.313859</td>\n",
       "      <td>3019.610661</td>\n",
       "      <td>7.422940e+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>12120.667576</td>\n",
       "      <td>5022.785279</td>\n",
       "      <td>6.833642e+16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.660209e+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1404.000000</td>\n",
       "      <td>606.000000</td>\n",
       "      <td>6.783802e+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3531.000000</td>\n",
       "      <td>1407.000000</td>\n",
       "      <td>7.189392e+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9958.000000</td>\n",
       "      <td>3515.000000</td>\n",
       "      <td>7.986979e+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>143183.000000</td>\n",
       "      <td>77228.000000</td>\n",
       "      <td>8.924206e+17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       favorite_count  retweet_count      tweet_id\n",
       "count     2345.000000    2345.000000  2.345000e+03\n",
       "mean      8055.313859    3019.610661  7.422940e+17\n",
       "std      12120.667576    5022.785279  6.833642e+16\n",
       "min          0.000000       0.000000  6.660209e+17\n",
       "25%       1404.000000     606.000000  6.783802e+17\n",
       "50%       3531.000000    1407.000000  7.189392e+17\n",
       "75%       9958.000000    3515.000000  7.986979e+17\n",
       "max     143183.000000   77228.000000  8.924206e+17"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "favorite_retweet_table.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "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": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.rating_numerator.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('max_colwidth', -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>rating_numerator</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>This is Bella. She hopes her smile made you smile. If not, she is also offering you her favorite monkey. 13.5/10 https://t.co/qjrljjt948</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>This is Jerry. He's doing a distinguished tongue slip. Slightly patronizing tbh. You think you're better than us, Jerry? 6/10 hold me back https://t.co/DkOBbwulw1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>When you're so blinded by your systematic plagiarism that you forget what day it is. 0/10 https://t.co/YbEJPkg4Ag</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>I was going to do 007/10, but the joke wasn't worth the &amp;lt;10 rating</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>RT @dog_rates: Meet Herschel. He's slightly bigger than ur average pupper. Looks lonely. Could probably ride 7/10 would totally pet https:/…</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>RT @dog_rates: Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/…</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>Who keeps sending in pictures without dogs in them? This needs to stop. 5/10 for the mediocre road https://t.co/ELqelxWMrC</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>This is Wesley. He's clearly trespassing. Seems rather h*ckin violent too. Weaponized forehead. 3/10 wouldn't let in https://t.co/pL7wbMRW7M</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>Another pic without a dog in it? What am I supposed to do? Rate the carpet? Fine I will. 7/10 looks adequately comfy https://t.co/OJZQ6I4gGd</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>This is Fido. He can tell the weather. Not good at fetch tho. Never comes when called. 4/10 would probably still pet https://t.co/4gOv2Q3iKP</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>Meet Toby. He has a drinking problem. Inflatable marijuana plant in the back is also not a good look. 7/10 cmon Toby https://t.co/Cim4DSj6Oi</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>Here's another picture without a dog in it. Idk why you guys keep sending these. 4/10 just because that's a neat rug https://t.co/mOmnL19Wsl</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>Please stop sending it pictures that don't even have a doggo or pupper in them. Churlish af. 5/10 neat couch tho https://t.co/u2c9c7qSg8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>This is one of the most reckless puppers I've ever seen. How she got a license in the first place is beyond me. 6/10 https://t.co/z5bAdtn9kd</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>This sherk must've leapt out of the water and into the canoe, trapping the human. Won't even help paddle smh. 7/10 https://t.co/KubWEqOIgO</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>Viewer discretion is advised. This is a terrible attack in progress. Not even in water (tragic af). 4/10 bad sherk https://t.co/L3U0j14N5R</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>PUPDATE: can't see any. Even if I could, I couldn't reach them to pet. 0/10 much disappointment https://t.co/c7WXaB2nqX</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>This is Percy. He fell asleep at the wheel. Irresponsible af. 7/10 absolute menace on the roadway https://t.co/QHbvtvaw8E</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>This is Harold. He looks slippery af. Probably difficult to hug. Would still try tho. 7/10 great with kids I bet https://t.co/EVuqdEO66N</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078</th>\n",
       "      <td>This is Kyle. He's a heavy drinker and an avid pot user. Just wants to be pupular. 6/10 I can't support this Kyle https://t.co/rRULp7XFnO</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>This is Charles. He's camera shy. Tail longer than average. Doesn't look overwhelmingly fluffy. 6/10 would still pet https://t.co/rXvcElhoog</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1189</th>\n",
       "      <td>This is Alexanderson. He's got a weird ass birth mark. Dreadful at fetch. Won't eat kibble. 3/10 wtf @Target https://t.co/FmxOpf2Sgl</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>This is Benedict. He's a feisty pup. Needs a brushing. Portable af. Looks very angry actually. 4/10 might not pet https://t.co/3oeFfHjv0Z</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1239</th>\n",
       "      <td>This is Steven. He's inverted af. Also very helpful. Scans anything you want for free. Takes him a while tho. 7/10 https://t.co/tA0ZiQ7JcG</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1241</th>\n",
       "      <td>This is Chester. He's clearly in charge of the other dogs. Weird ass paws. Not fit for fetch. 6/10 would still pet https://t.co/o2GvskrhHt</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1249</th>\n",
       "      <td>What hooligan sent in pictures w/out a dog in them? Churlish af. 3/10 just bc that's a neat fluffy bean bag chair https://t.co/wcwoGOkZvz</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>This is Jiminus. He's in a tub for some reason. What a jokester. Smh 7/10 churlish af https://t.co/84L4ED9Tpi</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>This is Keurig. He's a rare dog. Laughs like an idiot tho. Head is basically a weapon. Poorly maintained goatee 4/10 https://t.co/xOrUyj7K30</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1314</th>\n",
       "      <td>This is Elliot. He's blocking the roadway. Downright rude as hell. Doesn't care that you're already late. 3/10 https://t.co/FMUxir5pYu</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2239</th>\n",
       "      <td>This dog resembles a baked potato. Bed looks uncomfortable. No tail. Comes with butter tho. 3/10 petting still fun https://t.co/x89NSCEZCq</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2242</th>\n",
       "      <td>Wow. Armored dog here. Ready for battle. Face looks dangerous. Not very loyal. Lil dog on back havin a blast. 5/10 https://t.co/SyMoWrp368</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2246</th>\n",
       "      <td>This is Tedrick. He lives on the edge. Needs someone to hit the gas tho. Other than that he's a baller. 10&amp;amp;2/10 https://t.co/LvP1TTYSCN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2258</th>\n",
       "      <td>What a dog to start the day with. Very calm. Likes to chill by pond. Corkscrews sticking out of head. Obedient. 7/10 https://t.co/0nIxPTDWAZ</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2260</th>\n",
       "      <td>RT @dogratingrating: Unoriginal idea. Blatant plagiarism. Curious grammar. -5/10 https://t.co/r7XzeQZWzb</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2261</th>\n",
       "      <td>Never seen dog like this. Breathes heavy. Tilts head in a pattern. No bark. Shitty at fetch. Not even cordless. 1/10 https://t.co/i9iSGNn3fx</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2272</th>\n",
       "      <td>Two dogs in this one. Both are rare Jujitsu Pythagoreans. One slightly whiter than other. Long legs. 7/10 and 8/10 https://t.co/ITxxcc4v9y</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2274</th>\n",
       "      <td>This is Reese and Twips. Reese protects Twips. Both think they're too good for seat belts. Simply reckless. 7/10s https://t.co/uLzRi1drVK</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2276</th>\n",
       "      <td>Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2279</th>\n",
       "      <td>This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2288</th>\n",
       "      <td>These are strange dogs. All have toupees. Long neck for dogs. In a shed of sorts? Work in groups? 4/10 still petable https://t.co/PZxSarAfSN</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>This is Clybe. He is an Anemone Valdez. One ear works. Can look in 2 different directions at once. Tongue slip. 7/10 https://t.co/Ks0jZtdIrr</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2305</th>\n",
       "      <td>My goodness. Very rare dog here. Large. Tail dangerous. Kinda fat. Only eats leaves. Doesn't come when called 3/10 https://t.co/xYGdBrMS9h</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2310</th>\n",
       "      <td>Unfamiliar with this breed. Ears pointy af. Won't let go of seashell. Won't eat kibble. Not very fast. Bad dog 2/10 https://t.co/EIn5kElY1S</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2312</th>\n",
       "      <td>This is Josep. He is a Rye Manganese mix. Can drive w eyes closed. Very irresponsible. Menace on the roadways. 5/10 https://t.co/XNGeDwrtYH</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2316</th>\n",
       "      <td>Cool dog. Enjoys couch. Low monotone bark. Very nice kicks. Pisses milk (must be rare). Can't go down stairs. 4/10 https://t.co/vXMKrJC81s</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2320</th>\n",
       "      <td>Here we see a lone northeastern Cumberbatch. Half ladybug. Only builds with bricks. Very confident with body. 7/10 https://t.co/7LtjBS0GPK</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>Oh boy what a pup! Sunglasses take this one to the next level. Weirdly folds front legs. Pretty big. 6/10 https://t.co/yECbFrSArM</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2323</th>\n",
       "      <td>Here we have an Austrian Pulitzer. Collectors edition. Levitates (?). 7/10 would garden with https://t.co/NMQq6HIglK</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 https://t.co/aMCTNWO94t</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 https://t.co/LopTBkKa8h</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2330</th>\n",
       "      <td>Unique dog here. Very small. Lives in container of Frosted Flakes (?). Short legs. Must be rare 6/10 would still pet https://t.co/XMD9CwjEnM</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 https://t.co/IIXis0zta0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2338</th>\n",
       "      <td>Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/Asgdc6kuLX</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2342</th>\n",
       "      <td>Here we have a well-established sunblockerspaniel. Lost his other flip-flop. 6/10 not very waterproof https://t.co/3RU6x0vHB7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2349</th>\n",
       "      <td>This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enjoys sweat tea and Fox News. Cannot be phased. 5/10 https://t.co/4B7cOc1EDq</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                    text  \\\n",
       "45    This is Bella. She hopes her smile made you smile. If not, she is also offering you her favorite monkey. 13.5/10 https://t.co/qjrljjt948                             \n",
       "229   This is Jerry. He's doing a distinguished tongue slip. Slightly patronizing tbh. You think you're better than us, Jerry? 6/10 hold me back https://t.co/DkOBbwulw1   \n",
       "315   When you're so blinded by your systematic plagiarism that you forget what day it is. 0/10 https://t.co/YbEJPkg4Ag                                                    \n",
       "387   I was going to do 007/10, but the joke wasn't worth the &lt;10 rating                                                                                                \n",
       "462   RT @dog_rates: Meet Herschel. He's slightly bigger than ur average pupper. Looks lonely. Could probably ride 7/10 would totally pet https:/…                         \n",
       "605   RT @dog_rates: Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/…                         \n",
       "730   Who keeps sending in pictures without dogs in them? This needs to stop. 5/10 for the mediocre road https://t.co/ELqelxWMrC                                           \n",
       "765   This is Wesley. He's clearly trespassing. Seems rather h*ckin violent too. Weaponized forehead. 3/10 wouldn't let in https://t.co/pL7wbMRW7M                         \n",
       "814   Another pic without a dog in it? What am I supposed to do? Rate the carpet? Fine I will. 7/10 looks adequately comfy https://t.co/OJZQ6I4gGd                         \n",
       "883   This is Fido. He can tell the weather. Not good at fetch tho. Never comes when called. 4/10 would probably still pet https://t.co/4gOv2Q3iKP                         \n",
       "896   Meet Toby. He has a drinking problem. Inflatable marijuana plant in the back is also not a good look. 7/10 cmon Toby https://t.co/Cim4DSj6Oi                         \n",
       "912   Here's another picture without a dog in it. Idk why you guys keep sending these. 4/10 just because that's a neat rug https://t.co/mOmnL19Wsl                         \n",
       "956   Please stop sending it pictures that don't even have a doggo or pupper in them. Churlish af. 5/10 neat couch tho https://t.co/u2c9c7qSg8                             \n",
       "993   This is one of the most reckless puppers I've ever seen. How she got a license in the first place is beyond me. 6/10 https://t.co/z5bAdtn9kd                         \n",
       "998   This sherk must've leapt out of the water and into the canoe, trapping the human. Won't even help paddle smh. 7/10 https://t.co/KubWEqOIgO                           \n",
       "1004  Viewer discretion is advised. This is a terrible attack in progress. Not even in water (tragic af). 4/10 bad sherk https://t.co/L3U0j14N5R                           \n",
       "1016  PUPDATE: can't see any. Even if I could, I couldn't reach them to pet. 0/10 much disappointment https://t.co/c7WXaB2nqX                                              \n",
       "1029  This is Percy. He fell asleep at the wheel. Irresponsible af. 7/10 absolute menace on the roadway https://t.co/QHbvtvaw8E                                            \n",
       "1045  This is Harold. He looks slippery af. Probably difficult to hug. Would still try tho. 7/10 great with kids I bet https://t.co/EVuqdEO66N                             \n",
       "1078  This is Kyle. He's a heavy drinker and an avid pot user. Just wants to be pupular. 6/10 I can't support this Kyle https://t.co/rRULp7XFnO                            \n",
       "1125  This is Charles. He's camera shy. Tail longer than average. Doesn't look overwhelmingly fluffy. 6/10 would still pet https://t.co/rXvcElhoog                         \n",
       "1165  Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a                                                                                                     \n",
       "1189  This is Alexanderson. He's got a weird ass birth mark. Dreadful at fetch. Won't eat kibble. 3/10 wtf @Target https://t.co/FmxOpf2Sgl                                 \n",
       "1219  This is Benedict. He's a feisty pup. Needs a brushing. Portable af. Looks very angry actually. 4/10 might not pet https://t.co/3oeFfHjv0Z                            \n",
       "1239  This is Steven. He's inverted af. Also very helpful. Scans anything you want for free. Takes him a while tho. 7/10 https://t.co/tA0ZiQ7JcG                           \n",
       "1241  This is Chester. He's clearly in charge of the other dogs. Weird ass paws. Not fit for fetch. 6/10 would still pet https://t.co/o2GvskrhHt                           \n",
       "1249  What hooligan sent in pictures w/out a dog in them? Churlish af. 3/10 just bc that's a neat fluffy bean bag chair https://t.co/wcwoGOkZvz                            \n",
       "1300  This is Jiminus. He's in a tub for some reason. What a jokester. Smh 7/10 churlish af https://t.co/84L4ED9Tpi                                                        \n",
       "1303  This is Keurig. He's a rare dog. Laughs like an idiot tho. Head is basically a weapon. Poorly maintained goatee 4/10 https://t.co/xOrUyj7K30                         \n",
       "1314  This is Elliot. He's blocking the roadway. Downright rude as hell. Doesn't care that you're already late. 3/10 https://t.co/FMUxir5pYu                               \n",
       "...                                                                                                                                      ...                               \n",
       "2239  This dog resembles a baked potato. Bed looks uncomfortable. No tail. Comes with butter tho. 3/10 petting still fun https://t.co/x89NSCEZCq                           \n",
       "2242  Wow. Armored dog here. Ready for battle. Face looks dangerous. Not very loyal. Lil dog on back havin a blast. 5/10 https://t.co/SyMoWrp368                           \n",
       "2246  This is Tedrick. He lives on the edge. Needs someone to hit the gas tho. Other than that he's a baller. 10&amp;2/10 https://t.co/LvP1TTYSCN                          \n",
       "2258  What a dog to start the day with. Very calm. Likes to chill by pond. Corkscrews sticking out of head. Obedient. 7/10 https://t.co/0nIxPTDWAZ                         \n",
       "2260  RT @dogratingrating: Unoriginal idea. Blatant plagiarism. Curious grammar. -5/10 https://t.co/r7XzeQZWzb                                                             \n",
       "2261  Never seen dog like this. Breathes heavy. Tilts head in a pattern. No bark. Shitty at fetch. Not even cordless. 1/10 https://t.co/i9iSGNn3fx                         \n",
       "2272  Two dogs in this one. Both are rare Jujitsu Pythagoreans. One slightly whiter than other. Long legs. 7/10 and 8/10 https://t.co/ITxxcc4v9y                           \n",
       "2274  This is Reese and Twips. Reese protects Twips. Both think they're too good for seat belts. Simply reckless. 7/10s https://t.co/uLzRi1drVK                            \n",
       "2276  Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N                           \n",
       "2279  This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1                                                                                                    \n",
       "2288  These are strange dogs. All have toupees. Long neck for dogs. In a shed of sorts? Work in groups? 4/10 still petable https://t.co/PZxSarAfSN                         \n",
       "2296  This is Clybe. He is an Anemone Valdez. One ear works. Can look in 2 different directions at once. Tongue slip. 7/10 https://t.co/Ks0jZtdIrr                         \n",
       "2305  My goodness. Very rare dog here. Large. Tail dangerous. Kinda fat. Only eats leaves. Doesn't come when called 3/10 https://t.co/xYGdBrMS9h                           \n",
       "2310  Unfamiliar with this breed. Ears pointy af. Won't let go of seashell. Won't eat kibble. Not very fast. Bad dog 2/10 https://t.co/EIn5kElY1S                          \n",
       "2312  This is Josep. He is a Rye Manganese mix. Can drive w eyes closed. Very irresponsible. Menace on the roadways. 5/10 https://t.co/XNGeDwrtYH                          \n",
       "2316  Cool dog. Enjoys couch. Low monotone bark. Very nice kicks. Pisses milk (must be rare). Can't go down stairs. 4/10 https://t.co/vXMKrJC81s                           \n",
       "2320  Here we see a lone northeastern Cumberbatch. Half ladybug. Only builds with bricks. Very confident with body. 7/10 https://t.co/7LtjBS0GPK                           \n",
       "2322  Oh boy what a pup! Sunglasses take this one to the next level. Weirdly folds front legs. Pretty big. 6/10 https://t.co/yECbFrSArM                                    \n",
       "2323  Here we have an Austrian Pulitzer. Collectors edition. Levitates (?). 7/10 would garden with https://t.co/NMQq6HIglK                                                 \n",
       "2326  This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 https://t.co/aMCTNWO94t                         \n",
       "2327  This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 https://t.co/LopTBkKa8h                          \n",
       "2330  Unique dog here. Very small. Lives in container of Frosted Flakes (?). Short legs. Must be rare 6/10 would still pet https://t.co/XMD9CwjEnM                         \n",
       "2334  This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 https://t.co/IIXis0zta0                           \n",
       "2335  This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv                             \n",
       "2338  Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/Asgdc6kuLX                               \n",
       "2342  Here we have a well-established sunblockerspaniel. Lost his other flip-flop. 6/10 not very waterproof https://t.co/3RU6x0vHB7                                        \n",
       "2349  This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc                           \n",
       "2351  Here we have a 1949 1st generation vulpix. Enjoys sweat tea and Fox News. Cannot be phased. 5/10 https://t.co/4B7cOc1EDq                                             \n",
       "2352  This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx                            \n",
       "2354  This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI                          \n",
       "\n",
       "      rating_numerator  \n",
       "45    5                 \n",
       "229   6                 \n",
       "315   0                 \n",
       "387   7                 \n",
       "462   7                 \n",
       "605   1                 \n",
       "730   5                 \n",
       "765   3                 \n",
       "814   7                 \n",
       "883   4                 \n",
       "896   7                 \n",
       "912   4                 \n",
       "956   5                 \n",
       "993   6                 \n",
       "998   7                 \n",
       "1004  4                 \n",
       "1016  0                 \n",
       "1029  7                 \n",
       "1045  7                 \n",
       "1078  6                 \n",
       "1125  6                 \n",
       "1165  4                 \n",
       "1189  3                 \n",
       "1219  4                 \n",
       "1239  7                 \n",
       "1241  6                 \n",
       "1249  3                 \n",
       "1300  7                 \n",
       "1303  4                 \n",
       "1314  3                 \n",
       "...  ..                 \n",
       "2239  3                 \n",
       "2242  5                 \n",
       "2246  2                 \n",
       "2258  7                 \n",
       "2260  5                 \n",
       "2261  1                 \n",
       "2272  7                 \n",
       "2274  7                 \n",
       "2276  6                 \n",
       "2279  7                 \n",
       "2288  4                 \n",
       "2296  7                 \n",
       "2305  3                 \n",
       "2310  2                 \n",
       "2312  5                 \n",
       "2316  4                 \n",
       "2320  7                 \n",
       "2322  6                 \n",
       "2323  7                 \n",
       "2326  2                 \n",
       "2327  7                 \n",
       "2330  6                 \n",
       "2334  3                 \n",
       "2335  1                 \n",
       "2338  1                 \n",
       "2342  6                 \n",
       "2349  2                 \n",
       "2351  5                 \n",
       "2352  6                 \n",
       "2354  7                 \n",
       "\n",
       "[180 rows x 2 columns]"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_subset = tweets[['text', 'rating_numerator']]\n",
    "tweets_subset[tweets_subset.rating_numerator < 8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                      666051853826850816                                                                                                                        \n",
       "in_reply_to_status_id         NaN                                                                                                                                       \n",
       "in_reply_to_user_id           NaN                                                                                                                                       \n",
       "timestamp                     2015-11-16 00:35:11 +0000                                                                                                                 \n",
       "source                        <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>                                                        \n",
       "text                          This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc\n",
       "retweeted_status_id           NaN                                                                                                                                       \n",
       "retweeted_status_user_id      NaN                                                                                                                                       \n",
       "retweeted_status_timestamp    NaN                                                                                                                                       \n",
       "expanded_urls                 https://twitter.com/dog_rates/status/666051853826850816/photo/1                                                                           \n",
       "rating_numerator              2                                                                                                                                         \n",
       "rating_denominator            10                                                                                                                                        \n",
       "name                          an                                                                                                                                        \n",
       "doggo                         None                                                                                                                                      \n",
       "floofer                       None                                                                                                                                      \n",
       "pupper                        None                                                                                                                                      \n",
       "puppo                         None                                                                                                                                      \n",
       "Name: 2349, dtype: object"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.iloc[2349]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</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>6</th>\n",
       "      <td>666051853826850816</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>box_turtle</td>\n",
       "      <td>0.933012</td>\n",
       "      <td>False</td>\n",
       "      <td>mud_turtle</td>\n",
       "      <td>0.045885</td>\n",
       "      <td>False</td>\n",
       "      <td>terrapin</td>\n",
       "      <td>0.017885</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id                                          jpg_url  \\\n",
       "6  666051853826850816  https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg   \n",
       "\n",
       "   img_num          p1   p1_conf  p1_dog          p2   p2_conf  p2_dog  \\\n",
       "6  1        box_turtle  0.933012  False   mud_turtle  0.045885  False    \n",
       "\n",
       "         p3   p3_conf  p3_dog  \n",
       "6  terrapin  0.017885  False   "
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions[predictions.tweet_id == 666051853826850816]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Entry 45 has a 5/10 rating, but should be 13.5/10.\n",
    "There are retweets in the data set.\n",
    "Some of the pictures are not of dogs (eg. tweet_id 666051853826850816 is a turtle, but the machine learning algorithm caught this)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "scrolled": true
   },
   "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": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.rating_denominator.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "313     @jonnysun @Lin_Manuel ok jomny I know you're excited but 960/00 isn't a valid rating, 13/10 is tho                                                                       \n",
       "342     @docmisterio account started on 11/15/15                                                                                                                                 \n",
       "433     The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd                                                                      \n",
       "516     Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \\nKeep Sam smiling by clicking and sharing this link:\\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx\n",
       "784     RT @dog_rates: After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https:/…                             \n",
       "902     Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE                                                                                           \n",
       "1068    After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ                             \n",
       "1120    Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv                                                \n",
       "1165    Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a                                                                                                         \n",
       "1202    This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq                                                    \n",
       "1228    Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1                                                                            \n",
       "1254    Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12                                                             \n",
       "1274    From left to right:\\nCletus, Jerome, Alejandro, Burp, &amp; Titson\\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK                       \n",
       "1351    Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa                                                                                       \n",
       "1433    Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ                                                                             \n",
       "1598    Yes I do realize a rating of 4/20 would've been fitting. However, it would be unjust to give these cooperative pups that low of a rating                                 \n",
       "1634    Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3                                           \n",
       "1635    Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55                             \n",
       "1662    This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5                              \n",
       "1663    I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible                              \n",
       "1779    IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq                                                                                                   \n",
       "1843    Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw                                                              \n",
       "2335    This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv                                 \n",
       "Name: text, dtype: object"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets[tweets.rating_denominator != 10].text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of the scores with denominators larger than 10 are valid and are for multiple dogs.  However, several tweets had a fraction listed before the rating, and that was counted instead (eg. 9/11).  Entries where this occurs are:\n",
    "1068\n",
    "1165\n",
    "1202\n",
    "1662\n",
    "2335\n",
    "\n",
    "These entries have no scores:\n",
    "516\n",
    "1598\n",
    "1663 (contains a score, but is commenting on a previous tweet)\n",
    "\n",
    "These entries are either responses to other users or retweets\n",
    "313\n",
    "342\n",
    "784"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "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>262</th>\n",
       "      <td>842765311967449089</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-17 15:51:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Indie. She's not a fan of baths but she's definitely a fan of hide &amp;amp; seek. 12/10 click the link to help Indie\\n\\nhttps://t.co/fvGkIuAlFK https://t.co/kiCFtmJd7l</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/get-indie-home/,https://twitter.com/dog_rates/status/842765311967449089/photo/1,https://twitter.com/dog_rates/status/842765311967449089/photo/1</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Indie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>840728873075638272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-12 00:59:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: This is Pipsy. He is a fluffball. Enjoys traveling the sea &amp;amp; getting tangled in leash. 12/10 I would kill for Pipsy https://…</td>\n",
       "      <td>6.671522e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-19 01:27:25 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667152164079423490/photo/1</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Pipsy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>834458053273591808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-22 17:41:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Chester (bottom) &amp;amp; Harold (top). They are different dogs not only in appearance, but in personality as well. Both 12/10 symbiotic af https://t.co/8ZOZS2FSJe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/834458053273591808/photo/1</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Chester</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>817536400337801217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-07 01:00:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Say hello to Eugene &amp;amp; Patti Melt. No matter how dysfunctional they get, they will never top their owners. Both 12/10 would pet at same time https://t.co/jQUdvtdYMu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/817536400337801217/photo/1,https://twitter.com/dog_rates/status/817536400337801217/photo/1,https://twitter.com/dog_rates/status/817536400337801217/photo/1,https://twitter.com/dog_rates/status/817536400337801217/photo/1</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Eugene</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>814578408554463233</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-29 21:06:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Meet Beau &amp;amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https:/…</td>\n",
       "      <td>6.981954e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-02-12 17:22:12 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/698195409219559425/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Beau</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\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Sam. She smiles 24/7 &amp;amp; secretly aspires to be a reindeer. \\nKeep Sam smiling by clicking and sharing this link:\\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/sams-smile,https://twitter.com/dog_rates/status/810984652412424192/photo/1</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>799</th>\n",
       "      <td>772826264096874500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-05 15:58:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Roosevelt. He's preparing for takeoff. Make sure tray tables are in their full pupright &amp;amp; licked position\\n11/10 https://t.co/7CQkn3gHOQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/772826264096874500/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>759793422261743616</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-31 16:50:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Maggie &amp;amp; Lila. Maggie is the doggo, Lila is the pupper. They are sisters. Both 12/10 would pet at the same time https://t.co/MYwR4DQKll</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/759793422261743616/photo/1,https://twitter.com/dog_rates/status/759793422261743616/photo/1</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Maggie</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>758854675097526272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-29 02:40:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Lilli Bee &amp;amp; Honey Bear. Unfortunately, they were both born with no eyes. So heckin sad. Both 11/10 https://t.co/4UrfOZhztW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/758854675097526272/photo/1,https://twitter.com/dog_rates/status/758854675097526272/photo/1,https://twitter.com/dog_rates/status/758854675097526272/photo/1,https://twitter.com/dog_rates/status/758854675097526272/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Lilli</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>750026558547456000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-04 18:00:41 +0000</td>\n",
       "      <td>&lt;a href=\"https://about.twitter.com/products/tweetdeck\" rel=\"nofollow\"&gt;TweetDeck&lt;/a&gt;</td>\n",
       "      <td>Meet Jax &amp;amp; Jil. Jil is yelling the pledge of allegiance. If u cant take the freedom get out the kitchen Jax. 10/10s https://t.co/jrg29NDNhI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/750026558547456000/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Jax</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1104</th>\n",
       "      <td>735137028879360001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-24 15:55:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Buckley. His family &amp;amp; some neighbors came over to watch him perform but he's nervous af. 9/10 u got this pupper https://t.co/5bdCpPlno9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/735137028879360001/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Buckley</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>719367763014393856</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-11 03:33:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Sid &amp;amp; Murphy. Murphy floats alongside Sid and whispers motivational quotes in his ear. Magical af. Both 11/10 https://t.co/7mmjyearQW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/719367763014393856/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Sid</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1199</th>\n",
       "      <td>716791146589110272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-04 00:55:01 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Jennifur. She's supposed to be navigating. Not even buckled up. Insubordinate &amp;amp; churlish. 11/10 would still pet https://t.co/h0trcJohYO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/716791146589110272/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Jennifur</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>714258258790387713</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-28 01:10:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Travis and Flurp. Travis is pretty chill but Flurp can't lie down properly. 10/10 &amp;amp; 8/10\\nget it together Flurp https://t.co/Akzl5ynMmE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/714258258790387713/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Travis</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\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>From left to right:\\nCletus, Jerome, Alejandro, Burp, &amp;amp; Titson\\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/709198395643068416/photo/1</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>1366</th>\n",
       "      <td>702671118226825216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-25 01:47:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Rambo &amp;amp; Kiwi. Rambo's the pup with the sharp toes &amp;amp; rad mohawk. One stays woke while one sleeps. 10/10 for both https://t.co/MpH1Fe9LhZ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/702671118226825216/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Rambo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1421</th>\n",
       "      <td>698195409219559425</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-12 17:22:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Beau &amp;amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https://t.co/GPaoH5qWEk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/698195409219559425/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Beau</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>694352839993344000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-02 02:53:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Oliviér. He takes killer selfies. Has a dog of his own. It leaps at random &amp;amp; can't bark for shit. 10/10 &amp;amp; 5/10 https://t.co/6NgsQJuSBJ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/694352839993344000/photo/1,https://twitter.com/dog_rates/status/694352839993344000/photo/1,https://twitter.com/dog_rates/status/694352839993344000/photo/1,https://twitter.com/dog_rates/status/694352839993344000/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliviér</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1481</th>\n",
       "      <td>693280720173801472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-30 03:52:58 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Sadie and her 2 pups Shebang &amp;amp; Ruffalo. Sadie says single parenting is challenging but rewarding. All 10/10 https://t.co/UzbhwXcLne</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/693280720173801472/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Sadie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1508</th>\n",
       "      <td>691483041324204033</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-25 04:49:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>When bae says they can't go out but you see them with someone else that same night. 5/10 &amp;amp; 10/10 for heartbroken pup https://t.co/aenk0KpoWM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/691483041324204033/photo/1,https://twitter.com/dog_rates/status/691483041324204033/photo/1,https://twitter.com/dog_rates/status/691483041324204033/photo/1,https://twitter.com/dog_rates/status/691483041324204033/photo/1</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>1524</th>\n",
       "      <td>690597161306841088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-22 18:09:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Lolo. She's America af. Behind in science &amp;amp; math but can say whatever she wants on Twitter. 11/10 ...Merica https://t.co/Nwi3SYe8KA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/690597161306841088/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Lolo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1538</th>\n",
       "      <td>689835978131935233</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-20 15:44:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Fynn &amp;amp; Taco. Fynn is an all-powerful leaf lord and Taco is in the wrong place at the wrong time. 11/10 &amp;amp; 10/10 https://t.co/MuqHPvtL8c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/689835978131935233/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Fynn</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1569</th>\n",
       "      <td>687807801670897665</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-15 01:25:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Trooper &amp;amp; Maya. Trooper protects Maya from bad things like dognappers and Comcast. So touching. 11/10 for both https://t.co/c98k1IoZKy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/687807801670897665/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Trooper</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1593</th>\n",
       "      <td>686386521809772549</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-11 03:17:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Say hello to Crimson. He's a Speckled Winnebago. Main passions are air hockey &amp;amp; parkour. 11/10 would pet thoroughly https://t.co/J5aI7SjzDc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/686386521809772549/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Crimson</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>684926975086034944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-07 02:38:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Bruiser &amp;amp; Charlie. They are the best of pals. Been through it all together. Both 11/10. 1 like=1 friendship https://t.co/PEXHuvSVD4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684926975086034944/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bruiser</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1646</th>\n",
       "      <td>683834909291606017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-04 02:18:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Here we see a faulty pupper. Might need to replace batteries. Try turning off &amp;amp; back on again. 9/10 would still pet https://t.co/O1E4AtHVxO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/683834909291606017/video/1</td>\n",
       "      <td>9</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>1707</th>\n",
       "      <td>680801747103793152</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-26 17:25:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Great picture here. Dog on the right panicked &amp;amp; forgot about his tongue. Middle green dog must've fainted. All 10/10 https://t.co/31npKUAox0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680801747103793152/photo/1</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>1763</th>\n",
       "      <td>678446151570427904</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-20 05:25:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Touching scene here. Really stirs up the emotions. The bond between father &amp;amp; son. So beautiful. 10/10 for both pups https://t.co/AJWJHov5gx</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/678446151570427904/photo/1</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>1795</th>\n",
       "      <td>677314812125323265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-17 02:30:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Tassy &amp;amp; Bee. Tassy is pretty chill, but Bee is convinced the Ruffles are haunted. 10/10 &amp;amp; 11/10 respectively https://t.co/fgORpmTN9C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/677314812125323265/photo/1,https://twitter.com/dog_rates/status/677314812125323265/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Tassy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1812</th>\n",
       "      <td>676811746707918848</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-15 17:11:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Say hello to Penny &amp;amp; Gizmo. They are practicing their caroling. The ambition in the room is tangible. 9/10 for both https://t.co/aqBHjjh5VD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/676811746707918848/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Penny</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1817</th>\n",
       "      <td>676603393314578432</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-15 03:23:14 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Godzilla pupper. He had a ruff childhood &amp;amp; now deflects that pain outward by terrorizing cities. Tragic 9/10 https://t.co/g1tLGkyaxr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/676603393314578432/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Godzilla</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>675870721063669760</td>\n",
       "      <td>6.757073e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-13 02:51:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>&amp;amp; this is Yoshi. Another world record contender 11/10 (what the hell is happening why are there so many contenders?) https://t.co/QG708dDNH6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675870721063669760/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1897</th>\n",
       "      <td>674737130913071104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-09 23:47:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Rufio. He is unaware of the pink legless pupper wrapped around him. Might want to get that checked 10/10 &amp;amp; 4/10 https://t.co/KNfLnYPmYh</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674737130913071104/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Rufio</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1899</th>\n",
       "      <td>674670581682434048</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-09 19:22:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Jeb &amp;amp; Bush. Jeb is somehow stuck in that fence and Bush won't stop whispering sweet nothings in his ear. 9/10s https://t.co/NRNExUy9Hm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674670581682434048/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Jeb</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1901</th>\n",
       "      <td>674646392044941312</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-09 17:46:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Two gorgeous dogs here. Little waddling dog is a rebel. Refuses to look at camera. Must be a preteen. 5/10 &amp;amp; 8/10 https://t.co/YPfw7oahbD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674646392044941312/photo/1</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>1913</th>\n",
       "      <td>674372068062928900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-08 23:36:44 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Chesney. On the outside he stays calm &amp;amp; collected. On the inside he's having a complete mental breakdown. 10/10 https://t.co/G4m0TFY9uc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674372068062928900/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Chesney</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1931</th>\n",
       "      <td>674036086168010753</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-08 01:21:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Daisy. She has no eyes &amp;amp; her face has been blurry since birth. Quite the trooper tho. Still havin a blast. 9/10 https://t.co/jcNdw43BIP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674036086168010753/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Daisy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2031</th>\n",
       "      <td>671768281401958400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-01 19:10:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>When you try to recreate the scene from Lady &amp;amp; The Tramp but then remember you don't have a significant other. 10/10 https://t.co/TASnD8Q08S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671768281401958400/photo/1,https://twitter.com/dog_rates/status/671768281401958400/photo/1</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>2037</th>\n",
       "      <td>671561002136281088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-01 05:26:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is the best thing I've ever seen so spread it like wildfire &amp;amp; maybe we'll find the genius who created it. 13/10 https://t.co/q6RsuOVYwU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671561002136281088/photo/1</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>the</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2064</th>\n",
       "      <td>671154572044468225</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-30 02:31:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Holly. She's trying to teach small human-like pup about blocks but he's not paying attention smh. 11/10 &amp;amp; 8/10 https://t.co/RcksaUrGNu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671154572044468225/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Holly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2084</th>\n",
       "      <td>670807719151067136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-29 03:33:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Say hello to Andy. He can balance on one foot, obliterate u in checkers, &amp;amp; transform into a rug. 11/10 much talents https://t.co/idzH8JH06g</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670807719151067136/photo/1,https://twitter.com/dog_rates/status/670807719151067136/photo/1,https://twitter.com/dog_rates/status/670807719151067136/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Andy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2096</th>\n",
       "      <td>670755717859713024</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-29 00:06:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Say hello to Gin &amp;amp; Tonic. They're having a staring contest. Very very intense. 9/10 for both https://t.co/F6bI9dF16E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670755717859713024/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Gin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2137</th>\n",
       "      <td>670046952931721218</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-27 01:10:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Ben &amp;amp; Carson. It's impossible for them to tilt their heads in the same direction. Cheeky wink by Ben. 11/10s https://t.co/465sIBdvzU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670046952931721218/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Ben</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2177</th>\n",
       "      <td>669037058363662336</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-24 06:17:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Here we have Pancho and Peaches. Pancho is a Condoleezza Gryffindor, and Peaches is just an asshole. 10/10 &amp;amp; 7/10 https://t.co/Lh1BsJrWPp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669037058363662336/photo/1</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>2190</th>\n",
       "      <td>668960084974809088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-24 01:11:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Jaycob. He got scared of the vacuum. Hide &amp;amp; seek champ. Almost better than Kony. Solid shampoo selection. 10/10 https://t.co/952hUV6RiK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668960084974809088/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Jaycob</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196</th>\n",
       "      <td>668852170888998912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 18:02:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Say hello to Bobb. Bobb is a Golden High Fescue &amp;amp; a proud father of 8. Bobb sleeps while the little pups play. 11/10 https://t.co/OmxouCZ8IY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668852170888998912/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bobb</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2207</th>\n",
       "      <td>668627278264475648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 03:09:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Timofy. He's a pilot for Southwest. It's Christmas morning &amp;amp; everyone has gotten kickass gifts but him. 9/10 https://t.co/3FuNbzyPwo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668627278264475648/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Timofy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2210</th>\n",
       "      <td>668620235289837568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 02:41:01 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Say hello to Kallie. There was a tornado in the area &amp;amp; the news guy said everyone should wear a helmet. 10/10 adorbz https://t.co/AGyogHtmXx</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668620235289837568/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Kallie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2216</th>\n",
       "      <td>668537837512433665</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-22 21:13:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Spark. He's nervous. Other dog hasn't moved in a while. Won't come when called. Doesn't fetch well 8/10&amp;amp;1/10 https://t.co/stEodX9Aba</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668537837512433665/photo/1</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Spark</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2232</th>\n",
       "      <td>668221241640230912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-22 00:15:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>These two dogs are Bo &amp;amp; Smittens. Smittens is trying out a new deodorant and wanted Bo to smell it. 10/10 true pals https://t.co/4pw1QQ6udh</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668221241640230912/photo/1</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>2246</th>\n",
       "      <td>667878741721415682</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-21 01:34:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Tedrick. He lives on the edge. Needs someone to hit the gas tho. Other than that he's a baller. 10&amp;amp;2/10 https://t.co/LvP1TTYSCN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667878741721415682/photo/1</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Tedrick</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268</th>\n",
       "      <td>667517642048163840</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 01:39:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Twitter Web Client&lt;/a&gt;</td>\n",
       "      <td>This is Dook &amp;amp; Milo. Dook is struggling to find who he really is and Milo is terrified of what that might be. 8/10s https://t.co/fh5KflzBR0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667517642048163840/photo/1</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Dook</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2293</th>\n",
       "      <td>667152164079423490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-19 01:27:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Pipsy. He is a fluffball. Enjoys traveling the sea &amp;amp; getting tangled in leash. 12/10 I would kill for Pipsy https://t.co/h9R0EwKd9X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667152164079423490/photo/1</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Pipsy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2306</th>\n",
       "      <td>666835007768551424</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-18 04:27:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>These are Peruvian Feldspars. Their names are Cupit and Prencer. Both resemble Rand Paul. Sick outfits 10/10 &amp;amp; 10/10 https://t.co/ZnEMHBsAs1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666835007768551424/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "262   842765311967449089 NaN                    NaN                    \n",
       "273   840728873075638272 NaN                    NaN                    \n",
       "320   834458053273591808 NaN                    NaN                    \n",
       "461   817536400337801217 NaN                    NaN                    \n",
       "485   814578408554463233 NaN                    NaN                    \n",
       "516   810984652412424192 NaN                    NaN                    \n",
       "799   772826264096874500 NaN                    NaN                    \n",
       "889   759793422261743616 NaN                    NaN                    \n",
       "898   758854675097526272 NaN                    NaN                    \n",
       "976   750026558547456000 NaN                    NaN                    \n",
       "1104  735137028879360001 NaN                    NaN                    \n",
       "1179  719367763014393856 NaN                    NaN                    \n",
       "1199  716791146589110272 NaN                    NaN                    \n",
       "1222  714258258790387713 NaN                    NaN                    \n",
       "1274  709198395643068416 NaN                    NaN                    \n",
       "1366  702671118226825216 NaN                    NaN                    \n",
       "1421  698195409219559425 NaN                    NaN                    \n",
       "1465  694352839993344000 NaN                    NaN                    \n",
       "1481  693280720173801472 NaN                    NaN                    \n",
       "1508  691483041324204033 NaN                    NaN                    \n",
       "1524  690597161306841088 NaN                    NaN                    \n",
       "1538  689835978131935233 NaN                    NaN                    \n",
       "1569  687807801670897665 NaN                    NaN                    \n",
       "1593  686386521809772549 NaN                    NaN                    \n",
       "1621  684926975086034944 NaN                    NaN                    \n",
       "1646  683834909291606017 NaN                    NaN                    \n",
       "1707  680801747103793152 NaN                    NaN                    \n",
       "1763  678446151570427904 NaN                    NaN                    \n",
       "1795  677314812125323265 NaN                    NaN                    \n",
       "1812  676811746707918848 NaN                    NaN                    \n",
       "1817  676603393314578432 NaN                    NaN                    \n",
       "1842  675870721063669760  6.757073e+17           4.196984e+09          \n",
       "1897  674737130913071104 NaN                    NaN                    \n",
       "1899  674670581682434048 NaN                    NaN                    \n",
       "1901  674646392044941312 NaN                    NaN                    \n",
       "1913  674372068062928900 NaN                    NaN                    \n",
       "1931  674036086168010753 NaN                    NaN                    \n",
       "2031  671768281401958400 NaN                    NaN                    \n",
       "2037  671561002136281088 NaN                    NaN                    \n",
       "2064  671154572044468225 NaN                    NaN                    \n",
       "2084  670807719151067136 NaN                    NaN                    \n",
       "2096  670755717859713024 NaN                    NaN                    \n",
       "2137  670046952931721218 NaN                    NaN                    \n",
       "2177  669037058363662336 NaN                    NaN                    \n",
       "2190  668960084974809088 NaN                    NaN                    \n",
       "2196  668852170888998912 NaN                    NaN                    \n",
       "2207  668627278264475648 NaN                    NaN                    \n",
       "2210  668620235289837568 NaN                    NaN                    \n",
       "2216  668537837512433665 NaN                    NaN                    \n",
       "2232  668221241640230912 NaN                    NaN                    \n",
       "2246  667878741721415682 NaN                    NaN                    \n",
       "2268  667517642048163840 NaN                    NaN                    \n",
       "2293  667152164079423490 NaN                    NaN                    \n",
       "2306  666835007768551424 NaN                    NaN                    \n",
       "\n",
       "                      timestamp  \\\n",
       "262   2017-03-17 15:51:22 +0000   \n",
       "273   2017-03-12 00:59:17 +0000   \n",
       "320   2017-02-22 17:41:18 +0000   \n",
       "461   2017-01-07 01:00:41 +0000   \n",
       "485   2016-12-29 21:06:41 +0000   \n",
       "516   2016-12-19 23:06:23 +0000   \n",
       "799   2016-09-05 15:58:34 +0000   \n",
       "889   2016-07-31 16:50:42 +0000   \n",
       "898   2016-07-29 02:40:28 +0000   \n",
       "976   2016-07-04 18:00:41 +0000   \n",
       "1104  2016-05-24 15:55:00 +0000   \n",
       "1179  2016-04-11 03:33:34 +0000   \n",
       "1199  2016-04-04 00:55:01 +0000   \n",
       "1222  2016-03-28 01:10:13 +0000   \n",
       "1274  2016-03-14 02:04:08 +0000   \n",
       "1366  2016-02-25 01:47:04 +0000   \n",
       "1421  2016-02-12 17:22:12 +0000   \n",
       "1465  2016-02-02 02:53:12 +0000   \n",
       "1481  2016-01-30 03:52:58 +0000   \n",
       "1508  2016-01-25 04:49:38 +0000   \n",
       "1524  2016-01-22 18:09:28 +0000   \n",
       "1538  2016-01-20 15:44:48 +0000   \n",
       "1569  2016-01-15 01:25:33 +0000   \n",
       "1593  2016-01-11 03:17:53 +0000   \n",
       "1621  2016-01-07 02:38:10 +0000   \n",
       "1646  2016-01-04 02:18:42 +0000   \n",
       "1707  2015-12-26 17:25:59 +0000   \n",
       "1763  2015-12-20 05:25:42 +0000   \n",
       "1795  2015-12-17 02:30:09 +0000   \n",
       "1812  2015-12-15 17:11:09 +0000   \n",
       "1817  2015-12-15 03:23:14 +0000   \n",
       "1842  2015-12-13 02:51:51 +0000   \n",
       "1897  2015-12-09 23:47:22 +0000   \n",
       "1899  2015-12-09 19:22:56 +0000   \n",
       "1901  2015-12-09 17:46:48 +0000   \n",
       "1913  2015-12-08 23:36:44 +0000   \n",
       "1931  2015-12-08 01:21:40 +0000   \n",
       "2031  2015-12-01 19:10:13 +0000   \n",
       "2037  2015-12-01 05:26:34 +0000   \n",
       "2064  2015-11-30 02:31:34 +0000   \n",
       "2084  2015-11-29 03:33:17 +0000   \n",
       "2096  2015-11-29 00:06:39 +0000   \n",
       "2137  2015-11-27 01:10:17 +0000   \n",
       "2177  2015-11-24 06:17:19 +0000   \n",
       "2190  2015-11-24 01:11:27 +0000   \n",
       "2196  2015-11-23 18:02:38 +0000   \n",
       "2207  2015-11-23 03:09:00 +0000   \n",
       "2210  2015-11-23 02:41:01 +0000   \n",
       "2216  2015-11-22 21:13:35 +0000   \n",
       "2232  2015-11-22 00:15:33 +0000   \n",
       "2246  2015-11-21 01:34:35 +0000   \n",
       "2268  2015-11-20 01:39:42 +0000   \n",
       "2293  2015-11-19 01:27:25 +0000   \n",
       "2306  2015-11-18 04:27:09 +0000   \n",
       "\n",
       "                                                                                   source  \\\n",
       "262   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "273   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "320   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "461   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "485   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "516   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "799   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "889   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "898   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "976   <a href=\"https://about.twitter.com/products/tweetdeck\" rel=\"nofollow\">TweetDeck</a>   \n",
       "1104  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1179  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1199  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1222  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1274  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1366  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1421  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1465  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1481  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1508  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1524  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1538  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1569  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1593  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1621  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1646  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1707  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1763  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1795  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1812  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1817  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1842  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1897  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1899  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1901  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1913  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "1931  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2031  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2037  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2064  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2084  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2096  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2137  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2177  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2190  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2196  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2207  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2210  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2216  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2232  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2246  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2268  <a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>                    \n",
       "2293  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "2306  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>    \n",
       "\n",
       "                                                                                                                                                                           text  \\\n",
       "262   Meet Indie. She's not a fan of baths but she's definitely a fan of hide &amp; seek. 12/10 click the link to help Indie\\n\\nhttps://t.co/fvGkIuAlFK https://t.co/kiCFtmJd7l   \n",
       "273   RT @dog_rates: This is Pipsy. He is a fluffball. Enjoys traveling the sea &amp; getting tangled in leash. 12/10 I would kill for Pipsy https://…                            \n",
       "320   Meet Chester (bottom) &amp; Harold (top). They are different dogs not only in appearance, but in personality as well. Both 12/10 symbiotic af https://t.co/8ZOZS2FSJe       \n",
       "461   Say hello to Eugene &amp; Patti Melt. No matter how dysfunctional they get, they will never top their owners. Both 12/10 would pet at same time https://t.co/jQUdvtdYMu     \n",
       "485   RT @dog_rates: Meet Beau &amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https:/…                            \n",
       "516   Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \\nKeep Sam smiling by clicking and sharing this link:\\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx   \n",
       "799   Meet Roosevelt. He's preparing for takeoff. Make sure tray tables are in their full pupright &amp; licked position\\n11/10 https://t.co/7CQkn3gHOQ                           \n",
       "889   Meet Maggie &amp; Lila. Maggie is the doggo, Lila is the pupper. They are sisters. Both 12/10 would pet at the same time https://t.co/MYwR4DQKll                            \n",
       "898   This is Lilli Bee &amp; Honey Bear. Unfortunately, they were both born with no eyes. So heckin sad. Both 11/10 https://t.co/4UrfOZhztW                                      \n",
       "976   Meet Jax &amp; Jil. Jil is yelling the pledge of allegiance. If u cant take the freedom get out the kitchen Jax. 10/10s https://t.co/jrg29NDNhI                             \n",
       "1104  Meet Buckley. His family &amp; some neighbors came over to watch him perform but he's nervous af. 9/10 u got this pupper https://t.co/5bdCpPlno9                            \n",
       "1179  Meet Sid &amp; Murphy. Murphy floats alongside Sid and whispers motivational quotes in his ear. Magical af. Both 11/10 https://t.co/7mmjyearQW                              \n",
       "1199  Meet Jennifur. She's supposed to be navigating. Not even buckled up. Insubordinate &amp; churlish. 11/10 would still pet https://t.co/h0trcJohYO                            \n",
       "1222  Meet Travis and Flurp. Travis is pretty chill but Flurp can't lie down properly. 10/10 &amp; 8/10\\nget it together Flurp https://t.co/Akzl5ynMmE                            \n",
       "1274  From left to right:\\nCletus, Jerome, Alejandro, Burp, &amp; Titson\\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK                          \n",
       "1366  Meet Rambo &amp; Kiwi. Rambo's the pup with the sharp toes &amp; rad mohawk. One stays woke while one sleeps. 10/10 for both https://t.co/MpH1Fe9LhZ                        \n",
       "1421  Meet Beau &amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https://t.co/GPaoH5qWEk                            \n",
       "1465  Meet Oliviér. He takes killer selfies. Has a dog of his own. It leaps at random &amp; can't bark for shit. 10/10 &amp; 5/10 https://t.co/6NgsQJuSBJ                         \n",
       "1481  This is Sadie and her 2 pups Shebang &amp; Ruffalo. Sadie says single parenting is challenging but rewarding. All 10/10 https://t.co/UzbhwXcLne                             \n",
       "1508  When bae says they can't go out but you see them with someone else that same night. 5/10 &amp; 10/10 for heartbroken pup https://t.co/aenk0KpoWM                            \n",
       "1524  This is Lolo. She's America af. Behind in science &amp; math but can say whatever she wants on Twitter. 11/10 ...Merica https://t.co/Nwi3SYe8KA                             \n",
       "1538  Meet Fynn &amp; Taco. Fynn is an all-powerful leaf lord and Taco is in the wrong place at the wrong time. 11/10 &amp; 10/10 https://t.co/MuqHPvtL8c                         \n",
       "1569  Meet Trooper &amp; Maya. Trooper protects Maya from bad things like dognappers and Comcast. So touching. 11/10 for both https://t.co/c98k1IoZKy                             \n",
       "1593  Say hello to Crimson. He's a Speckled Winnebago. Main passions are air hockey &amp; parkour. 11/10 would pet thoroughly https://t.co/J5aI7SjzDc                             \n",
       "1621  Meet Bruiser &amp; Charlie. They are the best of pals. Been through it all together. Both 11/10. 1 like=1 friendship https://t.co/PEXHuvSVD4                                \n",
       "1646  Here we see a faulty pupper. Might need to replace batteries. Try turning off &amp; back on again. 9/10 would still pet https://t.co/O1E4AtHVxO                             \n",
       "1707  Great picture here. Dog on the right panicked &amp; forgot about his tongue. Middle green dog must've fainted. All 10/10 https://t.co/31npKUAox0                            \n",
       "1763  Touching scene here. Really stirs up the emotions. The bond between father &amp; son. So beautiful. 10/10 for both pups https://t.co/AJWJHov5gx                             \n",
       "1795  Meet Tassy &amp; Bee. Tassy is pretty chill, but Bee is convinced the Ruffles are haunted. 10/10 &amp; 11/10 respectively https://t.co/fgORpmTN9C                           \n",
       "1812  Say hello to Penny &amp; Gizmo. They are practicing their caroling. The ambition in the room is tangible. 9/10 for both https://t.co/aqBHjjh5VD                             \n",
       "1817  This is Godzilla pupper. He had a ruff childhood &amp; now deflects that pain outward by terrorizing cities. Tragic 9/10 https://t.co/g1tLGkyaxr                            \n",
       "1842  &amp; this is Yoshi. Another world record contender 11/10 (what the hell is happening why are there so many contenders?) https://t.co/QG708dDNH6                            \n",
       "1897  Meet Rufio. He is unaware of the pink legless pupper wrapped around him. Might want to get that checked 10/10 &amp; 4/10 https://t.co/KNfLnYPmYh                            \n",
       "1899  Meet Jeb &amp; Bush. Jeb is somehow stuck in that fence and Bush won't stop whispering sweet nothings in his ear. 9/10s https://t.co/NRNExUy9Hm                             \n",
       "1901  Two gorgeous dogs here. Little waddling dog is a rebel. Refuses to look at camera. Must be a preteen. 5/10 &amp; 8/10 https://t.co/YPfw7oahbD                               \n",
       "1913  Meet Chesney. On the outside he stays calm &amp; collected. On the inside he's having a complete mental breakdown. 10/10 https://t.co/G4m0TFY9uc                            \n",
       "1931  Meet Daisy. She has no eyes &amp; her face has been blurry since birth. Quite the trooper tho. Still havin a blast. 9/10 https://t.co/jcNdw43BIP                            \n",
       "2031  When you try to recreate the scene from Lady &amp; The Tramp but then remember you don't have a significant other. 10/10 https://t.co/TASnD8Q08S                            \n",
       "2037  This is the best thing I've ever seen so spread it like wildfire &amp; maybe we'll find the genius who created it. 13/10 https://t.co/q6RsuOVYwU                            \n",
       "2064  Meet Holly. She's trying to teach small human-like pup about blocks but he's not paying attention smh. 11/10 &amp; 8/10 https://t.co/RcksaUrGNu                             \n",
       "2084  Say hello to Andy. He can balance on one foot, obliterate u in checkers, &amp; transform into a rug. 11/10 much talents https://t.co/idzH8JH06g                             \n",
       "2096  Say hello to Gin &amp; Tonic. They're having a staring contest. Very very intense. 9/10 for both https://t.co/F6bI9dF16E                                                    \n",
       "2137  This is Ben &amp; Carson. It's impossible for them to tilt their heads in the same direction. Cheeky wink by Ben. 11/10s https://t.co/465sIBdvzU                            \n",
       "2177  Here we have Pancho and Peaches. Pancho is a Condoleezza Gryffindor, and Peaches is just an asshole. 10/10 &amp; 7/10 https://t.co/Lh1BsJrWPp                               \n",
       "2190  Meet Jaycob. He got scared of the vacuum. Hide &amp; seek champ. Almost better than Kony. Solid shampoo selection. 10/10 https://t.co/952hUV6RiK                            \n",
       "2196  Say hello to Bobb. Bobb is a Golden High Fescue &amp; a proud father of 8. Bobb sleeps while the little pups play. 11/10 https://t.co/OmxouCZ8IY                            \n",
       "2207  This is Timofy. He's a pilot for Southwest. It's Christmas morning &amp; everyone has gotten kickass gifts but him. 9/10 https://t.co/3FuNbzyPwo                            \n",
       "2210  Say hello to Kallie. There was a tornado in the area &amp; the news guy said everyone should wear a helmet. 10/10 adorbz https://t.co/AGyogHtmXx                            \n",
       "2216  This is Spark. He's nervous. Other dog hasn't moved in a while. Won't come when called. Doesn't fetch well 8/10&amp;1/10 https://t.co/stEodX9Aba                            \n",
       "2232  These two dogs are Bo &amp; Smittens. Smittens is trying out a new deodorant and wanted Bo to smell it. 10/10 true pals https://t.co/4pw1QQ6udh                             \n",
       "2246  This is Tedrick. He lives on the edge. Needs someone to hit the gas tho. Other than that he's a baller. 10&amp;2/10 https://t.co/LvP1TTYSCN                                 \n",
       "2268  This is Dook &amp; Milo. Dook is struggling to find who he really is and Milo is terrified of what that might be. 8/10s https://t.co/fh5KflzBR0                             \n",
       "2293  This is Pipsy. He is a fluffball. Enjoys traveling the sea &amp; getting tangled in leash. 12/10 I would kill for Pipsy https://t.co/h9R0EwKd9X                             \n",
       "2306  These are Peruvian Feldspars. Their names are Cupit and Prencer. Both resemble Rand Paul. Sick outfits 10/10 &amp; 10/10 https://t.co/ZnEMHBsAs1                            \n",
       "\n",
       "      retweeted_status_id  retweeted_status_user_id  \\\n",
       "262  NaN                  NaN                         \n",
       "273   6.671522e+17         4.196984e+09               \n",
       "320  NaN                  NaN                         \n",
       "461  NaN                  NaN                         \n",
       "485   6.981954e+17         4.196984e+09               \n",
       "516  NaN                  NaN                         \n",
       "799  NaN                  NaN                         \n",
       "889  NaN                  NaN                         \n",
       "898  NaN                  NaN                         \n",
       "976  NaN                  NaN                         \n",
       "1104 NaN                  NaN                         \n",
       "1179 NaN                  NaN                         \n",
       "1199 NaN                  NaN                         \n",
       "1222 NaN                  NaN                         \n",
       "1274 NaN                  NaN                         \n",
       "1366 NaN                  NaN                         \n",
       "1421 NaN                  NaN                         \n",
       "1465 NaN                  NaN                         \n",
       "1481 NaN                  NaN                         \n",
       "1508 NaN                  NaN                         \n",
       "1524 NaN                  NaN                         \n",
       "1538 NaN                  NaN                         \n",
       "1569 NaN                  NaN                         \n",
       "1593 NaN                  NaN                         \n",
       "1621 NaN                  NaN                         \n",
       "1646 NaN                  NaN                         \n",
       "1707 NaN                  NaN                         \n",
       "1763 NaN                  NaN                         \n",
       "1795 NaN                  NaN                         \n",
       "1812 NaN                  NaN                         \n",
       "1817 NaN                  NaN                         \n",
       "1842 NaN                  NaN                         \n",
       "1897 NaN                  NaN                         \n",
       "1899 NaN                  NaN                         \n",
       "1901 NaN                  NaN                         \n",
       "1913 NaN                  NaN                         \n",
       "1931 NaN                  NaN                         \n",
       "2031 NaN                  NaN                         \n",
       "2037 NaN                  NaN                         \n",
       "2064 NaN                  NaN                         \n",
       "2084 NaN                  NaN                         \n",
       "2096 NaN                  NaN                         \n",
       "2137 NaN                  NaN                         \n",
       "2177 NaN                  NaN                         \n",
       "2190 NaN                  NaN                         \n",
       "2196 NaN                  NaN                         \n",
       "2207 NaN                  NaN                         \n",
       "2210 NaN                  NaN                         \n",
       "2216 NaN                  NaN                         \n",
       "2232 NaN                  NaN                         \n",
       "2246 NaN                  NaN                         \n",
       "2268 NaN                  NaN                         \n",
       "2293 NaN                  NaN                         \n",
       "2306 NaN                  NaN                         \n",
       "\n",
       "     retweeted_status_timestamp  \\\n",
       "262   NaN                         \n",
       "273   2015-11-19 01:27:25 +0000   \n",
       "320   NaN                         \n",
       "461   NaN                         \n",
       "485   2016-02-12 17:22:12 +0000   \n",
       "516   NaN                         \n",
       "799   NaN                         \n",
       "889   NaN                         \n",
       "898   NaN                         \n",
       "976   NaN                         \n",
       "1104  NaN                         \n",
       "1179  NaN                         \n",
       "1199  NaN                         \n",
       "1222  NaN                         \n",
       "1274  NaN                         \n",
       "1366  NaN                         \n",
       "1421  NaN                         \n",
       "1465  NaN                         \n",
       "1481  NaN                         \n",
       "1508  NaN                         \n",
       "1524  NaN                         \n",
       "1538  NaN                         \n",
       "1569  NaN                         \n",
       "1593  NaN                         \n",
       "1621  NaN                         \n",
       "1646  NaN                         \n",
       "1707  NaN                         \n",
       "1763  NaN                         \n",
       "1795  NaN                         \n",
       "1812  NaN                         \n",
       "1817  NaN                         \n",
       "1842  NaN                         \n",
       "1897  NaN                         \n",
       "1899  NaN                         \n",
       "1901  NaN                         \n",
       "1913  NaN                         \n",
       "1931  NaN                         \n",
       "2031  NaN                         \n",
       "2037  NaN                         \n",
       "2064  NaN                         \n",
       "2084  NaN                         \n",
       "2096  NaN                         \n",
       "2137  NaN                         \n",
       "2177  NaN                         \n",
       "2190  NaN                         \n",
       "2196  NaN                         \n",
       "2207  NaN                         \n",
       "2210  NaN                         \n",
       "2216  NaN                         \n",
       "2232  NaN                         \n",
       "2246  NaN                         \n",
       "2268  NaN                         \n",
       "2293  NaN                         \n",
       "2306  NaN                         \n",
       "\n",
       "                                                                                                                                                                                                                                                        expanded_urls  \\\n",
       "262   https://www.gofundme.com/get-indie-home/,https://twitter.com/dog_rates/status/842765311967449089/photo/1,https://twitter.com/dog_rates/status/842765311967449089/photo/1                                                                                          \n",
       "273   https://twitter.com/dog_rates/status/667152164079423490/photo/1                                                                                                                                                                                                   \n",
       "320   https://twitter.com/dog_rates/status/834458053273591808/photo/1                                                                                                                                                                                                   \n",
       "461   https://twitter.com/dog_rates/status/817536400337801217/photo/1,https://twitter.com/dog_rates/status/817536400337801217/photo/1,https://twitter.com/dog_rates/status/817536400337801217/photo/1,https://twitter.com/dog_rates/status/817536400337801217/photo/1   \n",
       "485   https://twitter.com/dog_rates/status/698195409219559425/photo/1                                                                                                                                                                                                   \n",
       "516   https://www.gofundme.com/sams-smile,https://twitter.com/dog_rates/status/810984652412424192/photo/1                                                                                                                                                               \n",
       "799   https://twitter.com/dog_rates/status/772826264096874500/photo/1                                                                                                                                                                                                   \n",
       "889   https://twitter.com/dog_rates/status/759793422261743616/photo/1,https://twitter.com/dog_rates/status/759793422261743616/photo/1                                                                                                                                   \n",
       "898   https://twitter.com/dog_rates/status/758854675097526272/photo/1,https://twitter.com/dog_rates/status/758854675097526272/photo/1,https://twitter.com/dog_rates/status/758854675097526272/photo/1,https://twitter.com/dog_rates/status/758854675097526272/photo/1   \n",
       "976   https://twitter.com/dog_rates/status/750026558547456000/photo/1                                                                                                                                                                                                   \n",
       "1104  https://twitter.com/dog_rates/status/735137028879360001/photo/1                                                                                                                                                                                                   \n",
       "1179  https://twitter.com/dog_rates/status/719367763014393856/photo/1                                                                                                                                                                                                   \n",
       "1199  https://twitter.com/dog_rates/status/716791146589110272/photo/1                                                                                                                                                                                                   \n",
       "1222  https://twitter.com/dog_rates/status/714258258790387713/photo/1                                                                                                                                                                                                   \n",
       "1274  https://twitter.com/dog_rates/status/709198395643068416/photo/1                                                                                                                                                                                                   \n",
       "1366  https://twitter.com/dog_rates/status/702671118226825216/photo/1                                                                                                                                                                                                   \n",
       "1421  https://twitter.com/dog_rates/status/698195409219559425/photo/1                                                                                                                                                                                                   \n",
       "1465  https://twitter.com/dog_rates/status/694352839993344000/photo/1,https://twitter.com/dog_rates/status/694352839993344000/photo/1,https://twitter.com/dog_rates/status/694352839993344000/photo/1,https://twitter.com/dog_rates/status/694352839993344000/photo/1   \n",
       "1481  https://twitter.com/dog_rates/status/693280720173801472/photo/1                                                                                                                                                                                                   \n",
       "1508  https://twitter.com/dog_rates/status/691483041324204033/photo/1,https://twitter.com/dog_rates/status/691483041324204033/photo/1,https://twitter.com/dog_rates/status/691483041324204033/photo/1,https://twitter.com/dog_rates/status/691483041324204033/photo/1   \n",
       "1524  https://twitter.com/dog_rates/status/690597161306841088/photo/1                                                                                                                                                                                                   \n",
       "1538  https://twitter.com/dog_rates/status/689835978131935233/photo/1                                                                                                                                                                                                   \n",
       "1569  https://twitter.com/dog_rates/status/687807801670897665/photo/1                                                                                                                                                                                                   \n",
       "1593  https://twitter.com/dog_rates/status/686386521809772549/photo/1                                                                                                                                                                                                   \n",
       "1621  https://twitter.com/dog_rates/status/684926975086034944/photo/1                                                                                                                                                                                                   \n",
       "1646  https://twitter.com/dog_rates/status/683834909291606017/video/1                                                                                                                                                                                                   \n",
       "1707  https://twitter.com/dog_rates/status/680801747103793152/photo/1                                                                                                                                                                                                   \n",
       "1763  https://twitter.com/dog_rates/status/678446151570427904/photo/1                                                                                                                                                                                                   \n",
       "1795  https://twitter.com/dog_rates/status/677314812125323265/photo/1,https://twitter.com/dog_rates/status/677314812125323265/photo/1                                                                                                                                   \n",
       "1812  https://twitter.com/dog_rates/status/676811746707918848/photo/1                                                                                                                                                                                                   \n",
       "1817  https://twitter.com/dog_rates/status/676603393314578432/photo/1                                                                                                                                                                                                   \n",
       "1842  https://twitter.com/dog_rates/status/675870721063669760/photo/1                                                                                                                                                                                                   \n",
       "1897  https://twitter.com/dog_rates/status/674737130913071104/photo/1                                                                                                                                                                                                   \n",
       "1899  https://twitter.com/dog_rates/status/674670581682434048/photo/1                                                                                                                                                                                                   \n",
       "1901  https://twitter.com/dog_rates/status/674646392044941312/photo/1                                                                                                                                                                                                   \n",
       "1913  https://twitter.com/dog_rates/status/674372068062928900/photo/1                                                                                                                                                                                                   \n",
       "1931  https://twitter.com/dog_rates/status/674036086168010753/photo/1                                                                                                                                                                                                   \n",
       "2031  https://twitter.com/dog_rates/status/671768281401958400/photo/1,https://twitter.com/dog_rates/status/671768281401958400/photo/1                                                                                                                                   \n",
       "2037  https://twitter.com/dog_rates/status/671561002136281088/photo/1                                                                                                                                                                                                   \n",
       "2064  https://twitter.com/dog_rates/status/671154572044468225/photo/1                                                                                                                                                                                                   \n",
       "2084  https://twitter.com/dog_rates/status/670807719151067136/photo/1,https://twitter.com/dog_rates/status/670807719151067136/photo/1,https://twitter.com/dog_rates/status/670807719151067136/photo/1                                                                   \n",
       "2096  https://twitter.com/dog_rates/status/670755717859713024/photo/1                                                                                                                                                                                                   \n",
       "2137  https://twitter.com/dog_rates/status/670046952931721218/photo/1                                                                                                                                                                                                   \n",
       "2177  https://twitter.com/dog_rates/status/669037058363662336/photo/1                                                                                                                                                                                                   \n",
       "2190  https://twitter.com/dog_rates/status/668960084974809088/photo/1                                                                                                                                                                                                   \n",
       "2196  https://twitter.com/dog_rates/status/668852170888998912/photo/1                                                                                                                                                                                                   \n",
       "2207  https://twitter.com/dog_rates/status/668627278264475648/photo/1                                                                                                                                                                                                   \n",
       "2210  https://twitter.com/dog_rates/status/668620235289837568/photo/1                                                                                                                                                                                                   \n",
       "2216  https://twitter.com/dog_rates/status/668537837512433665/photo/1                                                                                                                                                                                                   \n",
       "2232  https://twitter.com/dog_rates/status/668221241640230912/photo/1                                                                                                                                                                                                   \n",
       "2246  https://twitter.com/dog_rates/status/667878741721415682/photo/1                                                                                                                                                                                                   \n",
       "2268  https://twitter.com/dog_rates/status/667517642048163840/photo/1                                                                                                                                                                                                   \n",
       "2293  https://twitter.com/dog_rates/status/667152164079423490/photo/1                                                                                                                                                                                                   \n",
       "2306  https://twitter.com/dog_rates/status/666835007768551424/photo/1                                                                                                                                                                                                   \n",
       "\n",
       "      rating_numerator  rating_denominator       name  doggo floofer  pupper  \\\n",
       "262   12                10                  Indie      None   None    None     \n",
       "273   12                10                  Pipsy      None   None    None     \n",
       "320   12                10                  Chester    None   None    None     \n",
       "461   12                10                  Eugene     None   None    None     \n",
       "485   9                 10                  Beau       None   None    None     \n",
       "516   24                7                   Sam        None   None    None     \n",
       "799   11                10                  Roosevelt  None   None    None     \n",
       "889   12                10                  Maggie     doggo  None    pupper   \n",
       "898   11                10                  Lilli      None   None    None     \n",
       "976   10                10                  Jax        None   None    None     \n",
       "1104  9                 10                  Buckley    None   None    pupper   \n",
       "1179  11                10                  Sid        None   None    None     \n",
       "1199  11                10                  Jennifur   None   None    None     \n",
       "1222  10                10                  Travis     None   None    None     \n",
       "1274  45                50                  None       None   None    None     \n",
       "1366  10                10                  Rambo      None   None    None     \n",
       "1421  9                 10                  Beau       None   None    None     \n",
       "1465  10                10                  Oliviér    None   None    None     \n",
       "1481  10                10                  Sadie      None   None    None     \n",
       "1508  5                 10                  None       None   None    None     \n",
       "1524  11                10                  Lolo       None   None    None     \n",
       "1538  11                10                  Fynn       None   None    None     \n",
       "1569  11                10                  Trooper    None   None    None     \n",
       "1593  11                10                  Crimson    None   None    None     \n",
       "1621  11                10                  Bruiser    None   None    None     \n",
       "1646  9                 10                  None       None   None    pupper   \n",
       "1707  10                10                  None       None   None    None     \n",
       "1763  10                10                  None       None   None    None     \n",
       "1795  10                10                  Tassy      None   None    None     \n",
       "1812  9                 10                  Penny      None   None    None     \n",
       "1817  9                 10                  Godzilla   None   None    pupper   \n",
       "1842  11                10                  None       None   None    None     \n",
       "1897  10                10                  Rufio      None   None    pupper   \n",
       "1899  9                 10                  Jeb        None   None    None     \n",
       "1901  5                 10                  None       None   None    None     \n",
       "1913  10                10                  Chesney    None   None    None     \n",
       "1931  9                 10                  Daisy      None   None    None     \n",
       "2031  10                10                  None       None   None    None     \n",
       "2037  13                10                  the        None   None    None     \n",
       "2064  11                10                  Holly      None   None    None     \n",
       "2084  11                10                  Andy       None   None    None     \n",
       "2096  9                 10                  Gin        None   None    None     \n",
       "2137  11                10                  Ben        None   None    None     \n",
       "2177  10                10                  None       None   None    None     \n",
       "2190  10                10                  Jaycob     None   None    None     \n",
       "2196  11                10                  Bobb       None   None    None     \n",
       "2207  9                 10                  Timofy     None   None    None     \n",
       "2210  10                10                  Kallie     None   None    None     \n",
       "2216  8                 10                  Spark      None   None    None     \n",
       "2232  10                10                  None       None   None    None     \n",
       "2246  2                 10                  Tedrick    None   None    None     \n",
       "2268  8                 10                  Dook       None   None    None     \n",
       "2293  12                10                  Pipsy      None   None    None     \n",
       "2306  10                10                  None       None   None    None     \n",
       "\n",
       "     puppo  \n",
       "262   None  \n",
       "273   None  \n",
       "320   None  \n",
       "461   None  \n",
       "485   None  \n",
       "516   None  \n",
       "799   None  \n",
       "889   None  \n",
       "898   None  \n",
       "976   None  \n",
       "1104  None  \n",
       "1179  None  \n",
       "1199  None  \n",
       "1222  None  \n",
       "1274  None  \n",
       "1366  None  \n",
       "1421  None  \n",
       "1465  None  \n",
       "1481  None  \n",
       "1508  None  \n",
       "1524  None  \n",
       "1538  None  \n",
       "1569  None  \n",
       "1593  None  \n",
       "1621  None  \n",
       "1646  None  \n",
       "1707  None  \n",
       "1763  None  \n",
       "1795  None  \n",
       "1812  None  \n",
       "1817  None  \n",
       "1842  None  \n",
       "1897  None  \n",
       "1899  None  \n",
       "1901  None  \n",
       "1913  None  \n",
       "1931  None  \n",
       "2031  None  \n",
       "2037  None  \n",
       "2064  None  \n",
       "2084  None  \n",
       "2096  None  \n",
       "2137  None  \n",
       "2177  None  \n",
       "2190  None  \n",
       "2196  None  \n",
       "2207  None  \n",
       "2210  None  \n",
       "2216  None  \n",
       "2232  None  \n",
       "2246  None  \n",
       "2268  None  \n",
       "2293  None  \n",
       "2306  None  "
      ]
     },
     "execution_count": 327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets[tweets.text.str.contains('&amp;')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ampersand symbol was recorded with amp; following it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                      677716515794329600                                                                \n",
       "in_reply_to_status_id         NaN                                                                               \n",
       "in_reply_to_user_id           NaN                                                                               \n",
       "timestamp                     2015-12-18 05:06:23 +0000                                                         \n",
       "source                        <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>\n",
       "text                          IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq            \n",
       "retweeted_status_id           NaN                                                                               \n",
       "retweeted_status_user_id      NaN                                                                               \n",
       "retweeted_status_timestamp    NaN                                                                               \n",
       "expanded_urls                 https://twitter.com/dog_rates/status/677716515794329600/photo/1                   \n",
       "rating_numerator              144                                                                               \n",
       "rating_denominator            120                                                                               \n",
       "name                          None                                                                              \n",
       "doggo                         None                                                                              \n",
       "floofer                       None                                                                              \n",
       "pupper                        None                                                                              \n",
       "puppo                         None                                                                              \n",
       "Name: 1779, dtype: object"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.iloc[1779]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                      820690176645140481                                                                                                                                                                             \n",
       "in_reply_to_status_id         NaN                                                                                                                                                                                            \n",
       "in_reply_to_user_id           NaN                                                                                                                                                                                            \n",
       "timestamp                     2017-01-15 17:52:40 +0000                                                                                                                                                                      \n",
       "source                        <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>                                                                                                             \n",
       "text                          The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd                                                                                            \n",
       "retweeted_status_id           NaN                                                                                                                                                                                            \n",
       "retweeted_status_user_id      NaN                                                                                                                                                                                            \n",
       "retweeted_status_timestamp    NaN                                                                                                                                                                                            \n",
       "expanded_urls                 https://twitter.com/dog_rates/status/820690176645140481/photo/1,https://twitter.com/dog_rates/status/820690176645140481/photo/1,https://twitter.com/dog_rates/status/820690176645140481/photo/1\n",
       "rating_numerator              84                                                                                                                                                                                             \n",
       "rating_denominator            70                                                                                                                                                                                             \n",
       "name                          None                                                                                                                                                                                           \n",
       "doggo                         None                                                                                                                                                                                           \n",
       "floofer                       None                                                                                                                                                                                           \n",
       "pupper                        None                                                                                                                                                                                           \n",
       "puppo                         None                                                                                                                                                                                           \n",
       "Name: 433, dtype: object"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.iloc[433]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "row 1779 contained 'PUPPERGEDDON' and row 433 'floofs', but there is no classification listed, probably because they didn't exactly match 'pupper' or 'floofer.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "None         745\n",
       "a            55 \n",
       "Charlie      12 \n",
       "Oliver       11 \n",
       "Cooper       11 \n",
       "Lucy         11 \n",
       "Tucker       10 \n",
       "Penny        10 \n",
       "Lola         10 \n",
       "Bo           9  \n",
       "Winston      9  \n",
       "Sadie        8  \n",
       "the          8  \n",
       "Bailey       7  \n",
       "an           7  \n",
       "Buddy        7  \n",
       "Daisy        7  \n",
       "Toby         7  \n",
       "Stanley      6  \n",
       "Rusty        6  \n",
       "Jax          6  \n",
       "Jack         6  \n",
       "Dave         6  \n",
       "Milo         6  \n",
       "Scout        6  \n",
       "Bella        6  \n",
       "Oscar        6  \n",
       "Leo          6  \n",
       "Koda         6  \n",
       "George       5  \n",
       "            ..  \n",
       "Pluto        1  \n",
       "Nida         1  \n",
       "Terrenth     1  \n",
       "Finnegus     1  \n",
       "Dewey        1  \n",
       "Jerome       1  \n",
       "Major        1  \n",
       "Katie        1  \n",
       "Sully        1  \n",
       "Rey          1  \n",
       "Kallie       1  \n",
       "Beckham      1  \n",
       "Ed           1  \n",
       "Tater        1  \n",
       "Sparky       1  \n",
       "Ruffles      1  \n",
       "Bloop        1  \n",
       "Beebop       1  \n",
       "Barclay      1  \n",
       "Biden        1  \n",
       "Burt         1  \n",
       "Pepper       1  \n",
       "Herb         1  \n",
       "Emma         1  \n",
       "Rolf         1  \n",
       "this         1  \n",
       "Tuck         1  \n",
       "Dobby        1  \n",
       "Ebby         1  \n",
       "Sojourner    1  \n",
       "Name: name, Length: 957, dtype: int64"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.name.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "a, an, and the are listed as dog names. None is listed as a name."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "a               55\n",
       "the             8 \n",
       "an              7 \n",
       "very            5 \n",
       "one             4 \n",
       "just            4 \n",
       "quite           4 \n",
       "getting         2 \n",
       "mad             2 \n",
       "actually        2 \n",
       "not             2 \n",
       "unacceptable    1 \n",
       "my              1 \n",
       "light           1 \n",
       "this            1 \n",
       "all             1 \n",
       "incredibly      1 \n",
       "infuriating     1 \n",
       "his             1 \n",
       "old             1 \n",
       "officially      1 \n",
       "space           1 \n",
       "life            1 \n",
       "such            1 \n",
       "by              1 \n",
       "Name: name, dtype: int64"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets[tweets.name.str.islower()].name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>I've yet to rate a Venezuelan Hover Wiener. This is such an honor. 14/10 paw-inspiring af (IG: roxy.thedoxy) https://t.co/20VrLAA8ba</td>\n",
       "      <td>such</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Here is a pupper approaching maximum borkdrive. Zooming at never before seen speeds. 14/10 paw-inspiring af \\n(IG: puffie_the_chow) https://t.co/ghXBIIeQZF</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>RT @dog_rates: We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10…</td>\n",
       "      <td>quite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10 https://t.co/g2nSyGenG9</td>\n",
       "      <td>quite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Guys, we only rate dogs. This is quite clearly a bulbasaur. Please only send dogs. Thank you... 12/10 human used pet, it's super effective https://t.co/Xc7uj1C64x</td>\n",
       "      <td>quite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>There's going to be a dog terminal at JFK Airport. This is not a drill. 10/10  \\nhttps://t.co/dp5h9bCwU7</td>\n",
       "      <td>not</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Occasionally, we're sent fantastic stories. This is one of them. 14/10 for Grace https://t.co/bZ4axuH6OK</td>\n",
       "      <td>one</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>We only rate dogs. Please stop sending in non-canines like this Freudian Poof Lion. This is incredibly frustrating... 11/10 https://t.co/IZidSrBvhi</td>\n",
       "      <td>incredibly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>Here is a perfect example of someone who has their priorities in order. 13/10 for both owner and Forrest https://t.co/LRyMrU7Wfq</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>RT @dog_rates: Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX</td>\n",
       "      <td>mad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>RT @dog_rates: This is an East African Chalupa Seal. We only rate dogs. Please only send in dogs. Thank you... 10/10 https://t.co/iHe6liLwWR</td>\n",
       "      <td>an</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>RT @dog_rates: We only rate dogs. Pls stop sending in non-canines like this Mongolian grass snake. This is very frustrating. 11/10 https://…</td>\n",
       "      <td>very</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>Guys this is getting so out of hand. We only rate dogs. This is a Galapagos Speed Panda. Pls only send dogs... 10/10 https://t.co/8lpAGaZRFn</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>We only rate dogs. Pls stop sending in non-canines like this Arctic Floof Kangaroo. This is very frustrating. 11/10 https://t.co/qlUDuPoE3d</td>\n",
       "      <td>very</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>RT @dog_rates: This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC</td>\n",
       "      <td>just</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>This is my dog. Her name is Zoey. She knows I've been rating other dogs. She's not happy. 13/10 no bias at all https://t.co/ep1NkYoiwB</td>\n",
       "      <td>my</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>This is one of the most inspirational stories I've ever come across. I have no words. 14/10 for both doggo and owner https://t.co/I5ld3eKD5k</td>\n",
       "      <td>one</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>What jokester sent in a pic without a dog in it? This is not @rock_rates. This is @dog_rates. Thank you ...10/10 https://t.co/nDPaYHrtNX</td>\n",
       "      <td>not</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>That is Quizno. This is his beach. He does not tolerate human shenanigans on his beach. 10/10 reclaim ur land doggo https://t.co/vdr7DaRSa7</td>\n",
       "      <td>his</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>This is one of the most reckless puppers I've ever seen. How she got a license in the first place is beyond me. 6/10 https://t.co/z5bAdtn9kd</td>\n",
       "      <td>one</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>This is a mighty rare blue-tailed hammer sherk. Human almost lost a limb trying to take these. Be careful guys. 8/10 https://t.co/TGenMeXreW</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>Viewer discretion is advised. This is a terrible attack in progress. Not even in water (tragic af). 4/10 bad sherk https://t.co/L3U0j14N5R</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>This is a carrot. We only rate dogs. Please only send in dogs. You all really should know this by now ...11/10 https://t.co/9e48aPrBm2</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>This is an Iraqi Speed Kangaroo. It is not a dog. Please only send in dogs. I'm very angry with all of you ...9/10 https://t.co/5qpBTTpgUt</td>\n",
       "      <td>an</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>We only rate dogs. Pls stop sending in non-canines like this Jamaican Flop Seal. This is very very frustrating. 9/10 https://t.co/nc53zEN0hZ</td>\n",
       "      <td>very</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>This is actually a pupper and I'd pet it so well. 12/10\\nhttps://t.co/RNqS7C4Y4N</td>\n",
       "      <td>actually</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>This is a very rare Great Alaskan Bush Pupper. Hard to stumble upon without spooking. 12/10 would pet passionately https://t.co/xOBKCdpzaa</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC</td>\n",
       "      <td>just</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>This is getting incredibly frustrating. This is a Mexican Golden Beaver. We only rate dogs. Only send dogs ...10/10 https://t.co/0yolOOyD3X</td>\n",
       "      <td>getting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX</td>\n",
       "      <td>mad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2191</th>\n",
       "      <td>This is a Slovakian Helter Skelter Feta named Leroi. Likes to skip on roofs. Good traction. Much balance. 10/10 wow! https://t.co/Dmy2mY2Qj5</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2198</th>\n",
       "      <td>This is a wild Toblerone from Papua New Guinea. Mouth always open. Addicted to hay. Acts blind. 7/10 handsome dog https://t.co/IGmVbz07tZ</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2204</th>\n",
       "      <td>This is an Irish Rigatoni terrier named Berta. Completely made of rope. No eyes. Quite large. Loves to dance. 10/10 https://t.co/EM5fDykrJg</td>\n",
       "      <td>an</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2211</th>\n",
       "      <td>Here is a horned dog. Much grace. Can jump over moons (dam!). Paws not soft. Bad at barking. 7/10 can still pet tho https://t.co/2Su7gmsnZm</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2212</th>\n",
       "      <td>Never forget this vine. You will not stop watching for at least 15 minutes. This is the second coveted.. 13/10 https://t.co/roqIxCvEB3</td>\n",
       "      <td>the</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2218</th>\n",
       "      <td>This is a Birmingham Quagmire named Chuk. Loves to relax and watch the game while sippin on that iced mocha. 10/10 https://t.co/HvNg9JWxFt</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2222</th>\n",
       "      <td>Here is a mother dog caring for her pups. Snazzy red mohawk. Doesn't wag tail. Pups look confused. Overall 4/10 https://t.co/YOHe6lf09m</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2235</th>\n",
       "      <td>This is a Trans Siberian Kellogg named Alfonso. Huge ass eyeballs. Actually Dobby from Harry Potter. 7/10 https://t.co/XpseHBlAAb</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249</th>\n",
       "      <td>This is a Shotokon Macadamia mix named Cheryl. Sophisticated af. Looks like a disappointed librarian. Shh (lol) 9/10 https://t.co/J4GnJ5Swba</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2255</th>\n",
       "      <td>This is a rare Hungarian Pinot named Jessiga. She is either mid-stroke or got stuck in the washing machine. 8/10 https://t.co/ZU0i0KJyqD</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2264</th>\n",
       "      <td>This is a southwest Coriander named Klint. Hat looks expensive. Still on house arrest :(\\n9/10 https://t.co/IQTOMqDUIe</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2273</th>\n",
       "      <td>This is a northern Wahoo named Kohl. He runs this town. Chases tumbleweeds. Draws gun wicked fast. 11/10 legendary https://t.co/J4vn2rOYFk</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2287</th>\n",
       "      <td>This is a Dasani Kingfisher from Maine. His name is Daryl. Daryl doesn't like being swallowed by a panda. 8/10 https://t.co/jpaeu6LNmW</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2304</th>\n",
       "      <td>This is a curly Ticonderoga named Pepe. No feet. Loves to jet ski. 11/10 would hug until forever https://t.co/cyDfaK8NBc</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2311</th>\n",
       "      <td>This is a purebred Bacardi named Octaviath. Can shoot spaghetti out of mouth. 10/10 https://t.co/uEvsGLOFHa</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2314</th>\n",
       "      <td>This is a golden Buckminsterfullerene named Johm. Drives trucks. Lumberjack (?). Enjoys wall. 8/10 would hug softly https://t.co/uQbZJM2DQB</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 https://t.co/aMCTNWO94t</td>\n",
       "      <td>quite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 https://t.co/LopTBkKa8h</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>This is an extremely rare horned Parthenon. Not amused. Wears shoes. Overall very nice. 9/10 would pet aggressively https://t.co/QpRjllzWAL</td>\n",
       "      <td>an</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 https://t.co/IIXis0zta0</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv</td>\n",
       "      <td>an</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2345</th>\n",
       "      <td>This is the happiest dog you will ever see. Very committed owner. Nice couch. 10/10 https://t.co/RhUEAloehK</td>\n",
       "      <td>the</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2346</th>\n",
       "      <td>Here is the Rand Paul of retrievers folks! He's probably good at poker. Can drink beer (lol rad). 8/10 good dog https://t.co/pYAJkAe76p</td>\n",
       "      <td>the</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2347</th>\n",
       "      <td>My oh my. This is a rare blond Canadian terrier on wheels. Only $8.98. Rather docile. 9/10 very rare https://t.co/yWBqbrzy8O</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2348</th>\n",
       "      <td>Here is a Siberian heavily armored polar bear mix. Strong owner. 10/10 I would do unspeakable things to pet this dog https://t.co/rdivxLiqEt</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2349</th>\n",
       "      <td>This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc</td>\n",
       "      <td>an</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2350</th>\n",
       "      <td>This is a truly beautiful English Wilson Staff retriever. Has a nice phone. Privileged. 10/10 would trade lives with https://t.co/fvIbQfHjIe</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>Here is a very happy pup. Big fan of well-maintained decks. Just look at that tongue. 9/10 would cuddle af https://t.co/y671yMhoiR</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>109 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                    text  \\\n",
       "22    I've yet to rate a Venezuelan Hover Wiener. This is such an honor. 14/10 paw-inspiring af (IG: roxy.thedoxy) https://t.co/20VrLAA8ba                                 \n",
       "56    Here is a pupper approaching maximum borkdrive. Zooming at never before seen speeds. 14/10 paw-inspiring af \\n(IG: puffie_the_chow) https://t.co/ghXBIIeQZF          \n",
       "118   RT @dog_rates: We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10…                         \n",
       "169   We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10 https://t.co/g2nSyGenG9                 \n",
       "193   Guys, we only rate dogs. This is quite clearly a bulbasaur. Please only send dogs. Thank you... 12/10 human used pet, it's super effective https://t.co/Xc7uj1C64x   \n",
       "335   There's going to be a dog terminal at JFK Airport. This is not a drill. 10/10  \\nhttps://t.co/dp5h9bCwU7                                                             \n",
       "369   Occasionally, we're sent fantastic stories. This is one of them. 14/10 for Grace https://t.co/bZ4axuH6OK                                                             \n",
       "542   We only rate dogs. Please stop sending in non-canines like this Freudian Poof Lion. This is incredibly frustrating... 11/10 https://t.co/IZidSrBvhi                  \n",
       "649   Here is a perfect example of someone who has their priorities in order. 13/10 for both owner and Forrest https://t.co/LRyMrU7Wfq                                     \n",
       "682   RT @dog_rates: Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX                                   \n",
       "759   RT @dog_rates: This is an East African Chalupa Seal. We only rate dogs. Please only send in dogs. Thank you... 10/10 https://t.co/iHe6liLwWR                         \n",
       "773   RT @dog_rates: We only rate dogs. Pls stop sending in non-canines like this Mongolian grass snake. This is very frustrating. 11/10 https://…                         \n",
       "801   Guys this is getting so out of hand. We only rate dogs. This is a Galapagos Speed Panda. Pls only send dogs... 10/10 https://t.co/8lpAGaZRFn                         \n",
       "819   We only rate dogs. Pls stop sending in non-canines like this Arctic Floof Kangaroo. This is very frustrating. 11/10 https://t.co/qlUDuPoE3d                          \n",
       "822   RT @dog_rates: This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC                                                           \n",
       "852   This is my dog. Her name is Zoey. She knows I've been rating other dogs. She's not happy. 13/10 no bias at all https://t.co/ep1NkYoiwB                               \n",
       "924   This is one of the most inspirational stories I've ever come across. I have no words. 14/10 for both doggo and owner https://t.co/I5ld3eKD5k                         \n",
       "988   What jokester sent in a pic without a dog in it? This is not @rock_rates. This is @dog_rates. Thank you ...10/10 https://t.co/nDPaYHrtNX                             \n",
       "992   That is Quizno. This is his beach. He does not tolerate human shenanigans on his beach. 10/10 reclaim ur land doggo https://t.co/vdr7DaRSa7                          \n",
       "993   This is one of the most reckless puppers I've ever seen. How she got a license in the first place is beyond me. 6/10 https://t.co/z5bAdtn9kd                         \n",
       "1002  This is a mighty rare blue-tailed hammer sherk. Human almost lost a limb trying to take these. Be careful guys. 8/10 https://t.co/TGenMeXreW                         \n",
       "1004  Viewer discretion is advised. This is a terrible attack in progress. Not even in water (tragic af). 4/10 bad sherk https://t.co/L3U0j14N5R                           \n",
       "1017  This is a carrot. We only rate dogs. Please only send in dogs. You all really should know this by now ...11/10 https://t.co/9e48aPrBm2                               \n",
       "1025  This is an Iraqi Speed Kangaroo. It is not a dog. Please only send in dogs. I'm very angry with all of you ...9/10 https://t.co/5qpBTTpgUt                           \n",
       "1031  We only rate dogs. Pls stop sending in non-canines like this Jamaican Flop Seal. This is very very frustrating. 9/10 https://t.co/nc53zEN0hZ                         \n",
       "1040  This is actually a pupper and I'd pet it so well. 12/10\\nhttps://t.co/RNqS7C4Y4N                                                                                     \n",
       "1049  This is a very rare Great Alaskan Bush Pupper. Hard to stumble upon without spooking. 12/10 would pet passionately https://t.co/xOBKCdpzaa                           \n",
       "1063  This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC                                                                          \n",
       "1071  This is getting incredibly frustrating. This is a Mexican Golden Beaver. We only rate dogs. Only send dogs ...10/10 https://t.co/0yolOOyD3X                          \n",
       "1095  Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX                                                  \n",
       "...                                                                                                                   ...                                                  \n",
       "2191  This is a Slovakian Helter Skelter Feta named Leroi. Likes to skip on roofs. Good traction. Much balance. 10/10 wow! https://t.co/Dmy2mY2Qj5                         \n",
       "2198  This is a wild Toblerone from Papua New Guinea. Mouth always open. Addicted to hay. Acts blind. 7/10 handsome dog https://t.co/IGmVbz07tZ                            \n",
       "2204  This is an Irish Rigatoni terrier named Berta. Completely made of rope. No eyes. Quite large. Loves to dance. 10/10 https://t.co/EM5fDykrJg                          \n",
       "2211  Here is a horned dog. Much grace. Can jump over moons (dam!). Paws not soft. Bad at barking. 7/10 can still pet tho https://t.co/2Su7gmsnZm                          \n",
       "2212  Never forget this vine. You will not stop watching for at least 15 minutes. This is the second coveted.. 13/10 https://t.co/roqIxCvEB3                               \n",
       "2218  This is a Birmingham Quagmire named Chuk. Loves to relax and watch the game while sippin on that iced mocha. 10/10 https://t.co/HvNg9JWxFt                           \n",
       "2222  Here is a mother dog caring for her pups. Snazzy red mohawk. Doesn't wag tail. Pups look confused. Overall 4/10 https://t.co/YOHe6lf09m                              \n",
       "2235  This is a Trans Siberian Kellogg named Alfonso. Huge ass eyeballs. Actually Dobby from Harry Potter. 7/10 https://t.co/XpseHBlAAb                                    \n",
       "2249  This is a Shotokon Macadamia mix named Cheryl. Sophisticated af. Looks like a disappointed librarian. Shh (lol) 9/10 https://t.co/J4GnJ5Swba                         \n",
       "2255  This is a rare Hungarian Pinot named Jessiga. She is either mid-stroke or got stuck in the washing machine. 8/10 https://t.co/ZU0i0KJyqD                             \n",
       "2264  This is a southwest Coriander named Klint. Hat looks expensive. Still on house arrest :(\\n9/10 https://t.co/IQTOMqDUIe                                               \n",
       "2273  This is a northern Wahoo named Kohl. He runs this town. Chases tumbleweeds. Draws gun wicked fast. 11/10 legendary https://t.co/J4vn2rOYFk                           \n",
       "2287  This is a Dasani Kingfisher from Maine. His name is Daryl. Daryl doesn't like being swallowed by a panda. 8/10 https://t.co/jpaeu6LNmW                               \n",
       "2304  This is a curly Ticonderoga named Pepe. No feet. Loves to jet ski. 11/10 would hug until forever https://t.co/cyDfaK8NBc                                             \n",
       "2311  This is a purebred Bacardi named Octaviath. Can shoot spaghetti out of mouth. 10/10 https://t.co/uEvsGLOFHa                                                          \n",
       "2314  This is a golden Buckminsterfullerene named Johm. Drives trucks. Lumberjack (?). Enjoys wall. 8/10 would hug softly https://t.co/uQbZJM2DQB                          \n",
       "2326  This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 https://t.co/aMCTNWO94t                         \n",
       "2327  This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 https://t.co/LopTBkKa8h                          \n",
       "2333  This is an extremely rare horned Parthenon. Not amused. Wears shoes. Overall very nice. 9/10 would pet aggressively https://t.co/QpRjllzWAL                          \n",
       "2334  This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 https://t.co/IIXis0zta0                           \n",
       "2335  This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv                             \n",
       "2345  This is the happiest dog you will ever see. Very committed owner. Nice couch. 10/10 https://t.co/RhUEAloehK                                                          \n",
       "2346  Here is the Rand Paul of retrievers folks! He's probably good at poker. Can drink beer (lol rad). 8/10 good dog https://t.co/pYAJkAe76p                              \n",
       "2347  My oh my. This is a rare blond Canadian terrier on wheels. Only $8.98. Rather docile. 9/10 very rare https://t.co/yWBqbrzy8O                                         \n",
       "2348  Here is a Siberian heavily armored polar bear mix. Strong owner. 10/10 I would do unspeakable things to pet this dog https://t.co/rdivxLiqEt                         \n",
       "2349  This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc                           \n",
       "2350  This is a truly beautiful English Wilson Staff retriever. Has a nice phone. Privileged. 10/10 would trade lives with https://t.co/fvIbQfHjIe                         \n",
       "2352  This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx                            \n",
       "2353  Here is a very happy pup. Big fan of well-maintained decks. Just look at that tongue. 9/10 would cuddle af https://t.co/y671yMhoiR                                   \n",
       "2354  This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI                          \n",
       "\n",
       "            name  \n",
       "22    such        \n",
       "56    a           \n",
       "118   quite       \n",
       "169   quite       \n",
       "193   quite       \n",
       "335   not         \n",
       "369   one         \n",
       "542   incredibly  \n",
       "649   a           \n",
       "682   mad         \n",
       "759   an          \n",
       "773   very        \n",
       "801   a           \n",
       "819   very        \n",
       "822   just        \n",
       "852   my          \n",
       "924   one         \n",
       "988   not         \n",
       "992   his         \n",
       "993   one         \n",
       "1002  a           \n",
       "1004  a           \n",
       "1017  a           \n",
       "1025  an          \n",
       "1031  very        \n",
       "1040  actually    \n",
       "1049  a           \n",
       "1063  just        \n",
       "1071  getting     \n",
       "1095  mad         \n",
       "...   ...         \n",
       "2191  a           \n",
       "2198  a           \n",
       "2204  an          \n",
       "2211  a           \n",
       "2212  the         \n",
       "2218  a           \n",
       "2222  a           \n",
       "2235  a           \n",
       "2249  a           \n",
       "2255  a           \n",
       "2264  a           \n",
       "2273  a           \n",
       "2287  a           \n",
       "2304  a           \n",
       "2311  a           \n",
       "2314  a           \n",
       "2326  quite       \n",
       "2327  a           \n",
       "2333  an          \n",
       "2334  a           \n",
       "2335  an          \n",
       "2345  the         \n",
       "2346  the         \n",
       "2347  a           \n",
       "2348  a           \n",
       "2349  an          \n",
       "2350  a           \n",
       "2352  a           \n",
       "2353  a           \n",
       "2354  a           \n",
       "\n",
       "[109 rows x 2 columns]"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_subset_2 = tweets[['text', 'name']]\n",
    "tweets_subset_2[tweets_subset_2.name.str.islower()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like 'name' was determined by the first word to appear after 'is' in the tweet text."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 736,
   "metadata": {
    "scrolled": false
   },
   "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\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX</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/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1</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>32</th>\n",
       "      <td>886054160059072513</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-15 02:45:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @Athletics: 12/10 #BATP https://t.co/WxwJmvjfxo</td>\n",
       "      <td>8.860537e+17</td>\n",
       "      <td>1.960740e+07</td>\n",
       "      <td>2017-07-15 02:44:07 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886053434075471873,https://twitter.com/dog_rates/status/886053434075471873</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>36</th>\n",
       "      <td>885311592912609280</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-13 01:35:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: This is Lilly. She just parallel barked. Kindly requests a reward now. 13/10 would pet so well https://t.co/SATN4If5H5</td>\n",
       "      <td>8.305833e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-02-12 01:04:29 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/830583320585068544/photo/1,https://twitter.com/dog_rates/status/830583320585068544/photo/1,https://twitter.com/dog_rates/status/830583320585068544/photo/1,https://twitter.com/dog_rates/status/830583320585068544/photo/1</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Lilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>879130579576475649</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-26 00:13:58 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: This is Emmy. She was adopted today. Massive round of pupplause for Emmy and her new family. 14/10 for all involved https://…</td>\n",
       "      <td>8.780576e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-06-23 01:10:23 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/878057613040115712/photo/1,https://twitter.com/dog_rates/status/878057613040115712/photo/1</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Emmy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>878404777348136964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-24 00:09:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Meet Shadow. In an attempt to reach maximum zooming borkdrive, he tore his ACL. Still 13/10 tho. Help him out below\\n\\nhttps:/…</td>\n",
       "      <td>8.782815e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-06-23 16:00:04 +0000</td>\n",
       "      <td>https://www.gofundme.com/3yd6y1c,https://twitter.com/dog_rates/status/878281511006478336/photo/1</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Shadow</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",
       "32  886054160059072513 NaN                    NaN                    \n",
       "36  885311592912609280 NaN                    NaN                    \n",
       "68  879130579576475649 NaN                    NaN                    \n",
       "73  878404777348136964 NaN                    NaN                    \n",
       "\n",
       "                    timestamp  \\\n",
       "19  2017-07-21 01:02:36 +0000   \n",
       "32  2017-07-15 02:45:48 +0000   \n",
       "36  2017-07-13 01:35:06 +0000   \n",
       "68  2017-06-26 00:13:58 +0000   \n",
       "73  2017-06-24 00:09:53 +0000   \n",
       "\n",
       "                                                                                source  \\\n",
       "19  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "32  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "36  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "68  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "73  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "\n",
       "                                                                                                                                              text  \\\n",
       "19  RT @dog_rates: This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX       \n",
       "32  RT @Athletics: 12/10 #BATP https://t.co/WxwJmvjfxo                                                                                               \n",
       "36  RT @dog_rates: This is Lilly. She just parallel barked. Kindly requests a reward now. 13/10 would pet so well https://t.co/SATN4If5H5            \n",
       "68  RT @dog_rates: This is Emmy. She was adopted today. Massive round of pupplause for Emmy and her new family. 14/10 for all involved https://…     \n",
       "73  RT @dog_rates: Meet Shadow. In an attempt to reach maximum zooming borkdrive, he tore his ACL. Still 13/10 tho. Help him out below\\n\\nhttps:/…   \n",
       "\n",
       "    retweeted_status_id  retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "19  8.874740e+17         4.196984e+09              2017-07-19 00:47:34 +0000   \n",
       "32  8.860537e+17         1.960740e+07              2017-07-15 02:44:07 +0000   \n",
       "36  8.305833e+17         4.196984e+09              2017-02-12 01:04:29 +0000   \n",
       "68  8.780576e+17         4.196984e+09              2017-06-23 01:10:23 +0000   \n",
       "73  8.782815e+17         4.196984e+09              2017-06-23 16:00:04 +0000   \n",
       "\n",
       "                                                                                                                                                                                                                                                      expanded_urls  \\\n",
       "19  https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1   \n",
       "32  https://twitter.com/dog_rates/status/886053434075471873,https://twitter.com/dog_rates/status/886053434075471873                                                                                                                                                   \n",
       "36  https://twitter.com/dog_rates/status/830583320585068544/photo/1,https://twitter.com/dog_rates/status/830583320585068544/photo/1,https://twitter.com/dog_rates/status/830583320585068544/photo/1,https://twitter.com/dog_rates/status/830583320585068544/photo/1   \n",
       "68  https://twitter.com/dog_rates/status/878057613040115712/photo/1,https://twitter.com/dog_rates/status/878057613040115712/photo/1                                                                                                                                   \n",
       "73  https://www.gofundme.com/3yd6y1c,https://twitter.com/dog_rates/status/878281511006478336/photo/1                                                                                                                                                                  \n",
       "\n",
       "    rating_numerator  rating_denominator    name doggo floofer pupper puppo  \n",
       "19  13                10                  Canela  None  None    None   None  \n",
       "32  12                10                  None    None  None    None   None  \n",
       "36  13                10                  Lilly   None  None    None   None  \n",
       "68  14                10                  Emmy    None  None    None   None  \n",
       "73  13                10                  Shadow  None  None    None   None  "
      ]
     },
     "execution_count": 736,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets[pd.notna(tweets.retweeted_status_id)].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retweets in the data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [],
   "source": [
    "missing_image_table = pd.merge(tweets, predictions, on='tweet_id', how='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <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>...</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>30</th>\n",
       "      <td>886267009285017600</td>\n",
       "      <td>8.862664e+17</td>\n",
       "      <td>2.281182e+09</td>\n",
       "      <td>2017-07-15 16:51:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>@NonWhiteHat @MayhewMayhem omg hello tanner you are a scary good boy 12/10 would pet with extreme caution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>886054160059072513</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-15 02:45:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @Athletics: 12/10 #BATP https://t.co/WxwJmvjfxo</td>\n",
       "      <td>8.860537e+17</td>\n",
       "      <td>1.960740e+07</td>\n",
       "      <td>2017-07-15 02:44:07 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886053434075471873,https://twitter.com/dog_rates/status/886053434075471873</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>885518971528720385</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-13 15:19:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>I have a new hero and his name is Howard. 14/10 https://t.co/gzLHboL7Sk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/4bonds2carbon/status/885517367337512960</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>884247878851493888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-10 03:08:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>OMG HE DIDN'T MEAN TO HE WAS JUST TRYING A LITTLE BARKOUR HE'S SUPER SORRY 13/10 WOULD FORGIVE IMMEDIATE https://t.co/uF3pQ8Wubj</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/kaijohnson_19/status/883965650754039809</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>881633300179243008</td>\n",
       "      <td>8.816070e+17</td>\n",
       "      <td>4.738443e+07</td>\n",
       "      <td>2017-07-02 21:58:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>@roushfenway These are good dogs but 17/10 is an emotional impulse rating. More like 13/10s</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>879674319642796034</td>\n",
       "      <td>8.795538e+17</td>\n",
       "      <td>3.105441e+09</td>\n",
       "      <td>2017-06-27 12:14:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>@RealKentMurphy 14/10 confirmed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>879130579576475649</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-26 00:13:58 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: This is Emmy. She was adopted today. Massive round of pupplause for Emmy and her new family. 14/10 for all involved https://…</td>\n",
       "      <td>8.780576e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-06-23 01:10:23 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/878057613040115712/photo/1,https://twitter.com/dog_rates/status/878057613040115712/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>878604707211726852</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-24 13:24:20 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Martha is stunning how h*ckin dare you. 13/10 https://t.co/9uABQXgjwa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/bbcworld/status/878599868507402241</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>878404777348136964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-24 00:09:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Meet Shadow. In an attempt to reach maximum zooming borkdrive, he tore his ACL. Still 13/10 tho. Help him out below\\n\\nhttps:/…</td>\n",
       "      <td>8.782815e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-06-23 16:00:04 +0000</td>\n",
       "      <td>https://www.gofundme.com/3yd6y1c,https://twitter.com/dog_rates/status/878281511006478336/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>878316110768087041</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-23 18:17:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Meet Terrance. He's being yelled at because he stapled the wrong stuff together. 11/10 hang in there Terrance https://t.co/i…</td>\n",
       "      <td>6.690004e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-24 03:51:38 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669000397445533696/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>876537666061221889</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-18 20:30:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>I can say with the pupmost confidence that the doggos who assisted with this search are heroic as h*ck. 14/10 for all https://t.co/8yoc1CNTsu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/mpstowerham/status/876162994446753793</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>875097192612077568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-14 21:06:43 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>You'll get your package when that precious man is done appreciating the pups. 13/10 for everyone https://t.co/PFp4MghzBW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/drboondoc/status/874413398133547008</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>874434818259525634</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-13 01:14:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: This is Coco. At first I thought she was a cloud but clouds don't bork with such passion. 12/10 would hug softly https://t.c…</td>\n",
       "      <td>8.663350e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-21 16:48:45 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/866334964761202691/photo/1,https://twitter.com/dog_rates/status/866334964761202691/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>873337748698140672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-10 00:35:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: This is Sierra. She's one precious pupper. Absolute 12/10. Been in and out of ICU her whole life. Help Sierra below\\n\\nhttps:/…</td>\n",
       "      <td>8.732138e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-06-09 16:22:42 +0000</td>\n",
       "      <td>https://www.gofundme.com/help-my-baby-sierra-get-better,https://twitter.com/dog_rates/status/873213775632977920/photo/1,https://twitter.com/dog_rates/status/873213775632977920/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @loganamnosis: Penelope here is doing me quite a divertir. Well done, @dog_rates! Loving the pupdate. 14/10, je jouerais de nouveau. htt…</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/872657584259551233/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>871166179821445120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-04 00:46:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: This is Dawn. She's just checking pup on you. Making sure you're doing okay. 12/10 she's here if you need her https://t.co/X…</td>\n",
       "      <td>8.410770e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-13 00:02:39 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/841077006473256960/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>871102520638267392</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-03 20:33:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Never doubt a doggo 14/10 https://t.co/AbBLh2FZCH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/animalcog/status/871075758080503809</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>870726314365509632</td>\n",
       "      <td>8.707262e+17</td>\n",
       "      <td>1.648776e+07</td>\n",
       "      <td>2017-06-02 19:38:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>@ComplicitOwl @ShopWeRateDogs &amp;gt;10/10 is reserved for dogs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>869988702071779329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-31 18:47:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10…</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/859196978902773760/video/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>868639477480148993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-28 01:26:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Say hello to Cooper. His expression is the same wet or dry. Absolute 12/10 but Coop desperately requests your help\\n\\nhttps://…</td>\n",
       "      <td>8.685523e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-27 19:39:34 +0000</td>\n",
       "      <td>https://www.gofundme.com/3ti3nps,https://twitter.com/dog_rates/status/868552278524837888/photo/1,https://twitter.com/dog_rates/status/868552278524837888/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>866816280283807744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-23 00:41:20 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: This is Jamesy. He gives a kiss to every other pupper he sees on his walk. 13/10 such passion, much tender https://t.co/wk7T…</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/866450705531457537/photo/1,https://twitter.com/dog_rates/status/866450705531457537/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>866720684873056260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-22 18:21:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>He was providing for his family 13/10 how dare you https://t.co/Q8mVwWN3f4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/nbcnews/status/866458718883467265</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>866094527597207552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-21 00:53:21 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Here's a pupper before and after being asked \"who's a good girl?\" Unsure as h*ck. 12/10 hint hint it's you https://t.co/ORiK…</td>\n",
       "      <td>8.378202e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-04 00:21:08 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/837820167694528512/photo/1,https://twitter.com/dog_rates/status/837820167694528512/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>863471782782697472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-13 19:11:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Say hello to Quinn. She's quite the goofball. Not even a year old. Confirmed 13/10 but she really needs your help \\n\\nhttps://…</td>\n",
       "      <td>8.630625e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-12 16:05:02 +0000</td>\n",
       "      <td>https://www.gofundme.com/helpquinny,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>863427515083354112</td>\n",
       "      <td>8.634256e+17</td>\n",
       "      <td>7.759620e+07</td>\n",
       "      <td>2017-05-13 16:15:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>@Jack_Septic_Eye I'd need a few more pics to polish a full analysis, but based on the good boy content above I'm leaning towards 12/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>860981674716409858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-06 22:16:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Meet Lorenzo. He's an avid nifty hat wearer and absolute 13/10, but he needs your help to beat cancer. Link below\\n\\nhttps://t…</td>\n",
       "      <td>8.605638e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-05 18:36:06 +0000</td>\n",
       "      <td>https://www.gofundme.com/help-lorenzo-beat-cancer,https://twitter.com/dog_rates/status/860563773140209665/photo/1,https://twitter.com/dog_rates/status/860563773140209665/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>860177593139703809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-04 17:01:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Ohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboy. 10/10 for all (by happytailsresort) https://t.c…</td>\n",
       "      <td>7.616730e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-08-05 21:19:27 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/761672994376806400/video/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>858860390427611136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-01 01:47:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @dog_rates: Meet Winston. He knows he's a little too big for the swing, but he doesn't care. Kindly requests a push. 12/10 would happily…</td>\n",
       "      <td>8.395493e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-08 18:52:12 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/839549326359670784/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>857214891891077121</td>\n",
       "      <td>8.571567e+17</td>\n",
       "      <td>1.806710e+08</td>\n",
       "      <td>2017-04-26 12:48:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>@Marc_IRL pixelated af 12/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>857062103051644929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-26 02:41:43 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>RT @AaronChewning: First time wearing my @dog_rates hat on a flight and I get DOUBLE OPEN ROWS. Really makes you think. 13/10 https://t.co/…</td>\n",
       "      <td>8.570611e+17</td>\n",
       "      <td>5.870972e+07</td>\n",
       "      <td>2017-04-26 02:37:47 +0000</td>\n",
       "      <td>https://twitter.com/AaronChewning/status/857061112319234050/photo/1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1625</th>\n",
       "      <td>684830982659280897</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-06 20:16:44 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>This little fella really hates stairs. Prefers bush. 13/10 legendary pupper https://t.co/e3LPMAHj7p</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/eEZXZI1rqxX</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1628</th>\n",
       "      <td>684588130326986752</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-06 04:11:43 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>This pupper just got his first kiss. 12/10 he's so happy https://t.co/2sHwD7HztL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/ihWIxntjtO7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1640</th>\n",
       "      <td>684147889187209216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-04 23:02:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>This is Sweets the English Bulldog. Waves back to other bikers. 12/10 just a fantastic friendly pupper https://t.co/WYiFzuX7D4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/ib2nTOEuuOI</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1650</th>\n",
       "      <td>683515932363329536</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-03 05:11:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>HEY PUP WHAT'S THE PART OF THE HUMAN BODY THAT CONNECTS THE FOOT AND THE LEG? 11/10 so smart https://t.co/XQ1tRUmO3z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/ibvnzrauFuV</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1663</th>\n",
       "      <td>682808988178739200</td>\n",
       "      <td>6.827884e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-01 06:22:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>682088079302213632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-30 06:37:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>I'm not sure what this dog is doing but it's pretty inspirational. 12/10 https://t.co/4Kn9GEHXiE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/iqMjlxULzbn</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>681340665377193984</td>\n",
       "      <td>6.813394e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-28 05:07:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>I've been told there's a slight possibility he's checking his mirror. We'll bump to 9.5/10. Still a menace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1706</th>\n",
       "      <td>680805554198020098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-26 17:41:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>This guy's dog broke. So sad. 9/10 would still pet https://t.co/BYiXJDEzv7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/iAP0Ugzi2PO</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1728</th>\n",
       "      <td>679872969355714560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-24 03:55:21 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>This is Rocco. He's in a very intense game of freeze tag. Currently waiting to be unfrozen 10/10 https://t.co/xZXUKVXJ7l</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/iAAxTbj1UAM</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1743</th>\n",
       "      <td>679405845277462528</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-22 20:59:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>Crazy unseen footage from Jurassic Park. 10/10 for both dinosaur puppers https://t.co/L8wt2IpwxO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/iKVFEigMLxP</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1750</th>\n",
       "      <td>679001094530465792</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-21 18:10:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>This is Rascal. He's paddling an imaginary canoe. 11/10 https://t.co/Ajquq6oGSg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/iKIwAzEatd6</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1760</th>\n",
       "      <td>678708137298427904</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-20 22:46:44 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>Here we are witnessing a wild field pupper. Lost his wallet in there. Rather unfortunate. 10/10 good luck pup https://t.co/sZy9Co74Bw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/eQjxxYaQ60K</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1774</th>\n",
       "      <td>678023323247357953</td>\n",
       "      <td>6.780211e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-19 01:25:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>After getting lost in Reese's eyes for several minutes we're going to upgrade him to a 13/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1776</th>\n",
       "      <td>677961670166224897</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-18 21:20:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>This is Izzy. She's showing off the dance moves she's been working on. 11/10 I guess hard work pays off https://t.co/4JS92YAxTi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/iKuMDuYV0aZ</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1791</th>\n",
       "      <td>677335745548390400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-17 03:53:20 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>Downright inspiring 12/10 https://t.co/vSLtYBWHcQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/hbLbH77Ar67</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1807</th>\n",
       "      <td>676916996760600576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-16 00:09:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>Super speedy pupper. Does not go gentle into that goodnight. 10/10 https://t.co/uPXBXS1XNb</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/imJ0BdZOJTw</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1818</th>\n",
       "      <td>676593408224403456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-15 02:43:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>This pupper loves leaves. 11/10 for committed leaf lover https://t.co/APvLqbEhkF</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/eEQQaPFbgOY</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>676590572941893632</td>\n",
       "      <td>6.765883e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-15 02:32:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>After some outrage from the crowd. Bubbles is being upgraded to a 7/10. That's as high as I'm going. Thank you</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>676121918416756736</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-13 19:30:01 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>Here we are witnessing a very excited dog. Clearly has no control over neck movements. 8/10 would still pet https://t.co/ICNIjSkrXs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/iZXg7VpeDAv</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>675849018447167488</td>\n",
       "      <td>6.758457e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-13 01:25:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This dog is being demoted to a 9/10 for not wearing a helmet while riding. Gotta stay safe out there. Thank you</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1895</th>\n",
       "      <td>674742531037511680</td>\n",
       "      <td>6.747400e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-10 00:08:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Some clarification is required. The dog is singing Cher and that is more than worthy of an 11/10. Thank you</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1905</th>\n",
       "      <td>674606911342424069</td>\n",
       "      <td>6.744689e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-09 15:09:55 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>The 13/10 also takes into account this impeccable yard. Louis is great but the future dad in me can't ignore that luscious green grass</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1914</th>\n",
       "      <td>674330906434379776</td>\n",
       "      <td>6.658147e+17</td>\n",
       "      <td>1.637468e+07</td>\n",
       "      <td>2015-12-08 20:53:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>13/10\\n@ABC7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1916</th>\n",
       "      <td>674307341513269249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-08 19:19:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>This is life-changing. 12/10 https://t.co/SroTpI6psB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/i7nWzrenw5h</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940</th>\n",
       "      <td>673716320723169284</td>\n",
       "      <td>6.737159e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-07 04:11:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>The millennials have spoken and we've decided to immediately demote to a 1/10. Thank you</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2038</th>\n",
       "      <td>671550332464455680</td>\n",
       "      <td>6.715449e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-01 04:44:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>After 22 minutes of careful deliberation this dog is being demoted to a 1/10. The longer you look at him the more terrifying he becomes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2149</th>\n",
       "      <td>669684865554620416</td>\n",
       "      <td>6.693544e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-26 01:11:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>After countless hours of research and hundreds of formula alterations we have concluded that Dug should be bumped to an 11/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2189</th>\n",
       "      <td>668967877119254528</td>\n",
       "      <td>6.689207e+17</td>\n",
       "      <td>2.143566e+07</td>\n",
       "      <td>2015-11-24 01:42:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>12/10 good shit Bubka\\n@wane15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2212</th>\n",
       "      <td>668587383441514497</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 00:30:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine - Make a Scene&lt;/a&gt;</td>\n",
       "      <td>Never forget this vine. You will not stop watching for at least 15 minutes. This is the second coveted.. 13/10 https://t.co/roqIxCvEB3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/ea0OwvPTx9l</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>667070482143944705</td>\n",
       "      <td>6.670655e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-18 20:02:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>After much debate this dog is being upgraded to 10/10. I repeat 10/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>281 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "30    886267009285017600  8.862664e+17           2.281182e+09          \n",
       "32    886054160059072513 NaN                    NaN                    \n",
       "35    885518971528720385 NaN                    NaN                    \n",
       "42    884247878851493888 NaN                    NaN                    \n",
       "55    881633300179243008  8.816070e+17           4.738443e+07          \n",
       "64    879674319642796034  8.795538e+17           3.105441e+09          \n",
       "68    879130579576475649 NaN                    NaN                    \n",
       "72    878604707211726852 NaN                    NaN                    \n",
       "73    878404777348136964 NaN                    NaN                    \n",
       "74    878316110768087041 NaN                    NaN                    \n",
       "83    876537666061221889 NaN                    NaN                    \n",
       "88    875097192612077568 NaN                    NaN                    \n",
       "91    874434818259525634 NaN                    NaN                    \n",
       "97    873337748698140672 NaN                    NaN                    \n",
       "101   872668790621863937 NaN                    NaN                    \n",
       "109   871166179821445120 NaN                    NaN                    \n",
       "110   871102520638267392 NaN                    NaN                    \n",
       "113   870726314365509632  8.707262e+17           1.648776e+07          \n",
       "118   869988702071779329 NaN                    NaN                    \n",
       "124   868639477480148993 NaN                    NaN                    \n",
       "132   866816280283807744 NaN                    NaN                    \n",
       "133   866720684873056260 NaN                    NaN                    \n",
       "137   866094527597207552 NaN                    NaN                    \n",
       "146   863471782782697472 NaN                    NaN                    \n",
       "148   863427515083354112  8.634256e+17           7.759620e+07          \n",
       "159   860981674716409858 NaN                    NaN                    \n",
       "165   860177593139703809 NaN                    NaN                    \n",
       "171   858860390427611136 NaN                    NaN                    \n",
       "179   857214891891077121  8.571567e+17           1.806710e+08          \n",
       "180   857062103051644929 NaN                    NaN                    \n",
       "...                  ...  ..                     ..                    \n",
       "1625  684830982659280897 NaN                    NaN                    \n",
       "1628  684588130326986752 NaN                    NaN                    \n",
       "1640  684147889187209216 NaN                    NaN                    \n",
       "1650  683515932363329536 NaN                    NaN                    \n",
       "1663  682808988178739200  6.827884e+17           4.196984e+09          \n",
       "1676  682088079302213632 NaN                    NaN                    \n",
       "1689  681340665377193984  6.813394e+17           4.196984e+09          \n",
       "1706  680805554198020098 NaN                    NaN                    \n",
       "1728  679872969355714560 NaN                    NaN                    \n",
       "1743  679405845277462528 NaN                    NaN                    \n",
       "1750  679001094530465792 NaN                    NaN                    \n",
       "1760  678708137298427904 NaN                    NaN                    \n",
       "1774  678023323247357953  6.780211e+17           4.196984e+09          \n",
       "1776  677961670166224897 NaN                    NaN                    \n",
       "1791  677335745548390400 NaN                    NaN                    \n",
       "1807  676916996760600576 NaN                    NaN                    \n",
       "1818  676593408224403456 NaN                    NaN                    \n",
       "1819  676590572941893632  6.765883e+17           4.196984e+09          \n",
       "1834  676121918416756736 NaN                    NaN                    \n",
       "1844  675849018447167488  6.758457e+17           4.196984e+09          \n",
       "1895  674742531037511680  6.747400e+17           4.196984e+09          \n",
       "1905  674606911342424069  6.744689e+17           4.196984e+09          \n",
       "1914  674330906434379776  6.658147e+17           1.637468e+07          \n",
       "1916  674307341513269249 NaN                    NaN                    \n",
       "1940  673716320723169284  6.737159e+17           4.196984e+09          \n",
       "2038  671550332464455680  6.715449e+17           4.196984e+09          \n",
       "2149  669684865554620416  6.693544e+17           4.196984e+09          \n",
       "2189  668967877119254528  6.689207e+17           2.143566e+07          \n",
       "2212  668587383441514497 NaN                    NaN                    \n",
       "2298  667070482143944705  6.670655e+17           4.196984e+09          \n",
       "\n",
       "                      timestamp  \\\n",
       "30    2017-07-15 16:51:35 +0000   \n",
       "32    2017-07-15 02:45:48 +0000   \n",
       "35    2017-07-13 15:19:09 +0000   \n",
       "42    2017-07-10 03:08:17 +0000   \n",
       "55    2017-07-02 21:58:53 +0000   \n",
       "64    2017-06-27 12:14:36 +0000   \n",
       "68    2017-06-26 00:13:58 +0000   \n",
       "72    2017-06-24 13:24:20 +0000   \n",
       "73    2017-06-24 00:09:53 +0000   \n",
       "74    2017-06-23 18:17:33 +0000   \n",
       "83    2017-06-18 20:30:39 +0000   \n",
       "88    2017-06-14 21:06:43 +0000   \n",
       "91    2017-06-13 01:14:41 +0000   \n",
       "97    2017-06-10 00:35:19 +0000   \n",
       "101   2017-06-08 04:17:07 +0000   \n",
       "109   2017-06-04 00:46:17 +0000   \n",
       "110   2017-06-03 20:33:19 +0000   \n",
       "113   2017-06-02 19:38:25 +0000   \n",
       "118   2017-05-31 18:47:24 +0000   \n",
       "124   2017-05-28 01:26:04 +0000   \n",
       "132   2017-05-23 00:41:20 +0000   \n",
       "133   2017-05-22 18:21:28 +0000   \n",
       "137   2017-05-21 00:53:21 +0000   \n",
       "146   2017-05-13 19:11:30 +0000   \n",
       "148   2017-05-13 16:15:35 +0000   \n",
       "159   2017-05-06 22:16:42 +0000   \n",
       "165   2017-05-04 17:01:34 +0000   \n",
       "171   2017-05-01 01:47:28 +0000   \n",
       "179   2017-04-26 12:48:51 +0000   \n",
       "180   2017-04-26 02:41:43 +0000   \n",
       "...                         ...   \n",
       "1625  2016-01-06 20:16:44 +0000   \n",
       "1628  2016-01-06 04:11:43 +0000   \n",
       "1640  2016-01-04 23:02:22 +0000   \n",
       "1650  2016-01-03 05:11:12 +0000   \n",
       "1663  2016-01-01 06:22:03 +0000   \n",
       "1676  2015-12-30 06:37:25 +0000   \n",
       "1689  2015-12-28 05:07:27 +0000   \n",
       "1706  2015-12-26 17:41:07 +0000   \n",
       "1728  2015-12-24 03:55:21 +0000   \n",
       "1743  2015-12-22 20:59:10 +0000   \n",
       "1750  2015-12-21 18:10:50 +0000   \n",
       "1760  2015-12-20 22:46:44 +0000   \n",
       "1774  2015-12-19 01:25:31 +0000   \n",
       "1776  2015-12-18 21:20:32 +0000   \n",
       "1791  2015-12-17 03:53:20 +0000   \n",
       "1807  2015-12-16 00:09:23 +0000   \n",
       "1818  2015-12-15 02:43:33 +0000   \n",
       "1819  2015-12-15 02:32:17 +0000   \n",
       "1834  2015-12-13 19:30:01 +0000   \n",
       "1844  2015-12-13 01:25:37 +0000   \n",
       "1895  2015-12-10 00:08:50 +0000   \n",
       "1905  2015-12-09 15:09:55 +0000   \n",
       "1914  2015-12-08 20:53:11 +0000   \n",
       "1916  2015-12-08 19:19:32 +0000   \n",
       "1940  2015-12-07 04:11:02 +0000   \n",
       "2038  2015-12-01 04:44:10 +0000   \n",
       "2149  2015-11-26 01:11:28 +0000   \n",
       "2189  2015-11-24 01:42:25 +0000   \n",
       "2212  2015-11-23 00:30:28 +0000   \n",
       "2298  2015-11-18 20:02:51 +0000   \n",
       "\n",
       "                                                                                  source  \\\n",
       "30    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "32    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "35    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "42    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "55    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "64    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "68    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "72    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "73    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "74    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "83    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "88    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "91    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "97    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "101   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "109   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "110   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "113   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "118   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "124   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "132   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "133   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "137   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "146   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "148   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "159   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "165   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "171   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "179   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "180   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "...                                                                                  ...   \n",
       "1625  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1628  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1640  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1650  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1663  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1676  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1689  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1706  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1728  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1743  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1750  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1760  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1774  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1776  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1791  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1807  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1818  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1819  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1834  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1844  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1895  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1905  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1914  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1916  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "1940  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "2038  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "2149  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "2189  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "2212  <a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>                      \n",
       "2298  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "\n",
       "                                                                                                                                                text  \\\n",
       "30    @NonWhiteHat @MayhewMayhem omg hello tanner you are a scary good boy 12/10 would pet with extreme caution                                        \n",
       "32    RT @Athletics: 12/10 #BATP https://t.co/WxwJmvjfxo                                                                                               \n",
       "35    I have a new hero and his name is Howard. 14/10 https://t.co/gzLHboL7Sk                                                                          \n",
       "42    OMG HE DIDN'T MEAN TO HE WAS JUST TRYING A LITTLE BARKOUR HE'S SUPER SORRY 13/10 WOULD FORGIVE IMMEDIATE https://t.co/uF3pQ8Wubj                 \n",
       "55    @roushfenway These are good dogs but 17/10 is an emotional impulse rating. More like 13/10s                                                      \n",
       "64    @RealKentMurphy 14/10 confirmed                                                                                                                  \n",
       "68    RT @dog_rates: This is Emmy. She was adopted today. Massive round of pupplause for Emmy and her new family. 14/10 for all involved https://…     \n",
       "72    Martha is stunning how h*ckin dare you. 13/10 https://t.co/9uABQXgjwa                                                                            \n",
       "73    RT @dog_rates: Meet Shadow. In an attempt to reach maximum zooming borkdrive, he tore his ACL. Still 13/10 tho. Help him out below\\n\\nhttps:/…   \n",
       "74    RT @dog_rates: Meet Terrance. He's being yelled at because he stapled the wrong stuff together. 11/10 hang in there Terrance https://t.co/i…     \n",
       "83    I can say with the pupmost confidence that the doggos who assisted with this search are heroic as h*ck. 14/10 for all https://t.co/8yoc1CNTsu    \n",
       "88    You'll get your package when that precious man is done appreciating the pups. 13/10 for everyone https://t.co/PFp4MghzBW                         \n",
       "91    RT @dog_rates: This is Coco. At first I thought she was a cloud but clouds don't bork with such passion. 12/10 would hug softly https://t.c…     \n",
       "97    RT @dog_rates: This is Sierra. She's one precious pupper. Absolute 12/10. Been in and out of ICU her whole life. Help Sierra below\\n\\nhttps:/…   \n",
       "101   RT @loganamnosis: Penelope here is doing me quite a divertir. Well done, @dog_rates! Loving the pupdate. 14/10, je jouerais de nouveau. htt…     \n",
       "109   RT @dog_rates: This is Dawn. She's just checking pup on you. Making sure you're doing okay. 12/10 she's here if you need her https://t.co/X…     \n",
       "110   Never doubt a doggo 14/10 https://t.co/AbBLh2FZCH                                                                                                \n",
       "113   @ComplicitOwl @ShopWeRateDogs &gt;10/10 is reserved for dogs                                                                                     \n",
       "118   RT @dog_rates: We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10…     \n",
       "124   RT @dog_rates: Say hello to Cooper. His expression is the same wet or dry. Absolute 12/10 but Coop desperately requests your help\\n\\nhttps://…   \n",
       "132   RT @dog_rates: This is Jamesy. He gives a kiss to every other pupper he sees on his walk. 13/10 such passion, much tender https://t.co/wk7T…     \n",
       "133   He was providing for his family 13/10 how dare you https://t.co/Q8mVwWN3f4                                                                       \n",
       "137   RT @dog_rates: Here's a pupper before and after being asked \"who's a good girl?\" Unsure as h*ck. 12/10 hint hint it's you https://t.co/ORiK…     \n",
       "146   RT @dog_rates: Say hello to Quinn. She's quite the goofball. Not even a year old. Confirmed 13/10 but she really needs your help \\n\\nhttps://…   \n",
       "148   @Jack_Septic_Eye I'd need a few more pics to polish a full analysis, but based on the good boy content above I'm leaning towards 12/10           \n",
       "159   RT @dog_rates: Meet Lorenzo. He's an avid nifty hat wearer and absolute 13/10, but he needs your help to beat cancer. Link below\\n\\nhttps://t…   \n",
       "165   RT @dog_rates: Ohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboy. 10/10 for all (by happytailsresort) https://t.c…     \n",
       "171   RT @dog_rates: Meet Winston. He knows he's a little too big for the swing, but he doesn't care. Kindly requests a push. 12/10 would happily…     \n",
       "179   @Marc_IRL pixelated af 12/10                                                                                                                     \n",
       "180   RT @AaronChewning: First time wearing my @dog_rates hat on a flight and I get DOUBLE OPEN ROWS. Really makes you think. 13/10 https://t.co/…     \n",
       "...                                                                                                                                            ...     \n",
       "1625  This little fella really hates stairs. Prefers bush. 13/10 legendary pupper https://t.co/e3LPMAHj7p                                              \n",
       "1628  This pupper just got his first kiss. 12/10 he's so happy https://t.co/2sHwD7HztL                                                                 \n",
       "1640  This is Sweets the English Bulldog. Waves back to other bikers. 12/10 just a fantastic friendly pupper https://t.co/WYiFzuX7D4                   \n",
       "1650  HEY PUP WHAT'S THE PART OF THE HUMAN BODY THAT CONNECTS THE FOOT AND THE LEG? 11/10 so smart https://t.co/XQ1tRUmO3z                             \n",
       "1663  I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible      \n",
       "1676  I'm not sure what this dog is doing but it's pretty inspirational. 12/10 https://t.co/4Kn9GEHXiE                                                 \n",
       "1689  I've been told there's a slight possibility he's checking his mirror. We'll bump to 9.5/10. Still a menace                                       \n",
       "1706  This guy's dog broke. So sad. 9/10 would still pet https://t.co/BYiXJDEzv7                                                                       \n",
       "1728  This is Rocco. He's in a very intense game of freeze tag. Currently waiting to be unfrozen 10/10 https://t.co/xZXUKVXJ7l                         \n",
       "1743  Crazy unseen footage from Jurassic Park. 10/10 for both dinosaur puppers https://t.co/L8wt2IpwxO                                                 \n",
       "1750  This is Rascal. He's paddling an imaginary canoe. 11/10 https://t.co/Ajquq6oGSg                                                                  \n",
       "1760  Here we are witnessing a wild field pupper. Lost his wallet in there. Rather unfortunate. 10/10 good luck pup https://t.co/sZy9Co74Bw            \n",
       "1774  After getting lost in Reese's eyes for several minutes we're going to upgrade him to a 13/10                                                     \n",
       "1776  This is Izzy. She's showing off the dance moves she's been working on. 11/10 I guess hard work pays off https://t.co/4JS92YAxTi                  \n",
       "1791  Downright inspiring 12/10 https://t.co/vSLtYBWHcQ                                                                                                \n",
       "1807  Super speedy pupper. Does not go gentle into that goodnight. 10/10 https://t.co/uPXBXS1XNb                                                       \n",
       "1818  This pupper loves leaves. 11/10 for committed leaf lover https://t.co/APvLqbEhkF                                                                 \n",
       "1819  After some outrage from the crowd. Bubbles is being upgraded to a 7/10. That's as high as I'm going. Thank you                                   \n",
       "1834  Here we are witnessing a very excited dog. Clearly has no control over neck movements. 8/10 would still pet https://t.co/ICNIjSkrXs              \n",
       "1844  This dog is being demoted to a 9/10 for not wearing a helmet while riding. Gotta stay safe out there. Thank you                                  \n",
       "1895  Some clarification is required. The dog is singing Cher and that is more than worthy of an 11/10. Thank you                                      \n",
       "1905  The 13/10 also takes into account this impeccable yard. Louis is great but the future dad in me can't ignore that luscious green grass           \n",
       "1914  13/10\\n@ABC7                                                                                                                                     \n",
       "1916  This is life-changing. 12/10 https://t.co/SroTpI6psB                                                                                             \n",
       "1940  The millennials have spoken and we've decided to immediately demote to a 1/10. Thank you                                                         \n",
       "2038  After 22 minutes of careful deliberation this dog is being demoted to a 1/10. The longer you look at him the more terrifying he becomes          \n",
       "2149  After countless hours of research and hundreds of formula alterations we have concluded that Dug should be bumped to an 11/10                    \n",
       "2189  12/10 good shit Bubka\\n@wane15                                                                                                                   \n",
       "2212  Never forget this vine. You will not stop watching for at least 15 minutes. This is the second coveted.. 13/10 https://t.co/roqIxCvEB3           \n",
       "2298  After much debate this dog is being upgraded to 10/10. I repeat 10/10                                                                            \n",
       "\n",
       "      retweeted_status_id  retweeted_status_user_id  \\\n",
       "30   NaN                  NaN                         \n",
       "32    8.860537e+17         1.960740e+07               \n",
       "35   NaN                  NaN                         \n",
       "42   NaN                  NaN                         \n",
       "55   NaN                  NaN                         \n",
       "64   NaN                  NaN                         \n",
       "68    8.780576e+17         4.196984e+09               \n",
       "72   NaN                  NaN                         \n",
       "73    8.782815e+17         4.196984e+09               \n",
       "74    6.690004e+17         4.196984e+09               \n",
       "83   NaN                  NaN                         \n",
       "88   NaN                  NaN                         \n",
       "91    8.663350e+17         4.196984e+09               \n",
       "97    8.732138e+17         4.196984e+09               \n",
       "101   8.726576e+17         1.547674e+08               \n",
       "109   8.410770e+17         4.196984e+09               \n",
       "110  NaN                  NaN                         \n",
       "113  NaN                  NaN                         \n",
       "118   8.591970e+17         4.196984e+09               \n",
       "124   8.685523e+17         4.196984e+09               \n",
       "132   8.664507e+17         4.196984e+09               \n",
       "133  NaN                  NaN                         \n",
       "137   8.378202e+17         4.196984e+09               \n",
       "146   8.630625e+17         4.196984e+09               \n",
       "148  NaN                  NaN                         \n",
       "159   8.605638e+17         4.196984e+09               \n",
       "165   7.616730e+17         4.196984e+09               \n",
       "171   8.395493e+17         4.196984e+09               \n",
       "179  NaN                  NaN                         \n",
       "180   8.570611e+17         5.870972e+07               \n",
       "...            ...                  ...               \n",
       "1625 NaN                  NaN                         \n",
       "1628 NaN                  NaN                         \n",
       "1640 NaN                  NaN                         \n",
       "1650 NaN                  NaN                         \n",
       "1663 NaN                  NaN                         \n",
       "1676 NaN                  NaN                         \n",
       "1689 NaN                  NaN                         \n",
       "1706 NaN                  NaN                         \n",
       "1728 NaN                  NaN                         \n",
       "1743 NaN                  NaN                         \n",
       "1750 NaN                  NaN                         \n",
       "1760 NaN                  NaN                         \n",
       "1774 NaN                  NaN                         \n",
       "1776 NaN                  NaN                         \n",
       "1791 NaN                  NaN                         \n",
       "1807 NaN                  NaN                         \n",
       "1818 NaN                  NaN                         \n",
       "1819 NaN                  NaN                         \n",
       "1834 NaN                  NaN                         \n",
       "1844 NaN                  NaN                         \n",
       "1895 NaN                  NaN                         \n",
       "1905 NaN                  NaN                         \n",
       "1914 NaN                  NaN                         \n",
       "1916 NaN                  NaN                         \n",
       "1940 NaN                  NaN                         \n",
       "2038 NaN                  NaN                         \n",
       "2149 NaN                  NaN                         \n",
       "2189 NaN                  NaN                         \n",
       "2212 NaN                  NaN                         \n",
       "2298 NaN                  NaN                         \n",
       "\n",
       "     retweeted_status_timestamp  \\\n",
       "30    NaN                         \n",
       "32    2017-07-15 02:44:07 +0000   \n",
       "35    NaN                         \n",
       "42    NaN                         \n",
       "55    NaN                         \n",
       "64    NaN                         \n",
       "68    2017-06-23 01:10:23 +0000   \n",
       "72    NaN                         \n",
       "73    2017-06-23 16:00:04 +0000   \n",
       "74    2015-11-24 03:51:38 +0000   \n",
       "83    NaN                         \n",
       "88    NaN                         \n",
       "91    2017-05-21 16:48:45 +0000   \n",
       "97    2017-06-09 16:22:42 +0000   \n",
       "101   2017-06-08 03:32:35 +0000   \n",
       "109   2017-03-13 00:02:39 +0000   \n",
       "110   NaN                         \n",
       "113   NaN                         \n",
       "118   2017-05-02 00:04:57 +0000   \n",
       "124   2017-05-27 19:39:34 +0000   \n",
       "132   2017-05-22 00:28:40 +0000   \n",
       "133   NaN                         \n",
       "137   2017-03-04 00:21:08 +0000   \n",
       "146   2017-05-12 16:05:02 +0000   \n",
       "148   NaN                         \n",
       "159   2017-05-05 18:36:06 +0000   \n",
       "165   2016-08-05 21:19:27 +0000   \n",
       "171   2017-03-08 18:52:12 +0000   \n",
       "179   NaN                         \n",
       "180   2017-04-26 02:37:47 +0000   \n",
       "...                         ...   \n",
       "1625  NaN                         \n",
       "1628  NaN                         \n",
       "1640  NaN                         \n",
       "1650  NaN                         \n",
       "1663  NaN                         \n",
       "1676  NaN                         \n",
       "1689  NaN                         \n",
       "1706  NaN                         \n",
       "1728  NaN                         \n",
       "1743  NaN                         \n",
       "1750  NaN                         \n",
       "1760  NaN                         \n",
       "1774  NaN                         \n",
       "1776  NaN                         \n",
       "1791  NaN                         \n",
       "1807  NaN                         \n",
       "1818  NaN                         \n",
       "1819  NaN                         \n",
       "1834  NaN                         \n",
       "1844  NaN                         \n",
       "1895  NaN                         \n",
       "1905  NaN                         \n",
       "1914  NaN                         \n",
       "1916  NaN                         \n",
       "1940  NaN                         \n",
       "2038  NaN                         \n",
       "2149  NaN                         \n",
       "2189  NaN                         \n",
       "2212  NaN                         \n",
       "2298  NaN                         \n",
       "\n",
       "                                                                                                                                                                                                                                                                                            expanded_urls  \\\n",
       "30    NaN                                                                                                                                                                                                                                                                                                   \n",
       "32    https://twitter.com/dog_rates/status/886053434075471873,https://twitter.com/dog_rates/status/886053434075471873                                                                                                                                                                                       \n",
       "35    https://twitter.com/4bonds2carbon/status/885517367337512960                                                                                                                                                                                                                                           \n",
       "42    https://twitter.com/kaijohnson_19/status/883965650754039809                                                                                                                                                                                                                                           \n",
       "55    NaN                                                                                                                                                                                                                                                                                                   \n",
       "64    NaN                                                                                                                                                                                                                                                                                                   \n",
       "68    https://twitter.com/dog_rates/status/878057613040115712/photo/1,https://twitter.com/dog_rates/status/878057613040115712/photo/1                                                                                                                                                                       \n",
       "72    https://twitter.com/bbcworld/status/878599868507402241                                                                                                                                                                                                                                                \n",
       "73    https://www.gofundme.com/3yd6y1c,https://twitter.com/dog_rates/status/878281511006478336/photo/1                                                                                                                                                                                                      \n",
       "74    https://twitter.com/dog_rates/status/669000397445533696/photo/1                                                                                                                                                                                                                                       \n",
       "83    https://twitter.com/mpstowerham/status/876162994446753793                                                                                                                                                                                                                                             \n",
       "88    https://twitter.com/drboondoc/status/874413398133547008                                                                                                                                                                                                                                               \n",
       "91    https://twitter.com/dog_rates/status/866334964761202691/photo/1,https://twitter.com/dog_rates/status/866334964761202691/photo/1                                                                                                                                                                       \n",
       "97    https://www.gofundme.com/help-my-baby-sierra-get-better,https://twitter.com/dog_rates/status/873213775632977920/photo/1,https://twitter.com/dog_rates/status/873213775632977920/photo/1                                                                                                               \n",
       "101   https://twitter.com/loganamnosis/status/872657584259551233/photo/1                                                                                                                                                                                                                                    \n",
       "109   https://twitter.com/dog_rates/status/841077006473256960/photo/1                                                                                                                                                                                                                                       \n",
       "110   https://twitter.com/animalcog/status/871075758080503809                                                                                                                                                                                                                                               \n",
       "113   NaN                                                                                                                                                                                                                                                                                                   \n",
       "118   https://twitter.com/dog_rates/status/859196978902773760/video/1                                                                                                                                                                                                                                       \n",
       "124   https://www.gofundme.com/3ti3nps,https://twitter.com/dog_rates/status/868552278524837888/photo/1,https://twitter.com/dog_rates/status/868552278524837888/photo/1                                                                                                                                      \n",
       "132   https://twitter.com/dog_rates/status/866450705531457537/photo/1,https://twitter.com/dog_rates/status/866450705531457537/photo/1                                                                                                                                                                       \n",
       "133   https://twitter.com/nbcnews/status/866458718883467265                                                                                                                                                                                                                                                 \n",
       "137   https://twitter.com/dog_rates/status/837820167694528512/photo/1,https://twitter.com/dog_rates/status/837820167694528512/photo/1                                                                                                                                                                       \n",
       "146   https://www.gofundme.com/helpquinny,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1   \n",
       "148   NaN                                                                                                                                                                                                                                                                                                   \n",
       "159   https://www.gofundme.com/help-lorenzo-beat-cancer,https://twitter.com/dog_rates/status/860563773140209665/photo/1,https://twitter.com/dog_rates/status/860563773140209665/photo/1                                                                                                                     \n",
       "165   https://twitter.com/dog_rates/status/761672994376806400/video/1                                                                                                                                                                                                                                       \n",
       "171   https://twitter.com/dog_rates/status/839549326359670784/photo/1                                                                                                                                                                                                                                       \n",
       "179   NaN                                                                                                                                                                                                                                                                                                   \n",
       "180   https://twitter.com/AaronChewning/status/857061112319234050/photo/1                                                                                                                                                                                                                                   \n",
       "...                                                                   ...                                                                                                                                                                                                                                   \n",
       "1625  https://vine.co/v/eEZXZI1rqxX                                                                                                                                                                                                                                                                         \n",
       "1628  https://vine.co/v/ihWIxntjtO7                                                                                                                                                                                                                                                                         \n",
       "1640  https://vine.co/v/ib2nTOEuuOI                                                                                                                                                                                                                                                                         \n",
       "1650  https://vine.co/v/ibvnzrauFuV                                                                                                                                                                                                                                                                         \n",
       "1663  NaN                                                                                                                                                                                                                                                                                                   \n",
       "1676  https://vine.co/v/iqMjlxULzbn                                                                                                                                                                                                                                                                         \n",
       "1689  NaN                                                                                                                                                                                                                                                                                                   \n",
       "1706  https://vine.co/v/iAP0Ugzi2PO                                                                                                                                                                                                                                                                         \n",
       "1728  https://vine.co/v/iAAxTbj1UAM                                                                                                                                                                                                                                                                         \n",
       "1743  https://vine.co/v/iKVFEigMLxP                                                                                                                                                                                                                                                                         \n",
       "1750  https://vine.co/v/iKIwAzEatd6                                                                                                                                                                                                                                                                         \n",
       "1760  https://vine.co/v/eQjxxYaQ60K                                                                                                                                                                                                                                                                         \n",
       "1774  NaN                                                                                                                                                                                                                                                                                                   \n",
       "1776  https://vine.co/v/iKuMDuYV0aZ                                                                                                                                                                                                                                                                         \n",
       "1791  https://vine.co/v/hbLbH77Ar67                                                                                                                                                                                                                                                                         \n",
       "1807  https://vine.co/v/imJ0BdZOJTw                                                                                                                                                                                                                                                                         \n",
       "1818  https://vine.co/v/eEQQaPFbgOY                                                                                                                                                                                                                                                                         \n",
       "1819  NaN                                                                                                                                                                                                                                                                                                   \n",
       "1834  https://vine.co/v/iZXg7VpeDAv                                                                                                                                                                                                                                                                         \n",
       "1844  NaN                                                                                                                                                                                                                                                                                                   \n",
       "1895  NaN                                                                                                                                                                                                                                                                                                   \n",
       "1905  NaN                                                                                                                                                                                                                                                                                                   \n",
       "1914  NaN                                                                                                                                                                                                                                                                                                   \n",
       "1916  https://vine.co/v/i7nWzrenw5h                                                                                                                                                                                                                                                                         \n",
       "1940  NaN                                                                                                                                                                                                                                                                                                   \n",
       "2038  NaN                                                                                                                                                                                                                                                                                                   \n",
       "2149  NaN                                                                                                                                                                                                                                                                                                   \n",
       "2189  NaN                                                                                                                                                                                                                                                                                                   \n",
       "2212  https://vine.co/v/ea0OwvPTx9l                                                                                                                                                                                                                                                                         \n",
       "2298  NaN                                                                                                                                                                                                                                                                                                   \n",
       "\n",
       "      ...    img_num   p1 p1_conf p1_dog   p2 p2_conf p2_dog   p3  p3_conf  \\\n",
       "30    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "32    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "35    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "42    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "55    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "64    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "68    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "72    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "73    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "74    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "83    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "88    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "91    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "97    ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "101   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "109   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "110   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "113   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "118   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "124   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "132   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "133   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "137   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "146   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "148   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "159   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "165   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "171   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "179   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "180   ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "...   ...    ..       ...  ..      ...    ...  ..      ...    ...  ..        \n",
       "1625  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1628  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1640  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1650  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1663  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1676  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1689  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1706  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1728  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1743  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1750  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1760  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1774  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1776  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1791  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1807  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1818  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1819  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1834  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1844  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1895  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1905  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1914  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1916  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "1940  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "2038  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "2149  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "2189  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "2212  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "2298  ...   NaN       NaN NaN      NaN    NaN NaN      NaN    NaN NaN        \n",
       "\n",
       "     p3_dog  \n",
       "30    NaN    \n",
       "32    NaN    \n",
       "35    NaN    \n",
       "42    NaN    \n",
       "55    NaN    \n",
       "64    NaN    \n",
       "68    NaN    \n",
       "72    NaN    \n",
       "73    NaN    \n",
       "74    NaN    \n",
       "83    NaN    \n",
       "88    NaN    \n",
       "91    NaN    \n",
       "97    NaN    \n",
       "101   NaN    \n",
       "109   NaN    \n",
       "110   NaN    \n",
       "113   NaN    \n",
       "118   NaN    \n",
       "124   NaN    \n",
       "132   NaN    \n",
       "133   NaN    \n",
       "137   NaN    \n",
       "146   NaN    \n",
       "148   NaN    \n",
       "159   NaN    \n",
       "165   NaN    \n",
       "171   NaN    \n",
       "179   NaN    \n",
       "180   NaN    \n",
       "...   ...    \n",
       "1625  NaN    \n",
       "1628  NaN    \n",
       "1640  NaN    \n",
       "1650  NaN    \n",
       "1663  NaN    \n",
       "1676  NaN    \n",
       "1689  NaN    \n",
       "1706  NaN    \n",
       "1728  NaN    \n",
       "1743  NaN    \n",
       "1750  NaN    \n",
       "1760  NaN    \n",
       "1774  NaN    \n",
       "1776  NaN    \n",
       "1791  NaN    \n",
       "1807  NaN    \n",
       "1818  NaN    \n",
       "1819  NaN    \n",
       "1834  NaN    \n",
       "1844  NaN    \n",
       "1895  NaN    \n",
       "1905  NaN    \n",
       "1914  NaN    \n",
       "1916  NaN    \n",
       "1940  NaN    \n",
       "2038  NaN    \n",
       "2149  NaN    \n",
       "2189  NaN    \n",
       "2212  NaN    \n",
       "2298  NaN    \n",
       "\n",
       "[281 rows x 28 columns]"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_image_table[missing_image_table['p1'].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Entries with no image predictions have no images due to being retweets, comments on other Twitter users' tweets, or the tweet having been deleted."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Quality\n",
    "#### 'tweets table'\n",
    "- The source column has extraneous html code\n",
    "- Incorrect data types (timestamp, tweet_id, in_reply_to_status_id, in_reply_to_user_id, favorite_count, retweet_count  source, doggo, floofer, pupper, puppo) \n",
    "- Dog stages contain the string 'None' instead of NaN\n",
    "- Decimal scores were incorrectly parsed\n",
    "- Wrong fraction taken as score sometimes\n",
    "- There are entries with no score\n",
    "- There are retweets in the data set\n",
    "- Ampersand symbol followed by 'amp;'\n",
    "- Dog classifictions were missed if they weren't spelled exactly\n",
    "- Name was determined by the first word to appear after 'is' in the tweet text\n",
    "- 'None' is listed as a dog name\n",
    "- There are entries with no images\n",
    "- retweeted_status_id, retweeted_status_user_id, and retweeted_status_timestamp will only contain Null values in the final data set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Tidiness\n",
    "- Dog classifications (doggo, floofer, pupper, puppo) spread across four columns\n",
    "- predictions and favorite_retweet_table should be part of tweets table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### predictions and favorite_retweet_table should be part of tweets table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge tweets, predictions, and favorite_retweet_table on tweet_id"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = pd.merge(tweets, favorite_retweet_table, on='tweet_id', how='outer')\n",
    "twitter_archive_master = pd.merge(twitter_archive_master, predictions, on='tweet_id', how='outer')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2356 entries, 0 to 2355\n",
      "Data columns (total 30 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",
      "favorite_count                2345 non-null float64\n",
      "retweet_count                 2345 non-null float64\n",
      "jpg_url                       2075 non-null object\n",
      "img_num                       2075 non-null float64\n",
      "p1                            2075 non-null object\n",
      "p1_conf                       2075 non-null float64\n",
      "p1_dog                        2075 non-null object\n",
      "p2                            2075 non-null object\n",
      "p2_conf                       2075 non-null float64\n",
      "p2_dog                        2075 non-null object\n",
      "p3                            2075 non-null object\n",
      "p3_conf                       2075 non-null float64\n",
      "p3_dog                        2075 non-null object\n",
      "dtypes: float64(10), int64(3), object(17)\n",
      "memory usage: 570.6+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_master.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### There are entries with no images"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop rows where p1 is null"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = twitter_archive_master[~(twitter_archive_master['p1'].isnull())]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2075 entries, 0 to 2355\n",
      "Data columns (total 30 columns):\n",
      "tweet_id                      2075 non-null int64\n",
      "in_reply_to_status_id         23 non-null float64\n",
      "in_reply_to_user_id           23 non-null float64\n",
      "timestamp                     2075 non-null object\n",
      "source                        2075 non-null object\n",
      "text                          2075 non-null object\n",
      "retweeted_status_id           81 non-null float64\n",
      "retweeted_status_user_id      81 non-null float64\n",
      "retweeted_status_timestamp    81 non-null object\n",
      "expanded_urls                 2075 non-null object\n",
      "rating_numerator              2075 non-null int64\n",
      "rating_denominator            2075 non-null int64\n",
      "name                          2075 non-null object\n",
      "doggo                         2075 non-null object\n",
      "floofer                       2075 non-null object\n",
      "pupper                        2075 non-null object\n",
      "puppo                         2075 non-null object\n",
      "favorite_count                2069 non-null float64\n",
      "retweet_count                 2069 non-null float64\n",
      "jpg_url                       2075 non-null object\n",
      "img_num                       2075 non-null float64\n",
      "p1                            2075 non-null object\n",
      "p1_conf                       2075 non-null float64\n",
      "p1_dog                        2075 non-null object\n",
      "p2                            2075 non-null object\n",
      "p2_conf                       2075 non-null float64\n",
      "p2_dog                        2075 non-null object\n",
      "p3                            2075 non-null object\n",
      "p3_conf                       2075 non-null float64\n",
      "p3_dog                        2075 non-null object\n",
      "dtypes: float64(10), int64(3), object(17)\n",
      "memory usage: 502.5+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_master.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### There are retweets in the data set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop rows where retweeted_status_id isn't null."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = twitter_archive_master[twitter_archive_master['retweeted_status_id'].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1994 entries, 0 to 2355\n",
      "Data columns (total 30 columns):\n",
      "tweet_id                      1994 non-null int64\n",
      "in_reply_to_status_id         23 non-null float64\n",
      "in_reply_to_user_id           23 non-null float64\n",
      "timestamp                     1994 non-null object\n",
      "source                        1994 non-null object\n",
      "text                          1994 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                 1994 non-null object\n",
      "rating_numerator              1994 non-null int64\n",
      "rating_denominator            1994 non-null int64\n",
      "name                          1994 non-null object\n",
      "doggo                         1994 non-null object\n",
      "floofer                       1994 non-null object\n",
      "pupper                        1994 non-null object\n",
      "puppo                         1994 non-null object\n",
      "favorite_count                1994 non-null float64\n",
      "retweet_count                 1994 non-null float64\n",
      "jpg_url                       1994 non-null object\n",
      "img_num                       1994 non-null float64\n",
      "p1                            1994 non-null object\n",
      "p1_conf                       1994 non-null float64\n",
      "p1_dog                        1994 non-null object\n",
      "p2                            1994 non-null object\n",
      "p2_conf                       1994 non-null float64\n",
      "p2_dog                        1994 non-null object\n",
      "p3                            1994 non-null object\n",
      "p3_conf                       1994 non-null float64\n",
      "p3_dog                        1994 non-null object\n",
      "dtypes: float64(10), int64(3), object(17)\n",
      "memory usage: 482.9+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_master.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "favorite_count and retweet_count now have the same number of entries as the other columns.  Tweets without images and retweets were the source of the tweets that could not be downloaded from the API."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### retweeted_status_id, retweeted_status_user_id, and retweeted_status_timestamp will only contain Null values in the final data set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop columns retweeted_status_id, retweeted_status_user_id, and retweeted_status_timestamp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = twitter_archive_master.drop(['retweeted_status_id', 'retweeted_status_user_id', 'retweeted_status_timestamp'],axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1994 entries, 0 to 2355\n",
      "Data columns (total 27 columns):\n",
      "tweet_id                 1994 non-null int64\n",
      "in_reply_to_status_id    23 non-null float64\n",
      "in_reply_to_user_id      23 non-null float64\n",
      "timestamp                1994 non-null object\n",
      "source                   1994 non-null object\n",
      "text                     1994 non-null object\n",
      "expanded_urls            1994 non-null object\n",
      "rating_numerator         1994 non-null int64\n",
      "rating_denominator       1994 non-null int64\n",
      "name                     1994 non-null object\n",
      "doggo                    1994 non-null object\n",
      "floofer                  1994 non-null object\n",
      "pupper                   1994 non-null object\n",
      "puppo                    1994 non-null object\n",
      "favorite_count           1994 non-null float64\n",
      "retweet_count            1994 non-null float64\n",
      "jpg_url                  1994 non-null object\n",
      "img_num                  1994 non-null float64\n",
      "p1                       1994 non-null object\n",
      "p1_conf                  1994 non-null float64\n",
      "p1_dog                   1994 non-null object\n",
      "p2                       1994 non-null object\n",
      "p2_conf                  1994 non-null float64\n",
      "p2_dog                   1994 non-null object\n",
      "p3                       1994 non-null object\n",
      "p3_conf                  1994 non-null float64\n",
      "p3_dog                   1994 non-null object\n",
      "dtypes: float64(8), int64(3), object(16)\n",
      "memory usage: 436.2+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_master.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The source column has extraneous html code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove html from source column"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>     1955\n",
       "<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>                       28\n",
       "<a href=\"https://about.twitter.com/products/tweetdeck\" rel=\"nofollow\">TweetDeck</a>      11\n",
       "Name: source, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.source.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "'Vine - Make a Scene' no longer exists as a source in the data set. The final data set is supposed to contain only ratings with images.  Video has been excluded as there were no predictions run on Vine videos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master.source = twitter_archive_master.source.str.extract(r'>([A-Za-z\\s]+)', expand = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Twitter for iPhone    1955\n",
       "Twitter Web Client      28\n",
       "TweetDeck               11\n",
       "Name: source, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.source.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Incorrect data types (timestamp, tweet_id, in_reply_to_status_id, in_reply_to_user_id, source)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Change timestamp to datetime; tweet_id, in_reply_to_status_id, and in_reply_to_user_id to string; favorite_count and retweet_count to int; source to category."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master.timestamp = pd.to_datetime(twitter_archive_master.timestamp)\n",
    "twitter_archive_master.tweet_id = twitter_archive_master.tweet_id.astype('str')\n",
    "twitter_archive_master.in_reply_to_status_id = twitter_archive_master.in_reply_to_status_id.astype('str')\n",
    "twitter_archive_master.in_reply_to_user_id = twitter_archive_master.in_reply_to_user_id.astype('str')\n",
    "twitter_archive_master.favorite_count = twitter_archive_master.favorite_count.astype('int')\n",
    "twitter_archive_master.retweet_count = twitter_archive_master.retweet_count.astype('int')\n",
    "twitter_archive_master.source = twitter_archive_master.source.astype('category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1994 entries, 0 to 2355\n",
      "Data columns (total 27 columns):\n",
      "tweet_id                 1994 non-null object\n",
      "in_reply_to_status_id    1994 non-null object\n",
      "in_reply_to_user_id      1994 non-null object\n",
      "timestamp                1994 non-null datetime64[ns]\n",
      "source                   1994 non-null category\n",
      "text                     1994 non-null object\n",
      "expanded_urls            1994 non-null object\n",
      "rating_numerator         1994 non-null int64\n",
      "rating_denominator       1994 non-null int64\n",
      "name                     1994 non-null object\n",
      "doggo                    1994 non-null object\n",
      "floofer                  1994 non-null object\n",
      "pupper                   1994 non-null object\n",
      "puppo                    1994 non-null object\n",
      "favorite_count           1994 non-null int32\n",
      "retweet_count            1994 non-null int32\n",
      "jpg_url                  1994 non-null object\n",
      "img_num                  1994 non-null float64\n",
      "p1                       1994 non-null object\n",
      "p1_conf                  1994 non-null float64\n",
      "p1_dog                   1994 non-null object\n",
      "p2                       1994 non-null object\n",
      "p2_conf                  1994 non-null float64\n",
      "p2_dog                   1994 non-null object\n",
      "p3                       1994 non-null object\n",
      "p3_conf                  1994 non-null float64\n",
      "p3_dog                   1994 non-null object\n",
      "dtypes: category(1), datetime64[ns](1), float64(4), int32(2), int64(2), object(17)\n",
      "memory usage: 407.1+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_master.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### in_reply_to_status_id and in_reply_to_user_id null cells became strings in data type conversion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Change 'nan' to NaN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master.loc[twitter_archive_master.in_reply_to_status_id == 'nan','in_reply_to_status_id'] = np.NaN\n",
    "twitter_archive_master.loc[twitter_archive_master.in_reply_to_user_id == 'nan','in_reply_to_user_id'] = np.NaN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1994 entries, 0 to 2355\n",
      "Data columns (total 27 columns):\n",
      "tweet_id                 1994 non-null object\n",
      "in_reply_to_status_id    23 non-null object\n",
      "in_reply_to_user_id      23 non-null object\n",
      "timestamp                1994 non-null datetime64[ns]\n",
      "source                   1994 non-null category\n",
      "text                     1994 non-null object\n",
      "expanded_urls            1994 non-null object\n",
      "rating_numerator         1994 non-null int64\n",
      "rating_denominator       1994 non-null int64\n",
      "name                     1994 non-null object\n",
      "doggo                    1994 non-null object\n",
      "floofer                  1994 non-null object\n",
      "pupper                   1994 non-null object\n",
      "puppo                    1994 non-null object\n",
      "favorite_count           1994 non-null int32\n",
      "retweet_count            1994 non-null int32\n",
      "jpg_url                  1994 non-null object\n",
      "img_num                  1994 non-null float64\n",
      "p1                       1994 non-null object\n",
      "p1_conf                  1994 non-null float64\n",
      "p1_dog                   1994 non-null object\n",
      "p2                       1994 non-null object\n",
      "p2_conf                  1994 non-null float64\n",
      "p2_dog                   1994 non-null object\n",
      "p3                       1994 non-null object\n",
      "p3_conf                  1994 non-null float64\n",
      "p3_dog                   1994 non-null object\n",
      "dtypes: category(1), datetime64[ns](1), float64(4), int32(2), int64(2), object(17)\n",
      "memory usage: 407.1+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_master.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ampersand symbol followed by 'amp;'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Replace & amp; with &"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master.text = twitter_archive_master.text.str.replace('&amp;','&')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>...</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
       "      <th>p2</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p2_dog</th>\n",
       "      <th>p3</th>\n",
       "      <th>p3_conf</th>\n",
       "      <th>p3_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [tweet_id, in_reply_to_status_id, in_reply_to_user_id, timestamp, source, text, expanded_urls, rating_numerator, rating_denominator, name, doggo, floofer, pupper, puppo, favorite_count, retweet_count, jpg_url, img_num, p1, p1_conf, p1_dog, p2, p2_conf, p2_dog, p3, p3_conf, p3_dog]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 27 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master[twitter_archive_master.text.str.contains('&amp;')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "262    Meet Indie. She's not a fan of baths but she's...\n",
       "320    Meet Chester (bottom) & Harold (top). They are...\n",
       "461    Say hello to Eugene & Patti Melt. No matter ho...\n",
       "516    Meet Sam. She smiles 24/7 & secretly aspires t...\n",
       "799    Meet Roosevelt. He's preparing for takeoff. Ma...\n",
       "Name: text, dtype: object"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master[twitter_archive_master.text.str.contains('&')].text.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Decimal scores were incorrectly parsed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Contstruct a regular expression that can extract numerators with decimals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "dog_scores = twitter_archive_master.text.str.extract(r'(\\d+/\\d+|\\d+\\.\\d+/\\d+)', expand = False)\n",
    "dog_scores_separated = dog_scores.str.split('/')\n",
    "twitter_archive_master.rating_numerator = dog_scores_separated.str[0]\n",
    "twitter_archive_master.rating_denominator = dog_scores_separated.str[1]\n",
    "twitter_archive_master.rating_numerator = pd.to_numeric(twitter_archive_master.rating_numerator, downcast='float')\n",
    "twitter_archive_master.rating_denominator = pd.to_numeric(twitter_archive_master.rating_denominator, downcast='float')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>...</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>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</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",
       "    <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>Twitter for iPhone</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</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>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>Twitter for iPhone</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Archie</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</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>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>Twitter for iPhone</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Darla</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</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>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>Twitter for iPhone</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 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",
       "            timestamp              source  \\\n",
       "0 2017-08-01 16:23:56  Twitter for iPhone   \n",
       "1 2017-08-01 00:17:27  Twitter for iPhone   \n",
       "2 2017-07-31 00:18:03  Twitter for iPhone   \n",
       "3 2017-07-30 15:58:51  Twitter for iPhone   \n",
       "4 2017-07-29 16:00:24  Twitter for iPhone   \n",
       "\n",
       "                                                text  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...   \n",
       "1  This is Tilly. She's just checking pup on you....   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...   \n",
       "3  This is Darla. She commenced a snooze mid meal...   \n",
       "4  This is Franklin. He would like you to stop ca...   \n",
       "\n",
       "                                       expanded_urls  rating_numerator  \\\n",
       "0  https://twitter.com/dog_rates/status/892420643...              13.0   \n",
       "1  https://twitter.com/dog_rates/status/892177421...              13.0   \n",
       "2  https://twitter.com/dog_rates/status/891815181...              12.0   \n",
       "3  https://twitter.com/dog_rates/status/891689557...              13.0   \n",
       "4  https://twitter.com/dog_rates/status/891327558...              12.0   \n",
       "\n",
       "   rating_denominator      name   ...   img_num           p1   p1_conf p1_dog  \\\n",
       "0                10.0   Phineas   ...       1.0       orange  0.097049  False   \n",
       "1                10.0     Tilly   ...       1.0    Chihuahua  0.323581   True   \n",
       "2                10.0    Archie   ...       1.0    Chihuahua  0.716012   True   \n",
       "3                10.0     Darla   ...       1.0  paper_towel  0.170278  False   \n",
       "4                10.0  Franklin   ...       2.0       basset  0.555712   True   \n",
       "\n",
       "                   p2   p2_conf p2_dog                           p3   p3_conf  \\\n",
       "0               bagel  0.085851  False                       banana  0.076110   \n",
       "1            Pekinese  0.090647   True                     papillon  0.068957   \n",
       "2            malamute  0.078253   True                       kelpie  0.031379   \n",
       "3  Labrador_retriever  0.168086   True                      spatula  0.040836   \n",
       "4    English_springer  0.225770   True  German_short-haired_pointer  0.175219   \n",
       "\n",
       "   p3_dog  \n",
       "0   False  \n",
       "1    True  \n",
       "2    True  \n",
       "3   False  \n",
       "4    True  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12.00      450\n",
       "10.00      419\n",
       "11.00      396\n",
       "13.00      261\n",
       "9.00       151\n",
       "8.00        95\n",
       "7.00        52\n",
       "14.00       35\n",
       "5.00        32\n",
       "6.00        32\n",
       "3.00        19\n",
       "4.00        16\n",
       "2.00         9\n",
       "1.00         5\n",
       "0.00         2\n",
       "24.00        1\n",
       "9.75         1\n",
       "84.00        1\n",
       "13.50        1\n",
       "143.00       1\n",
       "11.27        1\n",
       "50.00        1\n",
       "80.00        1\n",
       "45.00        1\n",
       "60.00        1\n",
       "44.00        1\n",
       "144.00       1\n",
       "88.00        1\n",
       "165.00       1\n",
       "11.26        1\n",
       "1776.00      1\n",
       "99.00        1\n",
       "121.00       1\n",
       "420.00       1\n",
       "204.00       1\n",
       "Name: rating_numerator, dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.rating_numerator.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10.0     1976\n",
       "50.0        3\n",
       "80.0        2\n",
       "11.0        2\n",
       "130.0       1\n",
       "170.0       1\n",
       "150.0       1\n",
       "2.0         1\n",
       "120.0       1\n",
       "110.0       1\n",
       "40.0        1\n",
       "90.0        1\n",
       "20.0        1\n",
       "7.0         1\n",
       "70.0        1\n",
       "Name: rating_denominator, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.rating_denominator.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 11.27 and 11.26 scores seem unusual, but examination reveals they are valid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
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       "               tweet_id in_reply_to_status_id in_reply_to_user_id  \\\n",
       "763  778027034220126208                   NaN                 NaN   \n",
       "\n",
       "              timestamp              source  \\\n",
       "763 2016-09-20 00:24:34  Twitter for iPhone   \n",
       "\n",
       "                                                  text  \\\n",
       "763  This is Sophie. She's a Jubilant Bush Pupper. ...   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "763  https://twitter.com/dog_rates/status/778027034...             11.27   \n",
       "\n",
       "     rating_denominator    name   ...   img_num       p1   p1_conf p1_dog  \\\n",
       "763                10.0  Sophie   ...       1.0  clumber  0.946718   True   \n",
       "\n",
       "                 p2  p2_conf p2_dog     p3   p3_conf  p3_dog  \n",
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     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
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    "twitter_archive_master[twitter_archive_master.rating_numerator==11.27]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
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       "                tweet_id in_reply_to_status_id in_reply_to_user_id  \\\n",
       "1712  680494726643068929                   NaN                 NaN   \n",
       "\n",
       "               timestamp              source  \\\n",
       "1712 2015-12-25 21:06:00  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "1712  Here we have uncovered an entire battalion of ...   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "1712  https://twitter.com/dog_rates/status/680494726...             11.26   \n",
       "\n",
       "      rating_denominator  name   ...   img_num      p1   p1_conf p1_dog  \\\n",
       "1712                10.0  None   ...       1.0  kuvasz  0.438627   True   \n",
       "\n",
       "           p2   p2_conf p2_dog              p3   p3_conf  p3_dog  \n",
       "1712  Samoyed  0.111622   True  Great_Pyrenees  0.064061    True  \n",
       "\n",
       "[1 rows x 27 columns]"
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     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "twitter_archive_master[twitter_archive_master.rating_numerator==11.26]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Wrong fraction taken as score sometimes and there are entries with no score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 18 denominators that aren't 10.  This is small enough to visually assess, identify incorrect scores, and change them individually."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = twitter_archive_master.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
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       "      <td>2016-03-14 02:04:08</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>From left to right:\\nCletus, Jerome, Alejandro...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/709198395...</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>borzoi</td>\n",
       "      <td>0.490783</td>\n",
       "      <td>True</td>\n",
       "      <td>wire-haired_fox_terrier</td>\n",
       "      <td>0.083513</td>\n",
       "      <td>True</td>\n",
       "      <td>English_setter</td>\n",
       "      <td>0.083184</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>704054845121142784</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-28 21:25:30</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here is a whole flock of puppers.  60/50 I'll ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/704054845...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>a</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Great_Pyrenees</td>\n",
       "      <td>0.667939</td>\n",
       "      <td>True</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.228764</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.043885</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>697463031882764288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-10 16:51:59</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Happy Wednesday here's a bucket of pups. 44/40...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/697463031...</td>\n",
       "      <td>44.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.999885</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>True</td>\n",
       "      <td>pug</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>684225744407494656</td>\n",
       "      <td>6.842228683355054e+17</td>\n",
       "      <td>4196983835.0</td>\n",
       "      <td>2016-01-05 04:11:44</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Two sneaky puppers were not initially seen, mo...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684225744...</td>\n",
       "      <td>143.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.203249</td>\n",
       "      <td>True</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.067958</td>\n",
       "      <td>True</td>\n",
       "      <td>Great_Pyrenees</td>\n",
       "      <td>0.065327</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>684222868335505415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-05 04:00:18</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Someone help the girl is being mugged. Several...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684222868...</td>\n",
       "      <td>121.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>soft-coated_wheaten_terrier</td>\n",
       "      <td>0.791182</td>\n",
       "      <td>True</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.072444</td>\n",
       "      <td>True</td>\n",
       "      <td>teddy</td>\n",
       "      <td>0.071486</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1328</th>\n",
       "      <td>682962037429899265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-01 16:30:13</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Darrel. He just robbed a 7/11 and is i...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/682962037...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Darrel</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>dingo</td>\n",
       "      <td>0.278600</td>\n",
       "      <td>False</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.155207</td>\n",
       "      <td>True</td>\n",
       "      <td>loupe</td>\n",
       "      <td>0.153598</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>677716515794329600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-18 05:06:23</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/677716515...</td>\n",
       "      <td>144.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>teddy</td>\n",
       "      <td>0.662908</td>\n",
       "      <td>False</td>\n",
       "      <td>crib</td>\n",
       "      <td>0.031891</td>\n",
       "      <td>False</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.025438</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1494</th>\n",
       "      <td>675853064436391936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-13 01:41:41</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here we have an entire platoon of puppers. Tot...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675853064...</td>\n",
       "      <td>88.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.868367</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.043305</td>\n",
       "      <td>True</td>\n",
       "      <td>vizsla</td>\n",
       "      <td>0.028207</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1973</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:11:11</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666287406...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>an</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Maltese_dog</td>\n",
       "      <td>0.857531</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.063064</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_poodle</td>\n",
       "      <td>0.025581</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id in_reply_to_user_id  \\\n",
       "323   820690176645140481                    NaN                 NaN   \n",
       "385   810984652412424192                    NaN                 NaN   \n",
       "662   758467244762497024                    NaN                 NaN   \n",
       "800   740373189193256964                    NaN                 NaN   \n",
       "848   731156023742988288                    NaN                 NaN   \n",
       "891   722974582966214656                    NaN                 NaN   \n",
       "925   716439118184652801                    NaN                 NaN   \n",
       "946   713900603437621249                    NaN                 NaN   \n",
       "970   710658690886586372                    NaN                 NaN   \n",
       "988   709198395643068416                    NaN                 NaN   \n",
       "1054  704054845121142784                    NaN                 NaN   \n",
       "1130  697463031882764288                    NaN                 NaN   \n",
       "1302  684225744407494656  6.842228683355054e+17        4196983835.0   \n",
       "1303  684222868335505415                    NaN                 NaN   \n",
       "1328  682962037429899265                    NaN                 NaN   \n",
       "1435  677716515794329600                    NaN                 NaN   \n",
       "1494  675853064436391936                    NaN                 NaN   \n",
       "1973  666287406224695296                    NaN                 NaN   \n",
       "\n",
       "               timestamp              source  \\\n",
       "323  2017-01-15 17:52:40  Twitter for iPhone   \n",
       "385  2016-12-19 23:06:23  Twitter for iPhone   \n",
       "662  2016-07-28 01:00:57  Twitter for iPhone   \n",
       "800  2016-06-08 02:41:38  Twitter for iPhone   \n",
       "848  2016-05-13 16:15:54  Twitter for iPhone   \n",
       "891  2016-04-21 02:25:47  Twitter for iPhone   \n",
       "925  2016-04-03 01:36:11  Twitter for iPhone   \n",
       "946  2016-03-27 01:29:02  Twitter for iPhone   \n",
       "970  2016-03-18 02:46:49  Twitter for iPhone   \n",
       "988  2016-03-14 02:04:08  Twitter for iPhone   \n",
       "1054 2016-02-28 21:25:30  Twitter for iPhone   \n",
       "1130 2016-02-10 16:51:59  Twitter for iPhone   \n",
       "1302 2016-01-05 04:11:44  Twitter for iPhone   \n",
       "1303 2016-01-05 04:00:18  Twitter for iPhone   \n",
       "1328 2016-01-01 16:30:13  Twitter for iPhone   \n",
       "1435 2015-12-18 05:06:23  Twitter for iPhone   \n",
       "1494 2015-12-13 01:41:41  Twitter for iPhone   \n",
       "1973 2015-11-16 16:11:11  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "323   The floofs have been released I repeat the flo...   \n",
       "385   Meet Sam. She smiles 24/7 & secretly aspires t...   \n",
       "662   Why does this never happen at my front door......   \n",
       "800   After so many requests, this is Bretagne. She ...   \n",
       "848   Say hello to this unbelievably well behaved sq...   \n",
       "891   Happy 4/20 from the squad! 13/10 for all https...   \n",
       "925   This is Bluebert. He just saw that both #Final...   \n",
       "946   Happy Saturday here's 9 puppers on a bench. 99...   \n",
       "970   Here's a brigade of puppers. All look very pre...   \n",
       "988   From left to right:\\nCletus, Jerome, Alejandro...   \n",
       "1054  Here is a whole flock of puppers.  60/50 I'll ...   \n",
       "1130  Happy Wednesday here's a bucket of pups. 44/40...   \n",
       "1302  Two sneaky puppers were not initially seen, mo...   \n",
       "1303  Someone help the girl is being mugged. Several...   \n",
       "1328  This is Darrel. He just robbed a 7/11 and is i...   \n",
       "1435  IT'S PUPPERGEDDON. Total of 144/120 ...I think...   \n",
       "1494  Here we have an entire platoon of puppers. Tot...   \n",
       "1973  This is an Albanian 3 1/2 legged  Episcopalian...   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "323   https://twitter.com/dog_rates/status/820690176...              84.0   \n",
       "385   https://www.gofundme.com/sams-smile,https://tw...              24.0   \n",
       "662   https://twitter.com/dog_rates/status/758467244...             165.0   \n",
       "800   https://twitter.com/dog_rates/status/740373189...               9.0   \n",
       "848   https://twitter.com/dog_rates/status/731156023...             204.0   \n",
       "891   https://twitter.com/dog_rates/status/722974582...               4.0   \n",
       "925   https://twitter.com/dog_rates/status/716439118...              50.0   \n",
       "946   https://twitter.com/dog_rates/status/713900603...              99.0   \n",
       "970   https://twitter.com/dog_rates/status/710658690...              80.0   \n",
       "988   https://twitter.com/dog_rates/status/709198395...              45.0   \n",
       "1054  https://twitter.com/dog_rates/status/704054845...              60.0   \n",
       "1130  https://twitter.com/dog_rates/status/697463031...              44.0   \n",
       "1302  https://twitter.com/dog_rates/status/684225744...             143.0   \n",
       "1303  https://twitter.com/dog_rates/status/684222868...             121.0   \n",
       "1328  https://twitter.com/dog_rates/status/682962037...               7.0   \n",
       "1435  https://twitter.com/dog_rates/status/677716515...             144.0   \n",
       "1494  https://twitter.com/dog_rates/status/675853064...              88.0   \n",
       "1973  https://twitter.com/dog_rates/status/666287406...               1.0   \n",
       "\n",
       "      rating_denominator      name   ...   img_num  \\\n",
       "323                 70.0      None   ...       2.0   \n",
       "385                  7.0       Sam   ...       1.0   \n",
       "662                150.0      None   ...       1.0   \n",
       "800                 11.0      None   ...       3.0   \n",
       "848                170.0      this   ...       1.0   \n",
       "891                 20.0      None   ...       1.0   \n",
       "925                 50.0  Bluebert   ...       1.0   \n",
       "946                 90.0      None   ...       1.0   \n",
       "970                 80.0      None   ...       1.0   \n",
       "988                 50.0      None   ...       1.0   \n",
       "1054                50.0         a   ...       1.0   \n",
       "1130                40.0      None   ...       1.0   \n",
       "1302               130.0      None   ...       2.0   \n",
       "1303               110.0      None   ...       1.0   \n",
       "1328                11.0    Darrel   ...       1.0   \n",
       "1435               120.0      None   ...       1.0   \n",
       "1494                80.0      None   ...       1.0   \n",
       "1973                 2.0        an   ...       1.0   \n",
       "\n",
       "                               p1   p1_conf p1_dog  \\\n",
       "323   West_Highland_white_terrier  0.872064   True   \n",
       "385              golden_retriever  0.871342   True   \n",
       "662            Labrador_retriever  0.436377   True   \n",
       "800              golden_retriever  0.807644   True   \n",
       "848                      lakeside  0.501767  False   \n",
       "891                    Great_Dane  0.246762   True   \n",
       "925                Siberian_husky  0.396495   True   \n",
       "946              golden_retriever  0.371816   True   \n",
       "970   soft-coated_wheaten_terrier  0.948617   True   \n",
       "988                        borzoi  0.490783   True   \n",
       "1054               Great_Pyrenees  0.667939   True   \n",
       "1130           Labrador_retriever  0.999885   True   \n",
       "1302             golden_retriever  0.203249   True   \n",
       "1303  soft-coated_wheaten_terrier  0.791182   True   \n",
       "1328                        dingo  0.278600  False   \n",
       "1435                        teddy  0.662908  False   \n",
       "1494           Labrador_retriever  0.868367   True   \n",
       "1973                  Maltese_dog  0.857531   True   \n",
       "\n",
       "                              p2   p2_conf p2_dog  \\\n",
       "323                       kuvasz  0.059526   True   \n",
       "385              Tibetan_mastiff  0.036708   True   \n",
       "662                    Chihuahua  0.113956   True   \n",
       "800                       kuvasz  0.101286   True   \n",
       "848                   breakwater  0.051351  False   \n",
       "891   Greater_Swiss_Mountain_dog  0.126131   True   \n",
       "925                     malamute  0.317053   True   \n",
       "946               cocker_spaniel  0.177413   True   \n",
       "970               Dandie_Dinmont  0.018664   True   \n",
       "988      wire-haired_fox_terrier  0.083513   True   \n",
       "1054                      kuvasz  0.228764   True   \n",
       "1130            golden_retriever  0.000098   True   \n",
       "1302                     Samoyed  0.067958   True   \n",
       "1303              cocker_spaniel  0.072444   True   \n",
       "1328                   Chihuahua  0.155207   True   \n",
       "1435                        crib  0.031891  False   \n",
       "1494            golden_retriever  0.043305   True   \n",
       "1973                  toy_poodle  0.063064   True   \n",
       "\n",
       "                                  p3   p3_conf  p3_dog  \n",
       "323                          Samoyed  0.037400    True  \n",
       "385               Labrador_retriever  0.025823    True  \n",
       "662   American_Staffordshire_terrier  0.099689    True  \n",
       "800               Labrador_retriever  0.023785    True  \n",
       "848                     king_penguin  0.049444   False  \n",
       "891                       Weimaraner  0.085297    True  \n",
       "925                       Eskimo_dog  0.273419    True  \n",
       "946                     Irish_setter  0.092725    True  \n",
       "970                            cairn  0.015943    True  \n",
       "988                   English_setter  0.083184    True  \n",
       "1054                golden_retriever  0.043885    True  \n",
       "1130                             pug  0.000008    True  \n",
       "1302                  Great_Pyrenees  0.065327    True  \n",
       "1303                           teddy  0.071486   False  \n",
       "1328                           loupe  0.153598   False  \n",
       "1435                            chow  0.025438    True  \n",
       "1494                          vizsla  0.028207    True  \n",
       "1973                miniature_poodle  0.025581    True  \n",
       "\n",
       "[18 rows x 27 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master[twitter_archive_master.rating_denominator!=10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Row 385 has no score and can be deleted.  Rows 800, 891, 925, 1328, 1973 have the wrong score selected."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master.iat[800,7] = 14\n",
    "twitter_archive_master.iat[800,8] = 10\n",
    "\n",
    "twitter_archive_master.iat[891,7] = 13\n",
    "twitter_archive_master.iat[891,8] = 10\n",
    "\n",
    "twitter_archive_master.iat[925,7] = 11\n",
    "twitter_archive_master.iat[925,8] = 10\n",
    "\n",
    "twitter_archive_master.iat[1328,7] = 10\n",
    "twitter_archive_master.iat[1328,8] = 10\n",
    "\n",
    "twitter_archive_master.iat[1973,7] = 9\n",
    "twitter_archive_master.iat[1973,8] = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = twitter_archive_master.drop(385)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = twitter_archive_master.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .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>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>...</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>323</th>\n",
       "      <td>820690176645140481</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-15 17:52:40</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>The floofs have been released I repeat the flo...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/820690176...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>West_Highland_white_terrier</td>\n",
       "      <td>0.872064</td>\n",
       "      <td>True</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.059526</td>\n",
       "      <td>True</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.037400</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>758467244762497024</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-28 01:00:57</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Why does this never happen at my front door......</td>\n",
       "      <td>https://twitter.com/dog_rates/status/758467244...</td>\n",
       "      <td>165.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.436377</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.113956</td>\n",
       "      <td>True</td>\n",
       "      <td>American_Staffordshire_terrier</td>\n",
       "      <td>0.099689</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>731156023742988288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-13 16:15:54</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Say hello to this unbelievably well behaved sq...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/731156023...</td>\n",
       "      <td>204.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>this</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>lakeside</td>\n",
       "      <td>0.501767</td>\n",
       "      <td>False</td>\n",
       "      <td>breakwater</td>\n",
       "      <td>0.051351</td>\n",
       "      <td>False</td>\n",
       "      <td>king_penguin</td>\n",
       "      <td>0.049444</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>713900603437621249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 01:29:02</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Happy Saturday here's 9 puppers on a bench. 99...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/713900603...</td>\n",
       "      <td>99.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.371816</td>\n",
       "      <td>True</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.177413</td>\n",
       "      <td>True</td>\n",
       "      <td>Irish_setter</td>\n",
       "      <td>0.092725</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>710658690886586372</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-18 02:46:49</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here's a brigade of puppers. All look very pre...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/710658690...</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>soft-coated_wheaten_terrier</td>\n",
       "      <td>0.948617</td>\n",
       "      <td>True</td>\n",
       "      <td>Dandie_Dinmont</td>\n",
       "      <td>0.018664</td>\n",
       "      <td>True</td>\n",
       "      <td>cairn</td>\n",
       "      <td>0.015943</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>709198395643068416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-14 02:04:08</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>From left to right:\\nCletus, Jerome, Alejandro...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/709198395...</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>borzoi</td>\n",
       "      <td>0.490783</td>\n",
       "      <td>True</td>\n",
       "      <td>wire-haired_fox_terrier</td>\n",
       "      <td>0.083513</td>\n",
       "      <td>True</td>\n",
       "      <td>English_setter</td>\n",
       "      <td>0.083184</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>704054845121142784</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-28 21:25:30</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here is a whole flock of puppers.  60/50 I'll ...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/704054845...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>a</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Great_Pyrenees</td>\n",
       "      <td>0.667939</td>\n",
       "      <td>True</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.228764</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.043885</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>697463031882764288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-10 16:51:59</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Happy Wednesday here's a bucket of pups. 44/40...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/697463031...</td>\n",
       "      <td>44.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.999885</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>True</td>\n",
       "      <td>pug</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>684225744407494656</td>\n",
       "      <td>6.842228683355054e+17</td>\n",
       "      <td>4196983835.0</td>\n",
       "      <td>2016-01-05 04:11:44</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Two sneaky puppers were not initially seen, mo...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684225744...</td>\n",
       "      <td>143.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.203249</td>\n",
       "      <td>True</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.067958</td>\n",
       "      <td>True</td>\n",
       "      <td>Great_Pyrenees</td>\n",
       "      <td>0.065327</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>684222868335505415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-05 04:00:18</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Someone help the girl is being mugged. Several...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684222868...</td>\n",
       "      <td>121.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>soft-coated_wheaten_terrier</td>\n",
       "      <td>0.791182</td>\n",
       "      <td>True</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.072444</td>\n",
       "      <td>True</td>\n",
       "      <td>teddy</td>\n",
       "      <td>0.071486</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>677716515794329600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-18 05:06:23</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/677716515...</td>\n",
       "      <td>144.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>teddy</td>\n",
       "      <td>0.662908</td>\n",
       "      <td>False</td>\n",
       "      <td>crib</td>\n",
       "      <td>0.031891</td>\n",
       "      <td>False</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.025438</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1493</th>\n",
       "      <td>675853064436391936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-13 01:41:41</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here we have an entire platoon of puppers. Tot...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675853064...</td>\n",
       "      <td>88.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.868367</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.043305</td>\n",
       "      <td>True</td>\n",
       "      <td>vizsla</td>\n",
       "      <td>0.028207</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id in_reply_to_user_id  \\\n",
       "323   820690176645140481                    NaN                 NaN   \n",
       "661   758467244762497024                    NaN                 NaN   \n",
       "847   731156023742988288                    NaN                 NaN   \n",
       "945   713900603437621249                    NaN                 NaN   \n",
       "969   710658690886586372                    NaN                 NaN   \n",
       "987   709198395643068416                    NaN                 NaN   \n",
       "1053  704054845121142784                    NaN                 NaN   \n",
       "1129  697463031882764288                    NaN                 NaN   \n",
       "1301  684225744407494656  6.842228683355054e+17        4196983835.0   \n",
       "1302  684222868335505415                    NaN                 NaN   \n",
       "1434  677716515794329600                    NaN                 NaN   \n",
       "1493  675853064436391936                    NaN                 NaN   \n",
       "\n",
       "               timestamp              source  \\\n",
       "323  2017-01-15 17:52:40  Twitter for iPhone   \n",
       "661  2016-07-28 01:00:57  Twitter for iPhone   \n",
       "847  2016-05-13 16:15:54  Twitter for iPhone   \n",
       "945  2016-03-27 01:29:02  Twitter for iPhone   \n",
       "969  2016-03-18 02:46:49  Twitter for iPhone   \n",
       "987  2016-03-14 02:04:08  Twitter for iPhone   \n",
       "1053 2016-02-28 21:25:30  Twitter for iPhone   \n",
       "1129 2016-02-10 16:51:59  Twitter for iPhone   \n",
       "1301 2016-01-05 04:11:44  Twitter for iPhone   \n",
       "1302 2016-01-05 04:00:18  Twitter for iPhone   \n",
       "1434 2015-12-18 05:06:23  Twitter for iPhone   \n",
       "1493 2015-12-13 01:41:41  Twitter for iPhone   \n",
       "\n",
       "                                                   text  \\\n",
       "323   The floofs have been released I repeat the flo...   \n",
       "661   Why does this never happen at my front door......   \n",
       "847   Say hello to this unbelievably well behaved sq...   \n",
       "945   Happy Saturday here's 9 puppers on a bench. 99...   \n",
       "969   Here's a brigade of puppers. All look very pre...   \n",
       "987   From left to right:\\nCletus, Jerome, Alejandro...   \n",
       "1053  Here is a whole flock of puppers.  60/50 I'll ...   \n",
       "1129  Happy Wednesday here's a bucket of pups. 44/40...   \n",
       "1301  Two sneaky puppers were not initially seen, mo...   \n",
       "1302  Someone help the girl is being mugged. Several...   \n",
       "1434  IT'S PUPPERGEDDON. Total of 144/120 ...I think...   \n",
       "1493  Here we have an entire platoon of puppers. Tot...   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "323   https://twitter.com/dog_rates/status/820690176...              84.0   \n",
       "661   https://twitter.com/dog_rates/status/758467244...             165.0   \n",
       "847   https://twitter.com/dog_rates/status/731156023...             204.0   \n",
       "945   https://twitter.com/dog_rates/status/713900603...              99.0   \n",
       "969   https://twitter.com/dog_rates/status/710658690...              80.0   \n",
       "987   https://twitter.com/dog_rates/status/709198395...              45.0   \n",
       "1053  https://twitter.com/dog_rates/status/704054845...              60.0   \n",
       "1129  https://twitter.com/dog_rates/status/697463031...              44.0   \n",
       "1301  https://twitter.com/dog_rates/status/684225744...             143.0   \n",
       "1302  https://twitter.com/dog_rates/status/684222868...             121.0   \n",
       "1434  https://twitter.com/dog_rates/status/677716515...             144.0   \n",
       "1493  https://twitter.com/dog_rates/status/675853064...              88.0   \n",
       "\n",
       "      rating_denominator  name   ...   img_num                           p1  \\\n",
       "323                 70.0  None   ...       2.0  West_Highland_white_terrier   \n",
       "661                150.0  None   ...       1.0           Labrador_retriever   \n",
       "847                170.0  this   ...       1.0                     lakeside   \n",
       "945                 90.0  None   ...       1.0             golden_retriever   \n",
       "969                 80.0  None   ...       1.0  soft-coated_wheaten_terrier   \n",
       "987                 50.0  None   ...       1.0                       borzoi   \n",
       "1053                50.0     a   ...       1.0               Great_Pyrenees   \n",
       "1129                40.0  None   ...       1.0           Labrador_retriever   \n",
       "1301               130.0  None   ...       2.0             golden_retriever   \n",
       "1302               110.0  None   ...       1.0  soft-coated_wheaten_terrier   \n",
       "1434               120.0  None   ...       1.0                        teddy   \n",
       "1493                80.0  None   ...       1.0           Labrador_retriever   \n",
       "\n",
       "       p1_conf p1_dog                       p2   p2_conf p2_dog  \\\n",
       "323   0.872064   True                   kuvasz  0.059526   True   \n",
       "661   0.436377   True                Chihuahua  0.113956   True   \n",
       "847   0.501767  False               breakwater  0.051351  False   \n",
       "945   0.371816   True           cocker_spaniel  0.177413   True   \n",
       "969   0.948617   True           Dandie_Dinmont  0.018664   True   \n",
       "987   0.490783   True  wire-haired_fox_terrier  0.083513   True   \n",
       "1053  0.667939   True                   kuvasz  0.228764   True   \n",
       "1129  0.999885   True         golden_retriever  0.000098   True   \n",
       "1301  0.203249   True                  Samoyed  0.067958   True   \n",
       "1302  0.791182   True           cocker_spaniel  0.072444   True   \n",
       "1434  0.662908  False                     crib  0.031891  False   \n",
       "1493  0.868367   True         golden_retriever  0.043305   True   \n",
       "\n",
       "                                  p3   p3_conf  p3_dog  \n",
       "323                          Samoyed  0.037400    True  \n",
       "661   American_Staffordshire_terrier  0.099689    True  \n",
       "847                     king_penguin  0.049444   False  \n",
       "945                     Irish_setter  0.092725    True  \n",
       "969                            cairn  0.015943    True  \n",
       "987                   English_setter  0.083184    True  \n",
       "1053                golden_retriever  0.043885    True  \n",
       "1129                             pug  0.000008    True  \n",
       "1301                  Great_Pyrenees  0.065327    True  \n",
       "1302                           teddy  0.071486   False  \n",
       "1434                            chow  0.025438    True  \n",
       "1493                          vizsla  0.028207    True  \n",
       "\n",
       "[12 rows x 27 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master[twitter_archive_master.rating_denominator!=10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10.0     1981\n",
       "50.0        2\n",
       "80.0        2\n",
       "130.0       1\n",
       "150.0       1\n",
       "120.0       1\n",
       "110.0       1\n",
       "40.0        1\n",
       "90.0        1\n",
       "170.0       1\n",
       "70.0        1\n",
       "Name: rating_denominator, dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.rating_denominator.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Name was determined by the first word to appear after 'is' in the tweet text. 'None' is listed as a dog name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If name is lowercase or 'None', replace with null"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master.loc[twitter_archive_master.name.str.islower(),'name'] = np.NaN\n",
    "twitter_archive_master.loc[twitter_archive_master.name == 'None','name'] = np.NaN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      Phineas\n",
       "1        Tilly\n",
       "2       Archie\n",
       "3        Darla\n",
       "4     Franklin\n",
       "5          NaN\n",
       "6          Jax\n",
       "7          NaN\n",
       "8         Zoey\n",
       "9       Cassie\n",
       "10        Koda\n",
       "11       Bruno\n",
       "12         NaN\n",
       "13         Ted\n",
       "14      Stuart\n",
       "15      Oliver\n",
       "16         Jim\n",
       "17        Zeke\n",
       "18     Ralphus\n",
       "19      Gerald\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.name.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1973    NaN\n",
       "1974    NaN\n",
       "1975    NaN\n",
       "1976    NaN\n",
       "1977    NaN\n",
       "1978    NaN\n",
       "1979    NaN\n",
       "1980    NaN\n",
       "1981    NaN\n",
       "1982    NaN\n",
       "1983    NaN\n",
       "1984    NaN\n",
       "1985    NaN\n",
       "1986    NaN\n",
       "1987    NaN\n",
       "1988    NaN\n",
       "1989    NaN\n",
       "1990    NaN\n",
       "1991    NaN\n",
       "1992    NaN\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.name.tail(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Charlie        11\n",
       "Oliver         10\n",
       "Lucy           10\n",
       "Cooper         10\n",
       "Penny           9\n",
       "Tucker          9\n",
       "Winston         8\n",
       "Sadie           8\n",
       "Lola            7\n",
       "Daisy           7\n",
       "Toby            7\n",
       "Stanley         6\n",
       "Koda            6\n",
       "Bella           6\n",
       "Jax             6\n",
       "Bo              6\n",
       "Rusty           5\n",
       "Leo             5\n",
       "Milo            5\n",
       "Chester         5\n",
       "Louis           5\n",
       "Oscar           5\n",
       "Dave            5\n",
       "Scout           5\n",
       "Buddy           5\n",
       "Bailey          5\n",
       "Sophie          4\n",
       "Oakley          4\n",
       "Alfie           4\n",
       "Bentley         4\n",
       "               ..\n",
       "Charl           1\n",
       "Brat            1\n",
       "Lulu            1\n",
       "Acro            1\n",
       "William         1\n",
       "Eve             1\n",
       "Fabio           1\n",
       "Tedders         1\n",
       "Carper          1\n",
       "Julio           1\n",
       "Shakespeare     1\n",
       "Stormy          1\n",
       "O               1\n",
       "Kloey           1\n",
       "Roscoe          1\n",
       "Newt            1\n",
       "Bode            1\n",
       "Kial            1\n",
       "Ralphus         1\n",
       "Barney          1\n",
       "Millie          1\n",
       "Jonah           1\n",
       "Dido            1\n",
       "DayZ            1\n",
       "Lance           1\n",
       "Aubie           1\n",
       "Monkey          1\n",
       "Scruffers       1\n",
       "Aldrick         1\n",
       "Jamesy          1\n",
       "Name: name, Length: 913, dtype: int64"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.name.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dog classifications were missed if they weren't spelled exactly and 'None' in cells instead of Nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use regular expression to re-scrape tweet text, taking into account alternate spellings like \"floofs\" and \"puppergeddon\", as well as capitalization, and put the classifications into a new, single column.  This will also created null cells as opposed to 'None' as a byproduct."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master['dog_classification'] = twitter_archive_master.text.str.lower().str.extract(r'(doggo|floof|pupper|puppo)', expand = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master.loc[twitter_archive_master.dog_classification == 'floof','dog_classification'] = 'floofer'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None     1919\n",
      "doggo      74\n",
      "Name: doggo, dtype: int64\n",
      "None       1985\n",
      "floofer       8\n",
      "Name: floofer, dtype: int64\n",
      "None      1781\n",
      "pupper     212\n",
      "Name: pupper, dtype: int64\n",
      "None     1970\n",
      "puppo      23\n",
      "Name: puppo, dtype: int64\n",
      "pupper     230\n",
      "doggo       75\n",
      "floofer     35\n",
      "puppo       29\n",
      "Name: dog_classification, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(twitter_archive_master.doggo.value_counts())\n",
    "print(twitter_archive_master.floofer.value_counts())\n",
    "print(twitter_archive_master.pupper.value_counts())\n",
    "print(twitter_archive_master.puppo.value_counts())\n",
    "print(twitter_archive_master.dog_classification.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                                                677716515794329600\n",
       "in_reply_to_status_id                                                  NaN\n",
       "in_reply_to_user_id                                                    NaN\n",
       "timestamp                                              2015-12-18 05:06:23\n",
       "source                                                  Twitter for iPhone\n",
       "text                     IT'S PUPPERGEDDON. Total of 144/120 ...I think...\n",
       "expanded_urls            https://twitter.com/dog_rates/status/677716515...\n",
       "rating_numerator                                                       144\n",
       "rating_denominator                                                     120\n",
       "name                                                                   NaN\n",
       "doggo                                                                 None\n",
       "floofer                                                               None\n",
       "pupper                                                                None\n",
       "puppo                                                                 None\n",
       "favorite_count                                                        3235\n",
       "retweet_count                                                         1062\n",
       "jpg_url                    https://pbs.twimg.com/media/CWe7kw9W4AE8UJh.jpg\n",
       "img_num                                                                  1\n",
       "p1                                                                   teddy\n",
       "p1_conf                                                           0.662908\n",
       "p1_dog                                                               False\n",
       "p2                                                                    crib\n",
       "p2_conf                                                          0.0318912\n",
       "p2_dog                                                               False\n",
       "p3                                                                    chow\n",
       "p3_conf                                                          0.0254378\n",
       "p3_dog                                                                True\n",
       "dog_classification                                                  pupper\n",
       "Name: 1434, dtype: object"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#This entry originally had no classification because PUPPERGEDDON was capitalized and didn't exactly match 'pupper'.\n",
    "#This has been corrected.\n",
    "twitter_archive_master.iloc[1434]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                                                820690176645140481\n",
       "in_reply_to_status_id                                                  NaN\n",
       "in_reply_to_user_id                                                    NaN\n",
       "timestamp                                              2017-01-15 17:52:40\n",
       "source                                                  Twitter for iPhone\n",
       "text                     The floofs have been released I repeat the flo...\n",
       "expanded_urls            https://twitter.com/dog_rates/status/820690176...\n",
       "rating_numerator                                                        84\n",
       "rating_denominator                                                      70\n",
       "name                                                                   NaN\n",
       "doggo                                                                 None\n",
       "floofer                                                               None\n",
       "pupper                                                                None\n",
       "puppo                                                                 None\n",
       "favorite_count                                                       13225\n",
       "retweet_count                                                         3605\n",
       "jpg_url                    https://pbs.twimg.com/media/C2OtWr0VQAEnS9r.jpg\n",
       "img_num                                                                  2\n",
       "p1                                             West_Highland_white_terrier\n",
       "p1_conf                                                           0.872064\n",
       "p1_dog                                                                True\n",
       "p2                                                                  kuvasz\n",
       "p2_conf                                                          0.0595259\n",
       "p2_dog                                                                True\n",
       "p3                                                                 Samoyed\n",
       "p3_conf                                                          0.0373996\n",
       "p3_dog                                                                True\n",
       "dog_classification                                                 floofer\n",
       "Name: 323, dtype: object"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#This entry originally had no classification because floofs didn't match 'floofer'.\n",
    "#This has been corrected.\n",
    "twitter_archive_master.iloc[323]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dog classifications spread across four columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop doggo, floofer, pupper, and puppo columns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = twitter_archive_master.drop(['doggo', 'floofer', 'pupper', 'puppo'],axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1993 entries, 0 to 1992\n",
      "Data columns (total 24 columns):\n",
      "tweet_id                 1993 non-null object\n",
      "in_reply_to_status_id    23 non-null object\n",
      "in_reply_to_user_id      23 non-null object\n",
      "timestamp                1993 non-null datetime64[ns]\n",
      "source                   1993 non-null category\n",
      "text                     1993 non-null object\n",
      "expanded_urls            1993 non-null object\n",
      "rating_numerator         1993 non-null float32\n",
      "rating_denominator       1993 non-null float32\n",
      "name                     1349 non-null object\n",
      "favorite_count           1993 non-null int32\n",
      "retweet_count            1993 non-null int32\n",
      "jpg_url                  1993 non-null object\n",
      "img_num                  1993 non-null float64\n",
      "p1                       1993 non-null object\n",
      "p1_conf                  1993 non-null float64\n",
      "p1_dog                   1993 non-null object\n",
      "p2                       1993 non-null object\n",
      "p2_conf                  1993 non-null float64\n",
      "p2_dog                   1993 non-null object\n",
      "p3                       1993 non-null object\n",
      "p3_conf                  1993 non-null float64\n",
      "p3_dog                   1993 non-null object\n",
      "dog_classification       369 non-null object\n",
      "dtypes: category(1), datetime64[ns](1), float32(2), float64(4), int32(2), object(14)\n",
      "memory usage: 329.1+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_master.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dog classifications have incorrect data type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Change dog_classifcation column to category data type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master.dog_classification = twitter_archive_master.dog_classification.astype('category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1993 entries, 0 to 1992\n",
      "Data columns (total 24 columns):\n",
      "tweet_id                 1993 non-null object\n",
      "in_reply_to_status_id    23 non-null object\n",
      "in_reply_to_user_id      23 non-null object\n",
      "timestamp                1993 non-null datetime64[ns]\n",
      "source                   1993 non-null category\n",
      "text                     1993 non-null object\n",
      "expanded_urls            1993 non-null object\n",
      "rating_numerator         1993 non-null float32\n",
      "rating_denominator       1993 non-null float32\n",
      "name                     1349 non-null object\n",
      "favorite_count           1993 non-null int32\n",
      "retweet_count            1993 non-null int32\n",
      "jpg_url                  1993 non-null object\n",
      "img_num                  1993 non-null float64\n",
      "p1                       1993 non-null object\n",
      "p1_conf                  1993 non-null float64\n",
      "p1_dog                   1993 non-null object\n",
      "p2                       1993 non-null object\n",
      "p2_conf                  1993 non-null float64\n",
      "p2_dog                   1993 non-null object\n",
      "p3                       1993 non-null object\n",
      "p3_conf                  1993 non-null float64\n",
      "p3_dog                   1993 non-null object\n",
      "dog_classification       369 non-null category\n",
      "dtypes: category(2), datetime64[ns](1), float32(2), float64(4), int32(2), object(13)\n",
      "memory usage: 315.7+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_master.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Store"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master.to_csv('twitter_archive_master.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_copy = twitter_archive_master.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_copy.set_index('timestamp', inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Increasing score numerator\n",
    "I expected the scores to be 100% \"normal\" early on with numerators less than 10, and then see a tipping point where they became absurd and went over 10/10.  However, plotting the numerators against time shows that the account has always created fun scores like 13/10.  There has been a decrease in low scores (below 10/10) over time though, and the tipping point seems to happen around November 2016 when almost all scores (with two exceptions) are at least 10/10."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x29141dc8780>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29141dc8358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "twitter_copy.rating_numerator.plot(style='o')\n",
    "plt.ylim(0, 20)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Rating Numerator')\n",
    "plt.title('Change in scoring over time')\n",
    "plt.axhline(y=10, color='black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Low scores explained\n",
    "Viewing the tweets after November 2016 with scores below 10/10 shows why they break the pattern.  The 6/10 score is a picture of a goat (the neural network predicted a Bedlington terrier, Ibizan hound, or a wallaby  ¯\\\\\\_(ツ)_/¯).  The 0/10 score is for a tweet where the author posts an image of another Twitter account that copied a WeRateDogs tweet.  So the score is actually for another user, not a dog."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>...</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",
       "      <th>dog_classification</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-04-01 16:35:01</th>\n",
       "      <td>848212111729840128</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Jerry. He's doing a distinguished tong...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/848212111...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Jerry</td>\n",
       "      <td>17219</td>\n",
       "      <td>...</td>\n",
       "      <td>Bedlington_terrier</td>\n",
       "      <td>0.333486</td>\n",
       "      <td>True</td>\n",
       "      <td>Ibizan_hound</td>\n",
       "      <td>0.245797</td>\n",
       "      <td>True</td>\n",
       "      <td>wallaby</td>\n",
       "      <td>0.131647</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-24 15:40:31</th>\n",
       "      <td>835152434251116546</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>When you're so blinded by your systematic plag...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/835152434...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24038</td>\n",
       "      <td>...</td>\n",
       "      <td>swing</td>\n",
       "      <td>0.967066</td>\n",
       "      <td>False</td>\n",
       "      <td>American_Staffordshire_terrier</td>\n",
       "      <td>0.012731</td>\n",
       "      <td>True</td>\n",
       "      <td>Staffordshire_bullterrier</td>\n",
       "      <td>0.007039</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               tweet_id in_reply_to_status_id  \\\n",
       "timestamp                                                       \n",
       "2017-04-01 16:35:01  848212111729840128                   NaN   \n",
       "2017-02-24 15:40:31  835152434251116546                   NaN   \n",
       "\n",
       "                    in_reply_to_user_id              source  \\\n",
       "timestamp                                                     \n",
       "2017-04-01 16:35:01                 NaN  Twitter for iPhone   \n",
       "2017-02-24 15:40:31                 NaN  Twitter for iPhone   \n",
       "\n",
       "                                                                  text  \\\n",
       "timestamp                                                                \n",
       "2017-04-01 16:35:01  This is Jerry. He's doing a distinguished tong...   \n",
       "2017-02-24 15:40:31  When you're so blinded by your systematic plag...   \n",
       "\n",
       "                                                         expanded_urls  \\\n",
       "timestamp                                                                \n",
       "2017-04-01 16:35:01  https://twitter.com/dog_rates/status/848212111...   \n",
       "2017-02-24 15:40:31  https://twitter.com/dog_rates/status/835152434...   \n",
       "\n",
       "                     rating_numerator  rating_denominator   name  \\\n",
       "timestamp                                                          \n",
       "2017-04-01 16:35:01               6.0                10.0  Jerry   \n",
       "2017-02-24 15:40:31               0.0                10.0    NaN   \n",
       "\n",
       "                     favorite_count        ...                          p1  \\\n",
       "timestamp                                  ...                               \n",
       "2017-04-01 16:35:01           17219        ...          Bedlington_terrier   \n",
       "2017-02-24 15:40:31           24038        ...                       swing   \n",
       "\n",
       "                      p1_conf  p1_dog                              p2  \\\n",
       "timestamp                                                               \n",
       "2017-04-01 16:35:01  0.333486    True                    Ibizan_hound   \n",
       "2017-02-24 15:40:31  0.967066   False  American_Staffordshire_terrier   \n",
       "\n",
       "                      p2_conf p2_dog                         p3   p3_conf  \\\n",
       "timestamp                                                                   \n",
       "2017-04-01 16:35:01  0.245797   True                    wallaby  0.131647   \n",
       "2017-02-24 15:40:31  0.012731   True  Staffordshire_bullterrier  0.007039   \n",
       "\n",
       "                    p3_dog dog_classification  \n",
       "timestamp                                      \n",
       "2017-04-01 16:35:01  False                NaN  \n",
       "2017-02-24 15:40:31   True                NaN  \n",
       "\n",
       "[2 rows x 23 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_copy.loc[(twitter_copy.index > \"2016-11-01 00:00:00\") & (twitter_copy.rating_numerator < 10)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 0/10 ratings\n",
    "There is a second 0/10 rating in the data set.  It is for a picture of the New York City skyline.  While the neural network did not correctly identify the image, it did identify that no dogs were present in it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>...</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",
       "      <th>dog_classification</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-02-24 15:40:31</th>\n",
       "      <td>835152434251116546</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>When you're so blinded by your systematic plag...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/835152434...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24038</td>\n",
       "      <td>...</td>\n",
       "      <td>swing</td>\n",
       "      <td>0.967066</td>\n",
       "      <td>False</td>\n",
       "      <td>American_Staffordshire_terrier</td>\n",
       "      <td>0.012731</td>\n",
       "      <td>True</td>\n",
       "      <td>Staffordshire_bullterrier</td>\n",
       "      <td>0.007039</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-26 03:22:31</th>\n",
       "      <td>746906459439529985</td>\n",
       "      <td>7.468859193875743e+17</td>\n",
       "      <td>4196983835.0</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>PUPDATE: can't see any. Even if I could, I cou...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/746906459...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3093</td>\n",
       "      <td>...</td>\n",
       "      <td>traffic_light</td>\n",
       "      <td>0.470708</td>\n",
       "      <td>False</td>\n",
       "      <td>fountain</td>\n",
       "      <td>0.199776</td>\n",
       "      <td>False</td>\n",
       "      <td>space_shuttle</td>\n",
       "      <td>0.064807</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               tweet_id  in_reply_to_status_id  \\\n",
       "timestamp                                                        \n",
       "2017-02-24 15:40:31  835152434251116546                    NaN   \n",
       "2016-06-26 03:22:31  746906459439529985  7.468859193875743e+17   \n",
       "\n",
       "                    in_reply_to_user_id              source  \\\n",
       "timestamp                                                     \n",
       "2017-02-24 15:40:31                 NaN  Twitter for iPhone   \n",
       "2016-06-26 03:22:31        4196983835.0  Twitter for iPhone   \n",
       "\n",
       "                                                                  text  \\\n",
       "timestamp                                                                \n",
       "2017-02-24 15:40:31  When you're so blinded by your systematic plag...   \n",
       "2016-06-26 03:22:31  PUPDATE: can't see any. Even if I could, I cou...   \n",
       "\n",
       "                                                         expanded_urls  \\\n",
       "timestamp                                                                \n",
       "2017-02-24 15:40:31  https://twitter.com/dog_rates/status/835152434...   \n",
       "2016-06-26 03:22:31  https://twitter.com/dog_rates/status/746906459...   \n",
       "\n",
       "                     rating_numerator  rating_denominator name  \\\n",
       "timestamp                                                        \n",
       "2017-02-24 15:40:31               0.0                10.0  NaN   \n",
       "2016-06-26 03:22:31               0.0                10.0  NaN   \n",
       "\n",
       "                     favorite_count        ...                     p1  \\\n",
       "timestamp                                  ...                          \n",
       "2017-02-24 15:40:31           24038        ...                  swing   \n",
       "2016-06-26 03:22:31            3093        ...          traffic_light   \n",
       "\n",
       "                      p1_conf  p1_dog                              p2  \\\n",
       "timestamp                                                               \n",
       "2017-02-24 15:40:31  0.967066   False  American_Staffordshire_terrier   \n",
       "2016-06-26 03:22:31  0.470708   False                        fountain   \n",
       "\n",
       "                      p2_conf p2_dog                         p3   p3_conf  \\\n",
       "timestamp                                                                   \n",
       "2017-02-24 15:40:31  0.012731   True  Staffordshire_bullterrier  0.007039   \n",
       "2016-06-26 03:22:31  0.199776  False              space_shuttle  0.064807   \n",
       "\n",
       "                    p3_dog dog_classification  \n",
       "timestamp                                      \n",
       "2017-02-24 15:40:31   True                NaN  \n",
       "2016-06-26 03:22:31  False                NaN  \n",
       "\n",
       "[2 rows x 23 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_copy.loc[twitter_copy.rating_numerator == 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Classifications\n",
    "Dogs are most likely to be classified as puppers, followed by doggos, floofers, and puppos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pupper     230\n",
       "doggo       75\n",
       "floofer     35\n",
       "puppo       29\n",
       "Name: dog_classification, dtype: int64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_copy.dog_classification.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Most popular tweets\n",
    "The most novel scores (420/10 and 1776/10) were not as popular in terms of favorites or retweeting as lower scores.  Numerators over 20 tended to be for pictures of multiple dogs (eg. 60/50 for \"a whole flock of puppers\").  These also are not as popular as lower scores/single dog pictures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Favoriting based on numerator score')"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29141dc8f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(twitter_copy.rating_numerator, twitter_copy.favorite_count)\n",
    "plt.xlabel('Rating Numerator')\n",
    "plt.ylabel('Favorites')\n",
    "plt.title('Favoriting based on numerator score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Retweeting based on numerator score')"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29141f53b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(twitter_copy.rating_numerator, twitter_copy.retweet_count)\n",
    "plt.xlabel('Rating Numerator')\n",
    "plt.ylabel('Retweets')\n",
    "plt.title('Retweeting based on numerator score')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Most popular dogs\n",
    "The most popular dogs in terms of favorites and retweets were dogs that received scores of 13/10.  Furthermore, an exponential growth in popularity versus score can be seen in the below graphs.  WeRateDogs's audience tends to agree with the author up to the 13/10 mark."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Favoriting based on numerator score')"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gJawfAu9P288Cbira16z0+P3A7UUJzszMWqxpNR5JVwGHArtJWgWcQ9aLbXtgUbref2dE/O+IWCbpGuAhsia4MyJiIO3no8BCoAu4LCKWpUN8Brha0nnAEuDSFL8U+JakFWQ1nZOa9RrNzKx+cmUg09fXF4sXL251MczMOoqkeyKir55tPHKBmZnlyonHzMxy5cRjZma5cuIxM7NcOfGYmVmunHjMzCxXTjxmZpYrJx4zM8uVE4+ZmeXKicfMzHLlxGNmZrlq5URwZtag+Uv6mbtwOavXrWdcTzezp0/xxHDWMZx4zDrM/CX9nHnDUtZvGACgf916zrxhKYCTj3UEN7WZdZi5C5dvSjoF6zcMMHfh8haVyKw+TjxmHWb1uvV1xc3ajROPWYcZ19NdV9ys3TjxmHWY2dOn0D2qa4tY96guZk+f0qISmdXHnQvMOkyhA4F7tVmncuIx60Azp/U60VjHalpTm6TLJD0l6cGi2K6SFkl6JP0ek+KSdJGkFZIekPT2om1mpfUfkTSrKH6ApKVpm4skqdoxzMysPTTzGs/lwIyS2BzgtoiYDNyWngMcDUxOP6cDF0OWRIBzgIOAA4FzihLJxWndwnYzBjmGmZm1gaYlnoj4CbC2JHwcMC89ngfMLIpfEZk7gR5JewDTgUURsTYingEWATPSsp0j4o6ICOCKkn2VO4aZmbWBvHu1vSEi1gCk37uneC+wsmi9VSlWLb6qTLzaMV5D0umSFkta/PTTTzf8oszMrHbt0p1aZWLRQLwuEXFJRPRFRN/YsWPr3dzMzBqQd+J5MjWTkX4/leKrgAlF640HVg8SH18mXu0YZmbWBvJOPAuAQs+0WcBNRfFTUu+2g4FnUzPZQuAoSWNSp4KjgIVp2fOSDk692U4p2Ve5Y5iZWRto2n08kq4CDgV2k7SKrHfaBcA1kk4DngBOSKvfArwLWAG8CJwKEBFrJX0euDut97mIKHRY+AhZz7lu4AfphyrHMDOzNqCsU5j19fXF4sWLW10MM7OOIumeiOirZxuPXGA2QnjyOGsXTjxmI4Anj7N24sRj1mJ51ESqTR7nxGN5c+Ixa6G8aiKePM7aSbvcQGo2IuU1jbUnj7N24sRj1kJ51UQ8eZy1EycesxbKqyYyc1ov5x8/ld6ebgT09nRz/vFTfX3HWsLXeMxaaPb0KVtc44Hm1UQ8eZy1CycesxbyNNY2EjnxmLWYayI20vgaj5mZ5cqJx8zMcuXEY2Zmuaop8UjaS9L26fGhkj4mqae5RTMzs+Go1hrP9cCApL2BS4E9ge80rVRmVtX8Jf0ccsHt7DnnZg654HbmL+lvdZHMalZrr7aNEfGqpPcCX42If5e0pJkFM7PyPNK0dbpaazwbJJ1MNpX091NsVHOKZGbV5DW+m1mz1Jp4TgX+BPhCRDwmaU/gyuYVy8wq6a8wjluluFm7qSnxRMRDwGeAe9PzxyLigkYPKukTkpZJelDSVZJeJ2lPSXdJekTSdyVtl9bdPj1fkZZPKtrPmSm+XNL0oviMFFshaU6j5TRrR11SXXGzdlNrr7b3APcBt6bn+0ta0MgBJfUCHwP6IuKtQBdwEvAvwIURMRl4BjgtbXIa8ExE7A1cmNZD0j5pu32BGcDXJXVJ6gK+BhwN7AOcnNY1GxYGIuqKm7WbWpvazgUOBNYBRMR9ZD3bGrUt0C1pW2A0sAY4HLguLZ8HzEyPj0vPScuPkKQUvzoiXo6Ix4AVqYwHAisi4tGIeAW4Oq1rVrN27jU2ZnT5y6uV4mbtptbE82pEPFsSa+jrVUT0A/8KPEGWcJ4F7gHWRcSrabVVQKF7Ti+wMm37alr/9cXxkm0qxc1qUug11r9uPcHmXmPtknwqVWxc4bFOUWvieVDSB4AuSZMl/Tvw80YOKGkMWQ1kT2AcsANZs1ipwr9RuYbraCBeriynS1osafHTTz89WNFthMi711i9tatn12+oK27WbmpNPH9Hdi3lZbIbR58FPt7gMY8EHouIpyNiA3AD8KdAT2p6AxgPrE6PVwETANLyXYC1xfGSbSrFXyMiLomIvojoGzt2bIMvx4abvGYFhcZqV57G2jpdrYnnmIg4KyLekX7OBo5t8JhPAAdLGp2u1RwBPAT8EHh/WmcWcFN6vCA9Jy2/PSIixU9Kvd72BCYDvwDuBianXnLbkXVAaKgjhI1MeX6wN1K7mj19CqO22bJiP2obeRpr6xi1Jp4za4wNKiLuIuskcC+wNJXhErLu2p+UtILsGs6laZNLgden+CeBOWk/y4BryJLWrcAZETGQrgN9FFgIPAxck9Y1q8ns6VPoHtW1RaxZs4I2XLsqbVB2T2rrIFWHzJF0NPAuoFfSRUWLdgZeLb/V4CLiHOCckvCjZD3SStd9CTihwn6+AHyhTPwW4JZGy2cjW56zgo7r6S5742e12tXchcvZMLDlZcsNA8Hchcs9ZI51hMHGalsNLCZrVrunKP488IlmFcqs1fKaFXT29ClbjLsGg9eu8rwGZdYMVRNPRNwP3C/p20Vdnc1siDRSu2qklmTWTgZrarsmIv4KWCLpNV2SI2K/ppXMbISot3Z12FvGcuWdT5SNm3WCwZraCl2m393sgphZbX74y/L3nFWKm7WbwZra1qSxzy6NiCNzKpOZVeHRqa3TDdqdOiIGgBcl7ZJDecxsEB6d2jpdrTOQvgQslbQI+EMhGBEfa0qpzKwij05tna7WxHNz+jGzFuut0Kut173arEPUlHgiYl4afubNKbQ8jbNmZjlzrzbrdDUlHkmHks2J8zjZ4BwTJM2KiJ80r2hmVo57tVmnq7Wp7cvAURGxHEDSm4GrgAOaVTAzK6/RkQvmL+nPZRggs8HUOkjoqELSAYiIXwGe7tCsBRoZPbvdJ7ezkaXWxLNY0qWSDk0/32DLsdvMLCezp09hVFfJtAhd1adFyHtyO7Nqam1q+whwBvAxsms8PwG+3qxCmdkgSntOD9KT2gOLWjuptcbzLuBrEXF8RLw3Ii6MiJebWTAzK2/uwuVs2FgyLcLGqFp78ayl1k5qTTzHAr+S9C1JxxRNUW1mOWuk9pLn5HZmg6kp8UTEqcDewLXAB4BfS/pmMwtmZuU1UnuZOa2X84+fSm9PNyK72fT846e6V5u1RM01l4jYIOkHZK3J3cBxwP9sVsHMRop6uzk3Mnkc5De5ndlgar2BdAZwEnAY8CPgm8BfNa9YZiNDoZtzIYkUujkDFZNEnlNzmzVDrTWeDwNXA38zFJ0KJPWQJa+3ktWg/gewHPguMIlshIS/iohnJAn4N7IODi8CH46Ie9N+ZgFnp92eFxHzUvwA4HKymtktwMcjPIKitZ9q3ZyrJRLXXqyT1XqN56SImD+EPdn+Dbg1It4CvA14GJgD3BYRk4Hb0nOAo4HJ6ed04GIASbsC5wAHAQcC50gak7a5OK1b2G7GEJXbbEi5m7ONRDUlHkkHS7pb0guSXpE0IOm5Rg4oaWfgL4BLASLilYhYR3bNaF5abR4wMz0+DrgiMncCPZL2AKYDiyJibUQ8AywCZqRlO0fEHamWc0XRvszairs520hUa3fq/wBOBh4ha776n8C/N3jMNwFPA/8paYmkb0raAXhDRKyBbOZTYPe0fi+wsmj7VSlWLb6qTPw1JJ0uabGkxU8/7QEWLX/u5mwjUT292lZI6kozkv6npJ9vxTHfDvxdRNwl6d/Y3KxWTrlpFaOB+GuDEZcAlwD09fX5GpDlrtGOAh7w0zpZrYnnxTQfz32SvgSsAXZo8JirgFURcVd6fh1Z4nlS0h4RsSY1lz1VtP6Eou3HA6tT/NCS+I9SfHyZ9c3aUr0dBeYv6Wf2tfdvGr2gf916Zl97/6Z9mbW7WpvaPpTW/SjZ1NcTgPc1csCI+C2wUlKhLeEI4CFgATArxWYBN6XHC4BTlDkYeDY1xS0EjpI0JnUqOApYmJY9n65LCTilaF9mHe/cBcvKDplz7oJlVbebv6SfQy64nT3n3MwhF9zukamtZarWeCRNjIgnIuI3KfQS8NkhOO7fAd9OtahHgVPJEts1kk4DngBOSOveQtaVegVZd+pTASJiraTPA3en9T4XEWvT44+wuTv1D9KP2bCwbn35yX8rxaGx+4XMmmWwprb5ZNdjkHR9RDRUyykVEfcBfWUWHVFm3SAbGbvcfi4DLisTX0x2j5CZ0fj9QmbNMFjiKb5Q/6ZmFsSsneR58b7eY40etQ0vbthYNl6J7xeydjJY4okKj82GrTybpRo51vajusomnu1LumUXG9fTTX+ZJOP7hawVButc8DZJz0l6HtgvPX5O0vON3kBq1u7ynK2zkWOte7HCNZ4KcfD9QtZeqtZ4IqLyVyizYSrPZqlGjtVI7cUDi1o78YRuZiXybJZq5Fizp09h9nX3s2Fgc+v3qC55WgTrGLXex2M2YuTZLNXwsUqvuPoKrHUQ13jMSuTZLDVzWi+Lf7OWq+5ayUAEXRLvO6B6zWTuwuVlbyAdrGv02fOXbnGckw+awHkzpw7ZazGrlROPWRl5NUvNX9LP9ff0M5CmixqI4Pp7+ul7464Vj9/IdaGz5y/lyjuf2PR8IGLTcycfy5ub2sxaqJFebbt0j6orDnDVXSvrips1kxOPWQs1UnvZMPDae3iqxYFNNapa42bN5MRj1kKNTAT3h1cG6ooDdKncbCGV42bN5MRj1kKzp0+ha5stP/y7thm8a3Q15UahPvhNY8quWylu1kxOPGYttPg3axko6aE2sDFY/Ju1FbaorjAET/+69QSbh+BZtvr5sus//nuP1Wb5c+Ixa6GhvuhfqbNCpSkTPEiotYITj1kLDfVF/3oTiQcJtVbwfTxmZeQ1LUKXVDbJNHrRv9IQPGNGj+KlDRu3qA15kFBrFdd4zEpUuk7SjKmiTz5oQl1xgEo5Sao8BM8579mX9x3Quymh1TJCglmzOPGYlchzWoTzZk7lrw+euEVC+OuDJ1YdTWDUNuUzz6htxMxpvZx//FR6e7oR0NvTzfnHZ/sqN0JCM5Kp2WDc1GZWot1n63xloPz1n0K83HA/h1xwu6e+trbRshqPpC5JSyR9Pz3fU9Jdkh6R9F1J26X49un5irR8UtE+zkzx5ZKmF8VnpNgKSXPyfm3W2Rq5qbNRhTHUimsiV975BGfPXzqkx2n3ZGojSyub2j4OPFz0/F+ACyNiMvAMcFqKnwY8ExF7Axem9ZC0D3ASsC8wA/h6SmZdwNeAo4F9gJPTumY1OewtY+uKb428xlBrZHw3s2ZpSeKRNB44Bvhmei7gcOC6tMo8YGZ6fFx6Tlp+RFr/OODqiHg5Ih4DVgAHpp8VEfFoRLwCXJ3WNavJzQ+sqSu+NRrpTj16VPl/20pxqN4hwSxvrbrG81Xg08BO6fnrgXUR8Wp6vgooNDz3AisBIuJVSc+m9XuBO4v2WbzNypL4QeUKIel04HSAiRMnbsXLseHkmRfL32xZKV7QSBdsUX4Ot2r5YP2G8oOBVooDrKtQ9kpxs2bKvcYj6d3AUxFxT3G4zKoxyLJ6468NRlwSEX0R0Td27NA3o9jI0WgX7NHbddUVh8qTjVa75TTP61Zmg2lFU9shwLGSHidrBjucrAbUI6lQAxsPrE6PVwETANLyXYC1xfGSbSrFzWrSU+G6R6U4NN4F+8UKI0pXijdq0uvLJ5hKcbNmyj3xRMSZETE+IiaRdQ64PSI+CPwQeH9abRZwU3q8ID0nLb89IiLFT0q93vYEJgO/AO4GJqdectulYyzI4aXZMHHusfu+5l6ZUduIc4/dt+I2jfYa6xldIclViDfqzkefqStu1kztdB/PZ4CrJZ0HLAEuTfFLgW9JWkFW0zkJICKWSboGeAh4FTgjIgYAJH0UWAh0AZdFxLJcX4l1tMJ1mXqu1+zSParsQJyD9Rqr1IdgqOdn80Rw1k5amngi4kfAj9LjR8l6pJWu8xJwQoXtvwB8oUz8FuCWISyqjTDlbsKsptFeY5VGja4UNxsOPGSO2RBotCec2UjkxGNmZrly4jEzs1w58ZiZWa6ceMzMLFdOPGZDoNKMoY3OJGo2nDnxmA0B3ydjVrt2uoHUrG3UO+Bnl1Q2ybRLjWcbwcYyObDCZKZmTeXEY1YxPz3LAAAP90lEQVSiMOBnYey1woCfQMXk0+41nnJJp1rcrJnc1GZWopEBP8dUGFutUjxvvgZl7cSJx6xEIwN+5jXmWqPavUZmI4sTj1mJRuauebbC2GqV4nlzjcfaiROPWYnZ06cwqqtkWoQuMXv6lIrbtPtEa67xWDtx4kmW9j/LIRfcPuiMkTZClH4eD/L53O4TrbnGY+3EiadIrdMV2/A2d+FyNpR099qwMap2Lrjj0bV1xfPmGo+1EyeeErVMV2zDWyOdC9q9u7JrPNZOnHjKGGy6Yhve2v16TSNc47F24sRTRid/wNjWmz19Ct2juraIdY/qqtq5oN31VnhPV4qbNVPuiUfSBEk/lPSwpGWSPp7iu0paJOmR9HtMikvSRZJWSHpA0tuL9jUrrf+IpFlF8QMkLU3bXCTV3p7Q6R8wtvVmTuvlfQf0bmqG6pJ43wH1TYXdbg57y9i64mbN1Iohc14FPhUR90raCbhH0iLgw8BtEXGBpDnAHOAzwNHA5PRzEHAxcJCkXYFzgD6yPkf3SFoQEc+kdU4H7gRuAWYAPxisYL01jMllQ6PesdDyLFN/SVPrQATf/cVK+t64a8vL2Kgf/vLpuuJmzZR7jSci1kTEvenx88DDQC9wHDAvrTYPmJkeHwdcEZk7gR5JewDTgUURsTYlm0XAjLRs54i4IyICuKJoXxVN7d2Fn805vGM/WDpJYSy0/nXrCdqjN2FxmcrZsDE4d8GynEs1dBrpMGHWLC29xiNpEjANuAt4Q0SsgSw5Abun1XqBlUWbrUqxavFVZeLljn+6pMWSFj/9tL/55aWRsdAaNX9JP4dccDt7zrm56n1a5cpUal2bjELQiOHYYcI6V8sSj6QdgeuBv4+I56qtWiYWDcRfG4y4JCL6IqJv7Fi3dTei1g/2Ynl9+66nZjXcv/n7Go+1k5YkHkmjyJLOtyPihhR+MjWTkX4/leKrgAlFm48HVg8SH18mbkOs0SazvL5911OzGu7f/G9+YE1dcbNmakWvNgGXAg9HxFeKFi0ACj3TZgE3FcVPSb3bDgaeTU1xC4GjJI1JPeCOAhamZc9LOjgd65SifdkQarTJrJGx0BpRT82qXBfq4eSZF8s3E1aKmzVTK3q1HQJ8CFgq6b4U+0fgAuAaSacBTwAnpGW3AO8CVgAvAqcCRMRaSZ8H7k7rfS4iCuOTfAS4HOgm6802aI82q99WNZnVORZaI8b1dJftLFCudlPoVFKuV5uZDa3cE09E/JTy12EAjiizfgBnVNjXZcBlZeKLgbduRTGraseuwK1Qzwd7sWpjoQ3leZw9fcoWM4lC9fu0Zk7L7tWZNOfmIStDuxDlc7sHzLFW8MgFdWrHrsCt0ugd/o3WlOrtyDBzWi/nHz+V3p5uRHaf1vnHTx2RXxIqVSg9YI61Qiua2jpatesaI+0Drbh5qp7aXyM1pULCL5z7QsIvLkelMo60v0s5rvFYO3HiqZNvxNtSIx/s9TaBgRP+1nKNx9qJE0+dGr2u0QnyunbVSE3JCd9s+HDiqVMj39Y7wfwl/cy+9v5NF/37161n9rX3A9WbshpVb02pZ/Sosl1/e0aPGspimVkOnHjq1Oh1jXZ37oJlZXuanbtgWVNeW721q5cqDGdTKd7occys+Zx4GjAcL1hXGoesGeOTNdJRYP2GjXXFC8eZfd39bBgoqsVd17xanJnVxt2pLXd5DRL62e8t25R0CjYMBJ/9XueOMt2oSr3X3KvNWsE1HgNgTIVrKGMGuYbSSFNWIx0FGimfh4nZzL3arJ24xtPmGhn9uRHnvGdftin5+ruNsni1sjVyM+0u3eWTRaU4wD577FRXvJ00+29n1mlc42lAXhesG71pMi+N3ltTad6bavPh3PnoM3XFoX1umixOytAefzuzVnKNp06FbsfF3/JnX3t/Td9mz56/lL3OvIVJc25mrzNv4ez5S6uun+eEaecuWEZJpzY2BlVn3aw0mOZgg2y+/Gr5DgGV4pBNP11PHNqvealZfzuzTuPEU6dq3Y6rOXv+Uq6884lNH5QDEVx55xNVk8/W3DRZbxNdI73aulS+7lApbq274bXStbDBruGZNYMTT50a7XZ81V0r64pDY9dCIEs6nyqplX2qxlpZPRqphYx0rRrh4pz37Ft2DqRq1/DMmsWJJyeNfEi/8mr5ax6V4gVn3biUgZJa2cDG4KwbK9euKlVSqlVe3EW3Pq0c4WLmtF5OfMeETbXRLokT3zHB15usJZx4kqX9z9bUJNVok0UjzVIvVrg5slK84A+vlE9MleIAlfJftcpLu11DaVftMCXD/CX9XH9P/xZNvdff0++edtYSTjxFaukO3GiTxcFvGlNXPG+N1HisNo9dcAw/m3N4S2sXeXZUMRuME0+Jwf4ZZ07rZe7737bF5GJz3/+2QT9UHv99+YvKleJ5a6TGY7Vph/t4PLq3tRMnnjKa8c/YaNdj63ztMFNtpU4Nw2E6D+s8wzbxSJohabmkFZLm1LNtLTNheuprq1crm7YanabcrBmGZeKR1AV8DTga2Ac4WdI+tWy7NTNhmg2mVU1bM6f1cv7xU7doIm5lZwcb2YbrkDkHAisi4lEASVcDxwEPVduo1zNhWpO1smlrOE7nYZ1puCaeXqD4zsxVwEGlK0k6HTgdYOLEifxszuGD7ng4T31tzTVUTVvtMgadWaOGZVMb5f8HX/O/GhGXRERfRPSNHTu2ph032lY+efcd6ooDvGGn7eqKb82xrHmGumnrwhP3rytu1m6Ga+JZBUwoej4eWD0UO260rXzRJw99zQf/5N13YNEnD624zV1nvfM1SeYNO23HXWe9c8iP9dcHT6wrDnDIXrvWFS/YefuuuuKdoNooDtXu42nkXMyc1stXT9x/i/fgV0/c381o1jEUw/BGDUnbAr8CjgD6gbuBD0RExZE8+/r6YvHixTmVsD2dPX8pV921koEIuiROPmgC582cWnWbD37jDn7267Wbnh+y1658+3/9yaDH2u+cW3nu5c2dNHbevosHPjuj6jaT5tz8mtjjFxwz5Ns0ut2ec27eolpdSDqDaeRcmLULSfdERF9d2wzHxAMg6V3AV4Eu4LKI+EK19Z14zMzq10jiGa6dC4iIW4BbWl0OMzPb0nC9xmNmZm3KicfMzHLlxGNmZrly4jEzs1wN215t9ZL0POAB1zK7Ab9rdSHahM/FZj4Xm/lcbDYlInaqZ4Nh26utAcvr7RI4XEla7HOR8bnYzOdiM5+LzSTVfR+Km9rMzCxXTjxmZpYrJ57NLml1AdqIz8VmPheb+Vxs5nOxWd3nwp0LzMwsV67xmJlZrpx4zMwsVyM+8UiaIWm5pBWS5rS6PK0m6XFJSyXd10g3yU4m6TJJT0l6sCi2q6RFkh5Jv8e0sox5qXAuzpXUn94b96UR4Ic1SRMk/VDSw5KWSfp4io+490WVc1H3+2JEX+OR1EU2b887ySaPuxs4OSIeamnBWkjS40BfRIy4m+Mk/QXwAnBFRLw1xb4ErI2IC9IXkzER8ZlWljMPFc7FucALEfGvrSxbniTtAewREfdK2gm4B5gJfJgR9r6oci7+ijrfFyO9xnMgsCIiHo2IV4CrgeNaXCZrkYj4CbC2JHwcMC89nkf2jzbsVTgXI05ErImIe9Pj54GHgV5G4Puiyrmo20hPPL3AyqLnq2jwRA4jAfyXpHsknd7qwrSBN0TEGsj+8YDdW1yeVvuopAdSU9ywb14qJmkSMA24ixH+vig5F1Dn+2KkJx6ViY3ctsfMIRHxduBo4IzU5GIGcDGwF7A/sAb4cmuLkx9JOwLXA38fEc+1ujytVOZc1P2+GOmJZxUwoej5eGB1i8rSFiJidfr9FHAjWXPkSPZkatsutHE/1eLytExEPBkRAxGxEfgGI+S9IWkU2QfttyPihhQeke+LcueikffFSE88dwOTJe0paTvgJGBBi8vUMpJ2SBcNkbQDcBTwYPWthr0FwKz0eBZwUwvL0lKFD9rkvYyA94YkAZcCD0fEV4oWjbj3RaVz0cj7YkT3agNIXf++CnQBl0XEF1pcpJaR9CayWg5kI5d/ZySdD0lXAYeSDXn/JHAOMB+4BpgIPAGcEBHD/qJ7hXNxKFlzSgCPA39TuM4xXEn6M+C/gaXAxhT+R7JrGyPqfVHlXJxMne+LEZ94zMwsXyO9qc3MzHLmxGNmZrly4jEzs1w58ZiZWa6ceMzMLFdOPDYiSRpII+k+KOl7knoGWb9H0t8WPR8n6bohKsuHJW2UtF9R7ME0LEnLSZopaZ9Wl8OGDyceG6nWR8T+aeTltcAZg6zfA2xKPBGxOiLeP4TlWQWcNYT7q0saqb2SmUBdiUfStltXIhvOnHjM4A7S4LCSdpR0m6R707xEhdHKLwD2SrWkuZImFeaqSTWWGyTdmuZn+VJhx5JOk/QrST+S9A1J/1GhDN8H9pU0pXSBpBeKHr9f0uXp8eWSLk5zpDwq6S/TII0PF9ZJ6x0l6Y70mq5NY20V5l76Z0k/BU6Q9L8k3S3pfknXSxot6U+BY4G56bXvJWl/SXemQSFvLAwKmV7jFyX9GPh4Q38JGxGceGxES9/0j2DzUEkvAe9NA6UeBnw5DRUyB/h1qiXNLrOr/YETganAicomzRoH/BNwMNmcT2+pUpSNwJfI7gSvxxjgcOATwPeAC4F9gakpQewGnA0cmV7TYuCTRdu/FBF/FhFXAzdExDsi4m1kQ96fFhE/Jzs3s9Nr/zVwBfCZiNiP7C72c4r21xMRfxkRI2YAUaufq8M2UnVLug+YRDah1aIUF/DFNCr3RrKa0Btq2N9tEfEsgKSHgDeSDTfz48JQKpKuBd5cZR/fAc6StGcdr+N7ERGSlgJPRsTSdKxl6bWNJ2sm+1mWP9mOrIZX8N2ix2+VdB5Zs+KOwMLSg0nahSy5/DiF5gHXVtifWVlOPDZSrY+I/dMH6ffJrvFcBHwQGAscEBEblM3I+roa9vdy0eMBsv+tctNuVBQRr0r6MlA6k2XxuFalZSkcd2NJGTamMgwAiyLi5AqH/UPR48uBmRFxv6QPk43NVq8/DL6KjXRuarMRLdVSPgb8QxryfRfgqZR0DiOruQA8D+xU5+5/AfylpDHpYvv7atjmcuBIsuRX8KSkP5a0Ddnov/W4EzhE0t4A6bpNpVrXTsCadB4+WBTf9NrT+XpG0p+nZR8CfoxZHZx4bMSLiCXA/WTTYnwb6JO0mOzD95dpnd+TNVc9KGlujfvtB75INpLx/wMeAp4dZJtXyGpexTNaziGrld1ONtFWzSLiaeDDwFWSHiBLRJWuNf1TKusi0utOrgZmS1oiaS+yaQDmpv3tD3yunjKZeXRqsyaStGNEvJBqPDeSTb1x42DbmQ1nrvGYNde5qRPDg8BjZPP7mI1orvGYmVmuXOMxM7NcOfGYmVmunHjMzCxXTjxmZpYrJx4zM8vV/weYhPTs/x8LhQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291422404e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(twitter_copy.rating_numerator, twitter_copy.favorite_count)\n",
    "plt.xlim(0,25)\n",
    "plt.xlabel('Rating Numerator')\n",
    "plt.ylabel('Favorites')\n",
    "plt.title('Favoriting based on numerator score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Retweeting based on numerator score')"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29142299e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(twitter_copy.rating_numerator, twitter_copy.retweet_count)\n",
    "plt.xlim(0,25)\n",
    "plt.xlabel('Rating Numerator')\n",
    "plt.ylabel('Retweets')\n",
    "plt.title('Retweeting based on numerator score')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}