wrangle_act.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "import tweepy\n",
    "import json\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gather"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read in csv file as a Pandas DataFrame\n",
    "twitter_archive = pd.read_csv('twitter-archive-enhanced.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Use requests library to download tsv file from a website\n",
    "url=\"https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv\"\n",
    "response = requests.get(url)\n",
    "\n",
    "with open('image_predictions.tsv', 'wb') as file:\n",
    "    file.write(response.content)\n",
    "\n",
    "# Read in tsv file as a Pandas DataFrame    \n",
    "image_predictions = pd.read_csv('image_predictions.tsv', sep='\\t')   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Personal API keys, secrets, and tokens have been replaced with placeholders\n",
    "consumer_key = 'MY CONSUMER KEY'\n",
    "consumer_secret = 'MY CONSUMER SECRET'\n",
    "access_token = 'MY ACCESS TOKEN'\n",
    "access_secret = 'MY ACCESS SECRET'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Variables created for tweepy query\n",
    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_token, access_secret)\n",
    "api = tweepy.API(auth, wait_on_rate_limit = True, wait_on_rate_limit_notify = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rate limit reached. Sleeping for: 733\n",
      "Rate limit reached. Sleeping for: 729\n"
     ]
    }
   ],
   "source": [
    "# For loop which will add each available tweet to a new line of tweet_json.txt\n",
    "with open('tweet_json.txt', 'a', encoding='utf8') as f:\n",
    "    for tweet_id in twitter_archive['tweet_id']:\n",
    "        try:\n",
    "            tweet = api.get_status(tweet_id, tweet_mode='extended')\n",
    "            json.dump(tweet._json, f)\n",
    "            f.write('\\n')\n",
    "        except:\n",
    "            continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# For loop to append each tweet into a list\n",
    "tweets_data = []\n",
    "\n",
    "tweet_file = open('tweet_json.txt', \"r\")\n",
    "\n",
    "for line in tweet_file:\n",
    "    try:\n",
    "        tweet = json.loads(line)\n",
    "        tweets_data.append(tweet)\n",
    "    except:\n",
    "        continue\n",
    "        \n",
    "tweet_file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Create tweet_info DataFrame\n",
    "tweet_info = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Add selected variables to tweet_info DataFrame\n",
    "tweet_info['id'] = list(map(lambda tweet: tweet['id'], tweets_data))\n",
    "tweet_info['retweet_count'] = list(map(lambda tweet: tweet['retweet_count'], tweets_data))\n",
    "tweet_info['favorite_count'] = list(map(lambda tweet: tweet['favorite_count'], tweets_data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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",
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       "      <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",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2017-08-01 16:23:56 +0000</td>\n",
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       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
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       "      <td>Phineas</td>\n",
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       "      <td>None</td>\n",
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       "      <td>2017-08-01 00:17:27 +0000</td>\n",
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       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
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       "      <td>891815181378084864</td>\n",
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       "      <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",
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       "      <td>Darla</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>891087950875897856</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 00:08:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a majestic great white breaching ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    </tr>\n",
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       "      <th>6</th>\n",
       "      <td>890971913173991426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 16:27:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Jax. He enjoys ice cream so much he gets ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gofundme.com/ydvmve-surgery-for-jax,ht...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
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       "      <th>7</th>\n",
       "      <td>890729181411237888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 00:22:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>When you watch your owner call another dog a g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890729181...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>890609185150312448</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-27 16:25:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zoey. She doesn't want to be one of th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890609185...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zoey</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
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       "      <th>9</th>\n",
       "      <td>890240255349198849</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 15:59:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Cassie. She is a college pup. Studying...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890240255...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Cassie</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>890006608113172480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 00:31:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Koda. He is a South Australian decksha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890006608...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Koda</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>889880896479866881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 16:11:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bruno. He is a service shark. Only get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889880896...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Bruno</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 01:55:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a puppo that seems to be on the fence a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889665388...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>puppo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>889638837579907072</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 00:10:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ted. He does his best. Sometimes that'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889638837...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Ted</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 17:02:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Stuart. He's sporting his favorite fan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889531135...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stuart</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>puppo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>889278841981685760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 00:19:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Oliver. You're witnessing one of his m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889278841...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliver</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-23 00:22:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jim. He found a fren. Taught him how t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888917238...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Jim</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 16:56:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zeke. He has a new stick. Very proud o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888804989...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zeke</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 00:23:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ralphus. He's powering up. Attempting ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888554962...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Ralphus</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>888202515573088257</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-21 01:02:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Canela. She attempted s...</td>\n",
       "      <td>8.874740e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-07-19 00:47:34 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0   892420643555336193                    NaN                  NaN   \n",
       "1   892177421306343426                    NaN                  NaN   \n",
       "2   891815181378084864                    NaN                  NaN   \n",
       "3   891689557279858688                    NaN                  NaN   \n",
       "4   891327558926688256                    NaN                  NaN   \n",
       "5   891087950875897856                    NaN                  NaN   \n",
       "6   890971913173991426                    NaN                  NaN   \n",
       "7   890729181411237888                    NaN                  NaN   \n",
       "8   890609185150312448                    NaN                  NaN   \n",
       "9   890240255349198849                    NaN                  NaN   \n",
       "10  890006608113172480                    NaN                  NaN   \n",
       "11  889880896479866881                    NaN                  NaN   \n",
       "12  889665388333682689                    NaN                  NaN   \n",
       "13  889638837579907072                    NaN                  NaN   \n",
       "14  889531135344209921                    NaN                  NaN   \n",
       "15  889278841981685760                    NaN                  NaN   \n",
       "16  888917238123831296                    NaN                  NaN   \n",
       "17  888804989199671297                    NaN                  NaN   \n",
       "18  888554962724278272                    NaN                  NaN   \n",
       "19  888202515573088257                    NaN                  NaN   \n",
       "\n",
       "                    timestamp  \\\n",
       "0   2017-08-01 16:23:56 +0000   \n",
       "1   2017-08-01 00:17:27 +0000   \n",
       "2   2017-07-31 00:18:03 +0000   \n",
       "3   2017-07-30 15:58:51 +0000   \n",
       "4   2017-07-29 16:00:24 +0000   \n",
       "5   2017-07-29 00:08:17 +0000   \n",
       "6   2017-07-28 16:27:12 +0000   \n",
       "7   2017-07-28 00:22:40 +0000   \n",
       "8   2017-07-27 16:25:51 +0000   \n",
       "9   2017-07-26 15:59:51 +0000   \n",
       "10  2017-07-26 00:31:25 +0000   \n",
       "11  2017-07-25 16:11:53 +0000   \n",
       "12  2017-07-25 01:55:32 +0000   \n",
       "13  2017-07-25 00:10:02 +0000   \n",
       "14  2017-07-24 17:02:04 +0000   \n",
       "15  2017-07-24 00:19:32 +0000   \n",
       "16  2017-07-23 00:22:39 +0000   \n",
       "17  2017-07-22 16:56:37 +0000   \n",
       "18  2017-07-22 00:23:06 +0000   \n",
       "19  2017-07-21 01:02:36 +0000   \n",
       "\n",
       "                                               source  \\\n",
       "0   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "5   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "6   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "7   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "8   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "9   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "10  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "11  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "12  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "13  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "14  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "15  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "16  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "17  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "18  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "19  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                 text  retweeted_status_id  \\\n",
       "0   This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1   This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2   This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3   This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4   This is Franklin. He would like you to stop ca...                  NaN   \n",
       "5   Here we have a majestic great white breaching ...                  NaN   \n",
       "6   Meet Jax. He enjoys ice cream so much he gets ...                  NaN   \n",
       "7   When you watch your owner call another dog a g...                  NaN   \n",
       "8   This is Zoey. She doesn't want to be one of th...                  NaN   \n",
       "9   This is Cassie. She is a college pup. Studying...                  NaN   \n",
       "10  This is Koda. He is a South Australian decksha...                  NaN   \n",
       "11  This is Bruno. He is a service shark. Only get...                  NaN   \n",
       "12  Here's a puppo that seems to be on the fence a...                  NaN   \n",
       "13  This is Ted. He does his best. Sometimes that'...                  NaN   \n",
       "14  This is Stuart. He's sporting his favorite fan...                  NaN   \n",
       "15  This is Oliver. You're witnessing one of his m...                  NaN   \n",
       "16  This is Jim. He found a fren. Taught him how t...                  NaN   \n",
       "17  This is Zeke. He has a new stick. Very proud o...                  NaN   \n",
       "18  This is Ralphus. He's powering up. Attempting ...                  NaN   \n",
       "19  RT @dog_rates: This is Canela. She attempted s...         8.874740e+17   \n",
       "\n",
       "    retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                        NaN                        NaN   \n",
       "1                        NaN                        NaN   \n",
       "2                        NaN                        NaN   \n",
       "3                        NaN                        NaN   \n",
       "4                        NaN                        NaN   \n",
       "5                        NaN                        NaN   \n",
       "6                        NaN                        NaN   \n",
       "7                        NaN                        NaN   \n",
       "8                        NaN                        NaN   \n",
       "9                        NaN                        NaN   \n",
       "10                       NaN                        NaN   \n",
       "11                       NaN                        NaN   \n",
       "12                       NaN                        NaN   \n",
       "13                       NaN                        NaN   \n",
       "14                       NaN                        NaN   \n",
       "15                       NaN                        NaN   \n",
       "16                       NaN                        NaN   \n",
       "17                       NaN                        NaN   \n",
       "18                       NaN                        NaN   \n",
       "19              4.196984e+09  2017-07-19 00:47:34 +0000   \n",
       "\n",
       "                                        expanded_urls  rating_numerator  \\\n",
       "0   https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1   https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2   https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3   https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4   https://twitter.com/dog_rates/status/891327558...                12   \n",
       "5   https://twitter.com/dog_rates/status/891087950...                13   \n",
       "6   https://gofundme.com/ydvmve-surgery-for-jax,ht...                13   \n",
       "7   https://twitter.com/dog_rates/status/890729181...                13   \n",
       "8   https://twitter.com/dog_rates/status/890609185...                13   \n",
       "9   https://twitter.com/dog_rates/status/890240255...                14   \n",
       "10  https://twitter.com/dog_rates/status/890006608...                13   \n",
       "11  https://twitter.com/dog_rates/status/889880896...                13   \n",
       "12  https://twitter.com/dog_rates/status/889665388...                13   \n",
       "13  https://twitter.com/dog_rates/status/889638837...                12   \n",
       "14  https://twitter.com/dog_rates/status/889531135...                13   \n",
       "15  https://twitter.com/dog_rates/status/889278841...                13   \n",
       "16  https://twitter.com/dog_rates/status/888917238...                12   \n",
       "17  https://twitter.com/dog_rates/status/888804989...                13   \n",
       "18  https://twitter.com/dog_rates/status/888554962...                13   \n",
       "19  https://twitter.com/dog_rates/status/887473957...                13   \n",
       "\n",
       "    rating_denominator      name  doggo floofer pupper  puppo  \n",
       "0                   10   Phineas   None    None   None   None  \n",
       "1                   10     Tilly   None    None   None   None  \n",
       "2                   10    Archie   None    None   None   None  \n",
       "3                   10     Darla   None    None   None   None  \n",
       "4                   10  Franklin   None    None   None   None  \n",
       "5                   10      None   None    None   None   None  \n",
       "6                   10       Jax   None    None   None   None  \n",
       "7                   10      None   None    None   None   None  \n",
       "8                   10      Zoey   None    None   None   None  \n",
       "9                   10    Cassie  doggo    None   None   None  \n",
       "10                  10      Koda   None    None   None   None  \n",
       "11                  10     Bruno   None    None   None   None  \n",
       "12                  10      None   None    None   None  puppo  \n",
       "13                  10       Ted   None    None   None   None  \n",
       "14                  10    Stuart   None    None   None  puppo  \n",
       "15                  10    Oliver   None    None   None   None  \n",
       "16                  10       Jim   None    None   None   None  \n",
       "17                  10      Zeke   None    None   None   None  \n",
       "18                  10   Ralphus   None    None   None   None  \n",
       "19                  10    Canela   None    None   None   None  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View first 20 rows of twitter_archive DataFrame\n",
    "twitter_archive.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <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": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View last 5 rows of twitter_archive DataFrame\n",
    "twitter_archive.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2356 entries, 0 to 2355\n",
      "Data columns (total 17 columns):\n",
      "tweet_id                      2356 non-null int64\n",
      "in_reply_to_status_id         78 non-null float64\n",
      "in_reply_to_user_id           78 non-null float64\n",
      "timestamp                     2356 non-null object\n",
      "source                        2356 non-null object\n",
      "text                          2356 non-null object\n",
      "retweeted_status_id           181 non-null float64\n",
      "retweeted_status_user_id      181 non-null float64\n",
      "retweeted_status_timestamp    181 non-null object\n",
      "expanded_urls                 2297 non-null object\n",
      "rating_numerator              2356 non-null int64\n",
      "rating_denominator            2356 non-null int64\n",
      "name                          2356 non-null object\n",
      "doggo                         2356 non-null object\n",
      "floofer                       2356 non-null object\n",
      "pupper                        2356 non-null object\n",
      "puppo                         2356 non-null object\n",
      "dtypes: float64(4), int64(3), object(10)\n",
      "memory usage: 313.0+ KB\n"
     ]
    }
   ],
   "source": [
    "# View info of twitter_archive DataFrame\n",
    "twitter_archive.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.356000e+03</td>\n",
       "      <td>7.800000e+01</td>\n",
       "      <td>7.800000e+01</td>\n",
       "      <td>1.810000e+02</td>\n",
       "      <td>1.810000e+02</td>\n",
       "      <td>2356.000000</td>\n",
       "      <td>2356.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.427716e+17</td>\n",
       "      <td>7.455079e+17</td>\n",
       "      <td>2.014171e+16</td>\n",
       "      <td>7.720400e+17</td>\n",
       "      <td>1.241698e+16</td>\n",
       "      <td>13.126486</td>\n",
       "      <td>10.455433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.856705e+16</td>\n",
       "      <td>7.582492e+16</td>\n",
       "      <td>1.252797e+17</td>\n",
       "      <td>6.236928e+16</td>\n",
       "      <td>9.599254e+16</td>\n",
       "      <td>45.876648</td>\n",
       "      <td>6.745237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>6.658147e+17</td>\n",
       "      <td>1.185634e+07</td>\n",
       "      <td>6.661041e+17</td>\n",
       "      <td>7.832140e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.783989e+17</td>\n",
       "      <td>6.757419e+17</td>\n",
       "      <td>3.086374e+08</td>\n",
       "      <td>7.186315e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.196279e+17</td>\n",
       "      <td>7.038708e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>7.804657e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.993373e+17</td>\n",
       "      <td>8.257804e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>8.203146e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>8.862664e+17</td>\n",
       "      <td>8.405479e+17</td>\n",
       "      <td>8.874740e+17</td>\n",
       "      <td>7.874618e+17</td>\n",
       "      <td>1776.000000</td>\n",
       "      <td>170.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "count  2.356000e+03           7.800000e+01         7.800000e+01   \n",
       "mean   7.427716e+17           7.455079e+17         2.014171e+16   \n",
       "std    6.856705e+16           7.582492e+16         1.252797e+17   \n",
       "min    6.660209e+17           6.658147e+17         1.185634e+07   \n",
       "25%    6.783989e+17           6.757419e+17         3.086374e+08   \n",
       "50%    7.196279e+17           7.038708e+17         4.196984e+09   \n",
       "75%    7.993373e+17           8.257804e+17         4.196984e+09   \n",
       "max    8.924206e+17           8.862664e+17         8.405479e+17   \n",
       "\n",
       "       retweeted_status_id  retweeted_status_user_id  rating_numerator  \\\n",
       "count         1.810000e+02              1.810000e+02       2356.000000   \n",
       "mean          7.720400e+17              1.241698e+16         13.126486   \n",
       "std           6.236928e+16              9.599254e+16         45.876648   \n",
       "min           6.661041e+17              7.832140e+05          0.000000   \n",
       "25%           7.186315e+17              4.196984e+09         10.000000   \n",
       "50%           7.804657e+17              4.196984e+09         11.000000   \n",
       "75%           8.203146e+17              4.196984e+09         12.000000   \n",
       "max           8.874740e+17              7.874618e+17       1776.000000   \n",
       "\n",
       "       rating_denominator  \n",
       "count         2356.000000  \n",
       "mean            10.455433  \n",
       "std              6.745237  \n",
       "min              0.000000  \n",
       "25%             10.000000  \n",
       "50%             10.000000  \n",
       "75%             10.000000  \n",
       "max            170.000000  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View descriptive statistics of twitter_archive DataFrame\n",
    "twitter_archive.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
       "      <th>p2</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p2_dog</th>\n",
       "      <th>p3</th>\n",
       "      <th>p3_conf</th>\n",
       "      <th>p3_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Welsh_springer_spaniel</td>\n",
       "      <td>0.465074</td>\n",
       "      <td>True</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.156665</td>\n",
       "      <td>True</td>\n",
       "      <td>Shetland_sheepdog</td>\n",
       "      <td>0.061428</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.506826</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.074192</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.072010</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>German_shepherd</td>\n",
       "      <td>0.596461</td>\n",
       "      <td>True</td>\n",
       "      <td>malinois</td>\n",
       "      <td>0.138584</td>\n",
       "      <td>True</td>\n",
       "      <td>bloodhound</td>\n",
       "      <td>0.116197</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.408143</td>\n",
       "      <td>True</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.360687</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.222752</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.560311</td>\n",
       "      <td>True</td>\n",
       "      <td>Rottweiler</td>\n",
       "      <td>0.243682</td>\n",
       "      <td>True</td>\n",
       "      <td>Doberman</td>\n",
       "      <td>0.154629</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id                                          jpg_url  \\\n",
       "0  666020888022790149  https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg   \n",
       "1  666029285002620928  https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg   \n",
       "2  666033412701032449  https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg   \n",
       "3  666044226329800704  https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg   \n",
       "4  666049248165822465  https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg   \n",
       "\n",
       "   img_num                      p1   p1_conf  p1_dog                  p2  \\\n",
       "0        1  Welsh_springer_spaniel  0.465074    True              collie   \n",
       "1        1                 redbone  0.506826    True  miniature_pinscher   \n",
       "2        1         German_shepherd  0.596461    True            malinois   \n",
       "3        1     Rhodesian_ridgeback  0.408143    True             redbone   \n",
       "4        1      miniature_pinscher  0.560311    True          Rottweiler   \n",
       "\n",
       "    p2_conf  p2_dog                   p3   p3_conf  p3_dog  \n",
       "0  0.156665    True    Shetland_sheepdog  0.061428    True  \n",
       "1  0.074192    True  Rhodesian_ridgeback  0.072010    True  \n",
       "2  0.138584    True           bloodhound  0.116197    True  \n",
       "3  0.360687    True   miniature_pinscher  0.222752    True  \n",
       "4  0.243682    True             Doberman  0.154629    True  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View first 5 rows of image_predictions DataFrame\n",
    "image_predictions.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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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>2070</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg</td>\n",
       "      <td>2</td>\n",
       "      <td>basset</td>\n",
       "      <td>0.555712</td>\n",
       "      <td>True</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.225770</td>\n",
       "      <td>True</td>\n",
       "      <td>German_short-haired_pointer</td>\n",
       "      <td>0.175219</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2071</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>paper_towel</td>\n",
       "      <td>0.170278</td>\n",
       "      <td>False</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.168086</td>\n",
       "      <td>True</td>\n",
       "      <td>spatula</td>\n",
       "      <td>0.040836</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2072</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.716012</td>\n",
       "      <td>True</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.078253</td>\n",
       "      <td>True</td>\n",
       "      <td>kelpie</td>\n",
       "      <td>0.031379</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.323581</td>\n",
       "      <td>True</td>\n",
       "      <td>Pekinese</td>\n",
       "      <td>0.090647</td>\n",
       "      <td>True</td>\n",
       "      <td>papillon</td>\n",
       "      <td>0.068957</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2074</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>orange</td>\n",
       "      <td>0.097049</td>\n",
       "      <td>False</td>\n",
       "      <td>bagel</td>\n",
       "      <td>0.085851</td>\n",
       "      <td>False</td>\n",
       "      <td>banana</td>\n",
       "      <td>0.076110</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</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": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View last 5 rows of image_predictions DataFrame\n",
    "image_predictions.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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": [
    "# View info of image_predictions DataFrame\n",
    "image_predictions.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p3_conf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.075000e+03</td>\n",
       "      <td>2075.000000</td>\n",
       "      <td>2075.000000</td>\n",
       "      <td>2.075000e+03</td>\n",
       "      <td>2.075000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.384514e+17</td>\n",
       "      <td>1.203855</td>\n",
       "      <td>0.594548</td>\n",
       "      <td>1.345886e-01</td>\n",
       "      <td>6.032417e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.785203e+16</td>\n",
       "      <td>0.561875</td>\n",
       "      <td>0.271174</td>\n",
       "      <td>1.006657e-01</td>\n",
       "      <td>5.090593e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.044333</td>\n",
       "      <td>1.011300e-08</td>\n",
       "      <td>1.740170e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.764835e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.364412</td>\n",
       "      <td>5.388625e-02</td>\n",
       "      <td>1.622240e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.119988e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.588230</td>\n",
       "      <td>1.181810e-01</td>\n",
       "      <td>4.944380e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.932034e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.843855</td>\n",
       "      <td>1.955655e-01</td>\n",
       "      <td>9.180755e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.880140e-01</td>\n",
       "      <td>2.734190e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tweet_id      img_num      p1_conf       p2_conf       p3_conf\n",
       "count  2.075000e+03  2075.000000  2075.000000  2.075000e+03  2.075000e+03\n",
       "mean   7.384514e+17     1.203855     0.594548  1.345886e-01  6.032417e-02\n",
       "std    6.785203e+16     0.561875     0.271174  1.006657e-01  5.090593e-02\n",
       "min    6.660209e+17     1.000000     0.044333  1.011300e-08  1.740170e-10\n",
       "25%    6.764835e+17     1.000000     0.364412  5.388625e-02  1.622240e-02\n",
       "50%    7.119988e+17     1.000000     0.588230  1.181810e-01  4.944380e-02\n",
       "75%    7.932034e+17     1.000000     0.843855  1.955655e-01  9.180755e-02\n",
       "max    8.924206e+17     4.000000     1.000000  4.880140e-01  2.734190e-01"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View descriptive statistics of image_predictions DataFrame\n",
    "image_predictions.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>8773</td>\n",
       "      <td>39292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>6426</td>\n",
       "      <td>33648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>4268</td>\n",
       "      <td>25342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>8858</td>\n",
       "      <td>42663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>9639</td>\n",
       "      <td>40809</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   id  retweet_count  favorite_count\n",
       "0  892420643555336193           8773           39292\n",
       "1  892177421306343426           6426           33648\n",
       "2  891815181378084864           4268           25342\n",
       "3  891689557279858688           8858           42663\n",
       "4  891327558926688256           9639           40809"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View first 5 rows of tweet_info DataFrame\n",
    "tweet_info.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Join 'tweet_info' to 'twitter_archive'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2344</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>40</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2345</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>143</td>\n",
       "      <td>306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2346</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>46</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2347</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>47</td>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2348</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>527</td>\n",
       "      <td>2528</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      id  retweet_count  favorite_count\n",
       "2344  666049248165822465             40             110\n",
       "2345  666044226329800704            143             306\n",
       "2346  666033412701032449             46             127\n",
       "2347  666029285002620928             47             131\n",
       "2348  666020888022790149            527            2528"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View last 5 rows of tweet_info DataFrame\n",
    "tweet_info.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2349 entries, 0 to 2348\n",
      "Data columns (total 3 columns):\n",
      "id                2349 non-null int64\n",
      "retweet_count     2349 non-null int64\n",
      "favorite_count    2349 non-null int64\n",
      "dtypes: int64(3)\n",
      "memory usage: 55.1 KB\n"
     ]
    }
   ],
   "source": [
    "# View info of tweet_info DataFrame\n",
    "tweet_info.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.349000e+03</td>\n",
       "      <td>2349.000000</td>\n",
       "      <td>2349.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.424674e+17</td>\n",
       "      <td>3093.778203</td>\n",
       "      <td>8107.251596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.840987e+16</td>\n",
       "      <td>5128.512600</td>\n",
       "      <td>12057.756736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.783890e+17</td>\n",
       "      <td>615.000000</td>\n",
       "      <td>1413.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.193325e+17</td>\n",
       "      <td>1443.000000</td>\n",
       "      <td>3585.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.989257e+17</td>\n",
       "      <td>3600.000000</td>\n",
       "      <td>10090.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>78668.000000</td>\n",
       "      <td>131704.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id  retweet_count  favorite_count\n",
       "count  2.349000e+03    2349.000000     2349.000000\n",
       "mean   7.424674e+17    3093.778203     8107.251596\n",
       "std    6.840987e+16    5128.512600    12057.756736\n",
       "min    6.660209e+17       0.000000        0.000000\n",
       "25%    6.783890e+17     615.000000     1413.000000\n",
       "50%    7.193325e+17    1443.000000     3585.000000\n",
       "75%    7.989257e+17    3600.000000    10090.000000\n",
       "max    8.924206e+17   78668.000000   131704.000000"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View descriptive statistics of tweet_info DataFrame\n",
    "tweet_info.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>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\" r...</td>\n",
       "      <td>Meet Indie. She's not a fan of baths but she's...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/get-indie-home/,https...</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\" r...</td>\n",
       "      <td>RT @dog_rates: This is Pipsy. He is a fluffbal...</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/667152164...</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\" r...</td>\n",
       "      <td>Meet Chester (bottom) &amp;amp; Harold (top). They...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/834458053...</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\" r...</td>\n",
       "      <td>Say hello to Eugene &amp;amp; Patti Melt. No matte...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/817536400...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Eugene</td>\n",
       "      <td>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\" r...</td>\n",
       "      <td>RT @dog_rates: Meet Beau &amp;amp; Wilbur. Wilbur ...</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/698195409...</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\" r...</td>\n",
       "      <td>Meet Sam. She smiles 24/7 &amp;amp; secretly aspir...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/sams-smile,https://tw...</td>\n",
       "      <td>24</td>\n",
       "      <td>7</td>\n",
       "      <td>Sam</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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\" r...</td>\n",
       "      <td>Meet Roosevelt. He's preparing for takeoff. Ma...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/772826264...</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\" r...</td>\n",
       "      <td>Meet Maggie &amp;amp; Lila. Maggie is the doggo, L...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/759793422...</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\" r...</td>\n",
       "      <td>This is Lilli Bee &amp;amp; Honey Bear. Unfortunat...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/758854675...</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/tw...</td>\n",
       "      <td>Meet Jax &amp;amp; Jil. Jil is yelling the pledge ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/750026558...</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\" r...</td>\n",
       "      <td>Meet Buckley. His family &amp;amp; some neighbors ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/735137028...</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\" r...</td>\n",
       "      <td>Meet Sid &amp;amp; Murphy. Murphy floats alongside...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/719367763...</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\" r...</td>\n",
       "      <td>Meet Jennifur. She's supposed to be navigating...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/716791146...</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\" r...</td>\n",
       "      <td>Meet Travis and Flurp. Travis is pretty chill ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/714258258...</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\" r...</td>\n",
       "      <td>From left to right:\\nCletus, Jerome, Alejandro...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/709198395...</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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\" r...</td>\n",
       "      <td>Meet Rambo &amp;amp; Kiwi. Rambo's the pup with th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/702671118...</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\" r...</td>\n",
       "      <td>Meet Beau &amp;amp; Wilbur. Wilbur stole Beau's be...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/698195409...</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\" r...</td>\n",
       "      <td>Meet Oliviér. He takes killer selfies. Has a d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/694352839...</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\" r...</td>\n",
       "      <td>This is Sadie and her 2 pups Shebang &amp;amp; Ruf...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/693280720...</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\" r...</td>\n",
       "      <td>When bae says they can't go out but you see th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/691483041...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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\" r...</td>\n",
       "      <td>This is Lolo. She's America af. Behind in scie...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/690597161...</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\" r...</td>\n",
       "      <td>Meet Fynn &amp;amp; Taco. Fynn is an all-powerful ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/689835978...</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\" r...</td>\n",
       "      <td>Meet Trooper &amp;amp; Maya. Trooper protects Maya...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/687807801...</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\" r...</td>\n",
       "      <td>Say hello to Crimson. He's a Speckled Winnebag...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/686386521...</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\" r...</td>\n",
       "      <td>Meet Bruiser &amp;amp; Charlie. They are the best ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684926975...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bruiser</td>\n",
       "      <td>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\" r...</td>\n",
       "      <td>Here we see a faulty pupper. Might need to rep...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/683834909...</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\" r...</td>\n",
       "      <td>Great picture here. Dog on the right panicked ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680801747...</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\" r...</td>\n",
       "      <td>Touching scene here. Really stirs up the emoti...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/678446151...</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\" r...</td>\n",
       "      <td>Meet Tassy &amp;amp; Bee. Tassy is pretty chill, b...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/677314812...</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\" r...</td>\n",
       "      <td>Say hello to Penny &amp;amp; Gizmo. They are pract...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/676811746...</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\" r...</td>\n",
       "      <td>This is Godzilla pupper. He had a ruff childho...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/676603393...</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\" r...</td>\n",
       "      <td>&amp;amp; this is Yoshi. Another world record cont...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675870721...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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\" r...</td>\n",
       "      <td>Meet Rufio. He is unaware of the pink legless ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674737130...</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\" r...</td>\n",
       "      <td>Meet Jeb &amp;amp; Bush. Jeb is somehow stuck in t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674670581...</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\" r...</td>\n",
       "      <td>Two gorgeous dogs here. Little waddling dog is...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674646392...</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\" r...</td>\n",
       "      <td>Meet Chesney. On the outside he stays calm &amp;am...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674372068...</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\" r...</td>\n",
       "      <td>Meet Daisy. She has no eyes &amp;amp; her face has...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/674036086...</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\" r...</td>\n",
       "      <td>When you try to recreate the scene from Lady &amp;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671768281...</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\" r...</td>\n",
       "      <td>This is the best thing I've ever seen so sprea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671561002...</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\" r...</td>\n",
       "      <td>Meet Holly. She's trying to teach small human-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671154572...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Holly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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\" r...</td>\n",
       "      <td>Say hello to Andy. He can balance on one foot,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670807719...</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\" r...</td>\n",
       "      <td>Say hello to Gin &amp;amp; Tonic. They're having a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670755717...</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\" r...</td>\n",
       "      <td>This is Ben &amp;amp; Carson. It's impossible for ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670046952...</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\" r...</td>\n",
       "      <td>Here we have Pancho and Peaches. Pancho is a C...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669037058...</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\" r...</td>\n",
       "      <td>Meet Jaycob. He got scared of the vacuum. Hide...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668960084...</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\" r...</td>\n",
       "      <td>Say hello to Bobb. Bobb is a Golden High Fescu...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668852170...</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\" r...</td>\n",
       "      <td>This is Timofy. He's a pilot for Southwest. It...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668627278...</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\" r...</td>\n",
       "      <td>Say hello to Kallie. There was a tornado in th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668620235...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Kallie</td>\n",
       "      <td>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\" r...</td>\n",
       "      <td>This is Spark. He's nervous. Other dog hasn't ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668537837...</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\" r...</td>\n",
       "      <td>These two dogs are Bo &amp;amp; Smittens. Smittens...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668221241...</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\" r...</td>\n",
       "      <td>This is Tedrick. He lives on the edge. Needs s...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667878741...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>Tedrick</td>\n",
       "      <td>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;Tw...</td>\n",
       "      <td>This is Dook &amp;amp; Milo. Dook is struggling to...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667517642...</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\" r...</td>\n",
       "      <td>This is Pipsy. He is a fluffball. Enjoys trave...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667152164...</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\" r...</td>\n",
       "      <td>These are Peruvian Feldspars. Their names are ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666835007...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>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\" r...   \n",
       "273   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "320   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "461   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "485   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "516   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "799   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "889   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "898   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "976   <a href=\"https://about.twitter.com/products/tw...   \n",
       "1104  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1179  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1199  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1222  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1274  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1366  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1421  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1465  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1481  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1508  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1524  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1538  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1569  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1593  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1621  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1646  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1707  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1763  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1795  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1812  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1817  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1842  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1897  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1899  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1901  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1913  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1931  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2031  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2037  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2064  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2084  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2096  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2137  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2177  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2190  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2196  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2207  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2210  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2216  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2232  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2246  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2268  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2293  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2306  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "262   Meet Indie. She's not a fan of baths but she's...                  NaN   \n",
       "273   RT @dog_rates: This is Pipsy. He is a fluffbal...         6.671522e+17   \n",
       "320   Meet Chester (bottom) &amp; Harold (top). They...                  NaN   \n",
       "461   Say hello to Eugene &amp; Patti Melt. No matte...                  NaN   \n",
       "485   RT @dog_rates: Meet Beau &amp; Wilbur. Wilbur ...         6.981954e+17   \n",
       "516   Meet Sam. She smiles 24/7 &amp; secretly aspir...                  NaN   \n",
       "799   Meet Roosevelt. He's preparing for takeoff. Ma...                  NaN   \n",
       "889   Meet Maggie &amp; Lila. Maggie is the doggo, L...                  NaN   \n",
       "898   This is Lilli Bee &amp; Honey Bear. Unfortunat...                  NaN   \n",
       "976   Meet Jax &amp; Jil. Jil is yelling the pledge ...                  NaN   \n",
       "1104  Meet Buckley. His family &amp; some neighbors ...                  NaN   \n",
       "1179  Meet Sid &amp; Murphy. Murphy floats alongside...                  NaN   \n",
       "1199  Meet Jennifur. She's supposed to be navigating...                  NaN   \n",
       "1222  Meet Travis and Flurp. Travis is pretty chill ...                  NaN   \n",
       "1274  From left to right:\\nCletus, Jerome, Alejandro...                  NaN   \n",
       "1366  Meet Rambo &amp; Kiwi. Rambo's the pup with th...                  NaN   \n",
       "1421  Meet Beau &amp; Wilbur. Wilbur stole Beau's be...                  NaN   \n",
       "1465  Meet Oliviér. He takes killer selfies. Has a d...                  NaN   \n",
       "1481  This is Sadie and her 2 pups Shebang &amp; Ruf...                  NaN   \n",
       "1508  When bae says they can't go out but you see th...                  NaN   \n",
       "1524  This is Lolo. She's America af. Behind in scie...                  NaN   \n",
       "1538  Meet Fynn &amp; Taco. Fynn is an all-powerful ...                  NaN   \n",
       "1569  Meet Trooper &amp; Maya. Trooper protects Maya...                  NaN   \n",
       "1593  Say hello to Crimson. He's a Speckled Winnebag...                  NaN   \n",
       "1621  Meet Bruiser &amp; Charlie. They are the best ...                  NaN   \n",
       "1646  Here we see a faulty pupper. Might need to rep...                  NaN   \n",
       "1707  Great picture here. Dog on the right panicked ...                  NaN   \n",
       "1763  Touching scene here. Really stirs up the emoti...                  NaN   \n",
       "1795  Meet Tassy &amp; Bee. Tassy is pretty chill, b...                  NaN   \n",
       "1812  Say hello to Penny &amp; Gizmo. They are pract...                  NaN   \n",
       "1817  This is Godzilla pupper. He had a ruff childho...                  NaN   \n",
       "1842  &amp; this is Yoshi. Another world record cont...                  NaN   \n",
       "1897  Meet Rufio. He is unaware of the pink legless ...                  NaN   \n",
       "1899  Meet Jeb &amp; Bush. Jeb is somehow stuck in t...                  NaN   \n",
       "1901  Two gorgeous dogs here. Little waddling dog is...                  NaN   \n",
       "1913  Meet Chesney. On the outside he stays calm &am...                  NaN   \n",
       "1931  Meet Daisy. She has no eyes &amp; her face has...                  NaN   \n",
       "2031  When you try to recreate the scene from Lady &...                  NaN   \n",
       "2037  This is the best thing I've ever seen so sprea...                  NaN   \n",
       "2064  Meet Holly. She's trying to teach small human-...                  NaN   \n",
       "2084  Say hello to Andy. He can balance on one foot,...                  NaN   \n",
       "2096  Say hello to Gin &amp; Tonic. They're having a...                  NaN   \n",
       "2137  This is Ben &amp; Carson. It's impossible for ...                  NaN   \n",
       "2177  Here we have Pancho and Peaches. Pancho is a C...                  NaN   \n",
       "2190  Meet Jaycob. He got scared of the vacuum. Hide...                  NaN   \n",
       "2196  Say hello to Bobb. Bobb is a Golden High Fescu...                  NaN   \n",
       "2207  This is Timofy. He's a pilot for Southwest. It...                  NaN   \n",
       "2210  Say hello to Kallie. There was a tornado in th...                  NaN   \n",
       "2216  This is Spark. He's nervous. Other dog hasn't ...                  NaN   \n",
       "2232  These two dogs are Bo &amp; Smittens. Smittens...                  NaN   \n",
       "2246  This is Tedrick. He lives on the edge. Needs s...                  NaN   \n",
       "2268  This is Dook &amp; Milo. Dook is struggling to...                  NaN   \n",
       "2293  This is Pipsy. He is a fluffball. Enjoys trave...                  NaN   \n",
       "2306  These are Peruvian Feldspars. Their names are ...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "262                        NaN                        NaN   \n",
       "273               4.196984e+09  2015-11-19 01:27:25 +0000   \n",
       "320                        NaN                        NaN   \n",
       "461                        NaN                        NaN   \n",
       "485               4.196984e+09  2016-02-12 17:22:12 +0000   \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",
       "                                          expanded_urls  rating_numerator  \\\n",
       "262   https://www.gofundme.com/get-indie-home/,https...                12   \n",
       "273   https://twitter.com/dog_rates/status/667152164...                12   \n",
       "320   https://twitter.com/dog_rates/status/834458053...                12   \n",
       "461   https://twitter.com/dog_rates/status/817536400...                12   \n",
       "485   https://twitter.com/dog_rates/status/698195409...                 9   \n",
       "516   https://www.gofundme.com/sams-smile,https://tw...                24   \n",
       "799   https://twitter.com/dog_rates/status/772826264...                11   \n",
       "889   https://twitter.com/dog_rates/status/759793422...                12   \n",
       "898   https://twitter.com/dog_rates/status/758854675...                11   \n",
       "976   https://twitter.com/dog_rates/status/750026558...                10   \n",
       "1104  https://twitter.com/dog_rates/status/735137028...                 9   \n",
       "1179  https://twitter.com/dog_rates/status/719367763...                11   \n",
       "1199  https://twitter.com/dog_rates/status/716791146...                11   \n",
       "1222  https://twitter.com/dog_rates/status/714258258...                10   \n",
       "1274  https://twitter.com/dog_rates/status/709198395...                45   \n",
       "1366  https://twitter.com/dog_rates/status/702671118...                10   \n",
       "1421  https://twitter.com/dog_rates/status/698195409...                 9   \n",
       "1465  https://twitter.com/dog_rates/status/694352839...                10   \n",
       "1481  https://twitter.com/dog_rates/status/693280720...                10   \n",
       "1508  https://twitter.com/dog_rates/status/691483041...                 5   \n",
       "1524  https://twitter.com/dog_rates/status/690597161...                11   \n",
       "1538  https://twitter.com/dog_rates/status/689835978...                11   \n",
       "1569  https://twitter.com/dog_rates/status/687807801...                11   \n",
       "1593  https://twitter.com/dog_rates/status/686386521...                11   \n",
       "1621  https://twitter.com/dog_rates/status/684926975...                11   \n",
       "1646  https://twitter.com/dog_rates/status/683834909...                 9   \n",
       "1707  https://twitter.com/dog_rates/status/680801747...                10   \n",
       "1763  https://twitter.com/dog_rates/status/678446151...                10   \n",
       "1795  https://twitter.com/dog_rates/status/677314812...                10   \n",
       "1812  https://twitter.com/dog_rates/status/676811746...                 9   \n",
       "1817  https://twitter.com/dog_rates/status/676603393...                 9   \n",
       "1842  https://twitter.com/dog_rates/status/675870721...                11   \n",
       "1897  https://twitter.com/dog_rates/status/674737130...                10   \n",
       "1899  https://twitter.com/dog_rates/status/674670581...                 9   \n",
       "1901  https://twitter.com/dog_rates/status/674646392...                 5   \n",
       "1913  https://twitter.com/dog_rates/status/674372068...                10   \n",
       "1931  https://twitter.com/dog_rates/status/674036086...                 9   \n",
       "2031  https://twitter.com/dog_rates/status/671768281...                10   \n",
       "2037  https://twitter.com/dog_rates/status/671561002...                13   \n",
       "2064  https://twitter.com/dog_rates/status/671154572...                11   \n",
       "2084  https://twitter.com/dog_rates/status/670807719...                11   \n",
       "2096  https://twitter.com/dog_rates/status/670755717...                 9   \n",
       "2137  https://twitter.com/dog_rates/status/670046952...                11   \n",
       "2177  https://twitter.com/dog_rates/status/669037058...                10   \n",
       "2190  https://twitter.com/dog_rates/status/668960084...                10   \n",
       "2196  https://twitter.com/dog_rates/status/668852170...                11   \n",
       "2207  https://twitter.com/dog_rates/status/668627278...                 9   \n",
       "2210  https://twitter.com/dog_rates/status/668620235...                10   \n",
       "2216  https://twitter.com/dog_rates/status/668537837...                 8   \n",
       "2232  https://twitter.com/dog_rates/status/668221241...                10   \n",
       "2246  https://twitter.com/dog_rates/status/667878741...                 2   \n",
       "2268  https://twitter.com/dog_rates/status/667517642...                 8   \n",
       "2293  https://twitter.com/dog_rates/status/667152164...                12   \n",
       "2306  https://twitter.com/dog_rates/status/666835007...                10   \n",
       "\n",
       "      rating_denominator       name  doggo floofer  pupper puppo  \n",
       "262                   10      Indie   None    None    None  None  \n",
       "273                   10      Pipsy   None    None    None  None  \n",
       "320                   10    Chester   None    None    None  None  \n",
       "461                   10     Eugene   None    None    None  None  \n",
       "485                   10       Beau   None    None    None  None  \n",
       "516                    7        Sam   None    None    None  None  \n",
       "799                   10  Roosevelt   None    None    None  None  \n",
       "889                   10     Maggie  doggo    None  pupper  None  \n",
       "898                   10      Lilli   None    None    None  None  \n",
       "976                   10        Jax   None    None    None  None  \n",
       "1104                  10    Buckley   None    None  pupper  None  \n",
       "1179                  10        Sid   None    None    None  None  \n",
       "1199                  10   Jennifur   None    None    None  None  \n",
       "1222                  10     Travis   None    None    None  None  \n",
       "1274                  50       None   None    None    None  None  \n",
       "1366                  10      Rambo   None    None    None  None  \n",
       "1421                  10       Beau   None    None    None  None  \n",
       "1465                  10    Oliviér   None    None    None  None  \n",
       "1481                  10      Sadie   None    None    None  None  \n",
       "1508                  10       None   None    None    None  None  \n",
       "1524                  10       Lolo   None    None    None  None  \n",
       "1538                  10       Fynn   None    None    None  None  \n",
       "1569                  10    Trooper   None    None    None  None  \n",
       "1593                  10    Crimson   None    None    None  None  \n",
       "1621                  10    Bruiser   None    None    None  None  \n",
       "1646                  10       None   None    None  pupper  None  \n",
       "1707                  10       None   None    None    None  None  \n",
       "1763                  10       None   None    None    None  None  \n",
       "1795                  10      Tassy   None    None    None  None  \n",
       "1812                  10      Penny   None    None    None  None  \n",
       "1817                  10   Godzilla   None    None  pupper  None  \n",
       "1842                  10       None   None    None    None  None  \n",
       "1897                  10      Rufio   None    None  pupper  None  \n",
       "1899                  10        Jeb   None    None    None  None  \n",
       "1901                  10       None   None    None    None  None  \n",
       "1913                  10    Chesney   None    None    None  None  \n",
       "1931                  10      Daisy   None    None    None  None  \n",
       "2031                  10       None   None    None    None  None  \n",
       "2037                  10        the   None    None    None  None  \n",
       "2064                  10      Holly   None    None    None  None  \n",
       "2084                  10       Andy   None    None    None  None  \n",
       "2096                  10        Gin   None    None    None  None  \n",
       "2137                  10        Ben   None    None    None  None  \n",
       "2177                  10       None   None    None    None  None  \n",
       "2190                  10     Jaycob   None    None    None  None  \n",
       "2196                  10       Bobb   None    None    None  None  \n",
       "2207                  10     Timofy   None    None    None  None  \n",
       "2210                  10     Kallie   None    None    None  None  \n",
       "2216                  10      Spark   None    None    None  None  \n",
       "2232                  10       None   None    None    None  None  \n",
       "2246                  10    Tedrick   None    None    None  None  \n",
       "2268                  10       Dook   None    None    None  None  \n",
       "2293                  10      Pipsy   None    None    None  None  \n",
       "2306                  10       None   None    None    None  None  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View rows in twitter_archive which contain '&amp;' instead of '&' in 'text' column\n",
    "twitter_archive[twitter_archive.text.str.contains('&amp;')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1035            Abby\n",
       "1021            Abby\n",
       "938              Ace\n",
       "1933            Acro\n",
       "1327           Adele\n",
       "1934           Aiden\n",
       "77               Aja\n",
       "480            Akumi\n",
       "820               Al\n",
       "875           Albert\n",
       "1954          Albert\n",
       "144            Albus\n",
       "412            Albus\n",
       "1115         Aldrick\n",
       "2046       Alejandro\n",
       "374        Alexander\n",
       "1189    Alexanderson\n",
       "486              Alf\n",
       "2238           Alfie\n",
       "661            Alfie\n",
       "367            Alfie\n",
       "1616           Alfie\n",
       "858            Alfie\n",
       "51              Alfy\n",
       "201            Alice\n",
       "1701           Alice\n",
       "1495           Amber\n",
       "1334         Ambrose\n",
       "2078             Amy\n",
       "2195          Amélie\n",
       "            ...     \n",
       "852               my\n",
       "988              not\n",
       "335              not\n",
       "1747      officially\n",
       "1206             old\n",
       "993              one\n",
       "1936             one\n",
       "924              one\n",
       "369              one\n",
       "2326           quite\n",
       "169            quite\n",
       "118            quite\n",
       "193            quite\n",
       "2030           space\n",
       "22              such\n",
       "2345             the\n",
       "2346             the\n",
       "1603             the\n",
       "2037             the\n",
       "2212             the\n",
       "1815             the\n",
       "1797             the\n",
       "1527             the\n",
       "1120            this\n",
       "1121    unacceptable\n",
       "1031            very\n",
       "773             very\n",
       "1097            very\n",
       "819             very\n",
       "1385            very\n",
       "Name: name, Length: 2356, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sort values of 'name' column alphabetically - lowercase values appear at the bottom\n",
    "twitter_archive.name.sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View number of entries for each source\n",
    "twitter_archive.source.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>887517139158093824</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-19 03:39:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I've yet to rate a Venezuelan Hover Wiener. Th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887517139...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>such</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>881536004380872706</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-02 15:32:16 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a pupper approaching maximum borkdrive...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/881536004...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>869988702071779329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-31 18:47:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: We only rate dogs. This is quit...</td>\n",
       "      <td>8.591970e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-02 00:04:57 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/859196978...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>quite</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>859196978902773760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-02 00:04:57 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>We only rate dogs. This is quite clearly a smo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/859196978...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>quite</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>855459453768019968</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-21 16:33:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Guys, we only rate dogs. This is quite clearly...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/855459453...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>quite</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>832645525019123713</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-17 17:38:57 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>There's going to be a dog terminal at JFK Airp...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://us.blastingnews.com/news/2017/02/jfk-an...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>not</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>828650029636317184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-06 17:02:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Occasionally, we're sent fantastic stories. Th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/828650029...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>one</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>806219024703037440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-06 19:29:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>We only rate dogs. Please stop sending in non-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/806219024...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>incredibly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>792913359805018113</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-31 02:17:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a perfect example of someone who has t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/792913359...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>788552643979468800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-19 01:29:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Say hello to mad pupper. You kn...</td>\n",
       "      <td>7.363926e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-05-28 03:04:00 +0000</td>\n",
       "      <td>https://vine.co/v/iEggaEOiLO3,https://vine.co/...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>mad</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>778396591732486144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-21 00:53:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is an East African Chalupa...</td>\n",
       "      <td>7.030419e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-02-26 02:20:37 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/703041949...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>776249906839351296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-15 02:42:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: We only rate dogs. Pls stop sen...</td>\n",
       "      <td>7.007478e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-02-19 18:24:26 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/700747788...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>very</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>772581559778025472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-04 23:46:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Guys this is getting so out of hand. We only r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/772581559...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>770655142660169732</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-30 16:11:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>We only rate dogs. Pls stop sending in non-can...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/770655142...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>very</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>770093767776997377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-29 03:00:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is just downright precious...</td>\n",
       "      <td>7.410673e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-10 00:39:48 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/741067306...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>just</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>765395769549590528</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-16 03:52:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is my dog. Her name is Zoey. She knows I'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/765395769...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>my</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>755206590534418437</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-19 01:04:16 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is one of the most inspirational stories ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/755206590...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>one</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>748977405889503236</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-01 20:31:43 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>What jokester sent in a pic without a dog in i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/748977405...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>not</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>748692773788876800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-01 01:40:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>That is Quizno. This is his beach. He does not...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/748692773...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>his</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>748575535303884801</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-30 17:54:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is one of the most reckless puppers I've ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/748575535...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>one</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>747885874273214464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-28 20:14:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a mighty rare blue-tailed hammer sherk...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/747885874...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>747816857231626240</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-28 15:40:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Viewer discretion is advised. This is a terrib...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/747816857...</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>746872823977771008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-26 01:08:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a carrot. We only rate dogs. Please on...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/746872823...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>746369468511756288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-24 15:48:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Iraqi Speed Kangaroo. It is not a d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/746369468...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>745422732645535745</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-22 01:06:43 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>We only rate dogs. Pls stop sending in non-can...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/745422732...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>very</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>744223424764059648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-18 17:41:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is actually a pupper and I'd pet it so we...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/strange_animals/status/672...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>actually</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>743222593470234624</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-15 23:24:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a very rare Great Alaskan Bush Pupper....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/743222593...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>741067306818797568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-10 00:39:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is just downright precious af. 12/10 for ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/741067306...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>just</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>740214038584557568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-07 16:09:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is getting incredibly frustrating. This i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740214038...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>getting</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>736392552031657984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-28 03:04:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine -...</td>\n",
       "      <td>Say hello to mad pupper. You know what you did...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/iEggaEOiLO3</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>mad</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2191</th>\n",
       "      <td>668955713004314625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-24 00:54:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Slovakian Helter Skelter Feta named ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668955713...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2198</th>\n",
       "      <td>668815180734689280</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 15:35:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a wild Toblerone from Papua New Guinea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668815180...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2204</th>\n",
       "      <td>668636665813057536</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 03:46:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Irish Rigatoni terrier named Berta....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668636665...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2211</th>\n",
       "      <td>668614819948453888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 02:19:29 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a horned dog. Much grace. Can jump ove...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668614819...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2212</th>\n",
       "      <td>668587383441514497</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 00:30:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://vine.co\" rel=\"nofollow\"&gt;Vine -...</td>\n",
       "      <td>Never forget this vine. You will not stop watc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/ea0OwvPTx9l</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>the</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2218</th>\n",
       "      <td>668507509523615744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-22 19:13:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Birmingham Quagmire named Chuk. Love...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668507509...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2222</th>\n",
       "      <td>668466899341221888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-22 16:31:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a mother dog caring for her pups. Snaz...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668466899...</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2235</th>\n",
       "      <td>668171859951755264</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-21 20:59:20 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Trans Siberian Kellogg named Alfonso...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668171859...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249</th>\n",
       "      <td>667861340749471744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-21 00:25:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Shotokon Macadamia mix named Cheryl....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667861340...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2255</th>\n",
       "      <td>667773195014021121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 18:35:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>This is a rare Hungarian Pinot named Jessiga. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667773195...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2264</th>\n",
       "      <td>667538891197542400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 03:04:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>This is a southwest Coriander named Klint. Hat...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667538891...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2273</th>\n",
       "      <td>667470559035432960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-19 22:32:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>This is a northern Wahoo named Kohl. He runs t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667470559...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2287</th>\n",
       "      <td>667177989038297088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-19 03:10:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Dasani Kingfisher from Maine. His na...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667177989...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2304</th>\n",
       "      <td>666983947667116034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-18 14:18:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a curly Ticonderoga named Pepe. No fee...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666983947...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2311</th>\n",
       "      <td>666781792255496192</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-18 00:55:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Bacardi named Octaviath. Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666781792...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2314</th>\n",
       "      <td>666701168228331520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 19:35:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a golden Buckminsterfullerene named Jo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666701168...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>666411507551481857</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 00:24:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is quite the dog. Gets really excited whe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666411507...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>quite</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>666407126856765440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 00:06:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a southern Vesuvius bumblegruff. Can d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666407126...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>666337882303524864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 19:31:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an extremely rare horned Parthenon. No...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666337882...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>666293911632134144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:37:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a funny dog. Weird toes. Won't come do...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666293911...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:11:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666287406...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2345</th>\n",
       "      <td>666063827256086533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:22:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is the happiest dog you will ever see. Ve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666063827...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>the</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2346</th>\n",
       "      <td>666058600524156928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 01:01:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is the Rand Paul of retrievers folks! He'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666058600...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>the</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2347</th>\n",
       "      <td>666057090499244032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:55:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>My oh my. This is a rare blond Canadian terrie...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666057090...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2348</th>\n",
       "      <td>666055525042405380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:49:46 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a Siberian heavily armored polar bear ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666055525...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2349</th>\n",
       "      <td>666051853826850816</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:35:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an odd dog. Hard on the outside but lo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666051853...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2350</th>\n",
       "      <td>666050758794694657</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:30:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a truly beautiful English Wilson Staff...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666050758...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:04:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Piers Morgan. Loves to Netf...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666044226...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:21:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a very happy pup. Big fan of well-main...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666033412...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-15 23:05:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a western brown Mitsubishi terrier. Up...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666029285...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>109 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "22    887517139158093824                    NaN                  NaN   \n",
       "56    881536004380872706                    NaN                  NaN   \n",
       "118   869988702071779329                    NaN                  NaN   \n",
       "169   859196978902773760                    NaN                  NaN   \n",
       "193   855459453768019968                    NaN                  NaN   \n",
       "335   832645525019123713                    NaN                  NaN   \n",
       "369   828650029636317184                    NaN                  NaN   \n",
       "542   806219024703037440                    NaN                  NaN   \n",
       "649   792913359805018113                    NaN                  NaN   \n",
       "682   788552643979468800                    NaN                  NaN   \n",
       "759   778396591732486144                    NaN                  NaN   \n",
       "773   776249906839351296                    NaN                  NaN   \n",
       "801   772581559778025472                    NaN                  NaN   \n",
       "819   770655142660169732                    NaN                  NaN   \n",
       "822   770093767776997377                    NaN                  NaN   \n",
       "852   765395769549590528                    NaN                  NaN   \n",
       "924   755206590534418437                    NaN                  NaN   \n",
       "988   748977405889503236                    NaN                  NaN   \n",
       "992   748692773788876800                    NaN                  NaN   \n",
       "993   748575535303884801                    NaN                  NaN   \n",
       "1002  747885874273214464                    NaN                  NaN   \n",
       "1004  747816857231626240                    NaN                  NaN   \n",
       "1017  746872823977771008                    NaN                  NaN   \n",
       "1025  746369468511756288                    NaN                  NaN   \n",
       "1031  745422732645535745                    NaN                  NaN   \n",
       "1040  744223424764059648                    NaN                  NaN   \n",
       "1049  743222593470234624                    NaN                  NaN   \n",
       "1063  741067306818797568                    NaN                  NaN   \n",
       "1071  740214038584557568                    NaN                  NaN   \n",
       "1095  736392552031657984                    NaN                  NaN   \n",
       "...                  ...                    ...                  ...   \n",
       "2191  668955713004314625                    NaN                  NaN   \n",
       "2198  668815180734689280                    NaN                  NaN   \n",
       "2204  668636665813057536                    NaN                  NaN   \n",
       "2211  668614819948453888                    NaN                  NaN   \n",
       "2212  668587383441514497                    NaN                  NaN   \n",
       "2218  668507509523615744                    NaN                  NaN   \n",
       "2222  668466899341221888                    NaN                  NaN   \n",
       "2235  668171859951755264                    NaN                  NaN   \n",
       "2249  667861340749471744                    NaN                  NaN   \n",
       "2255  667773195014021121                    NaN                  NaN   \n",
       "2264  667538891197542400                    NaN                  NaN   \n",
       "2273  667470559035432960                    NaN                  NaN   \n",
       "2287  667177989038297088                    NaN                  NaN   \n",
       "2304  666983947667116034                    NaN                  NaN   \n",
       "2311  666781792255496192                    NaN                  NaN   \n",
       "2314  666701168228331520                    NaN                  NaN   \n",
       "2326  666411507551481857                    NaN                  NaN   \n",
       "2327  666407126856765440                    NaN                  NaN   \n",
       "2333  666337882303524864                    NaN                  NaN   \n",
       "2334  666293911632134144                    NaN                  NaN   \n",
       "2335  666287406224695296                    NaN                  NaN   \n",
       "2345  666063827256086533                    NaN                  NaN   \n",
       "2346  666058600524156928                    NaN                  NaN   \n",
       "2347  666057090499244032                    NaN                  NaN   \n",
       "2348  666055525042405380                    NaN                  NaN   \n",
       "2349  666051853826850816                    NaN                  NaN   \n",
       "2350  666050758794694657                    NaN                  NaN   \n",
       "2352  666044226329800704                    NaN                  NaN   \n",
       "2353  666033412701032449                    NaN                  NaN   \n",
       "2354  666029285002620928                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "22    2017-07-19 03:39:09 +0000   \n",
       "56    2017-07-02 15:32:16 +0000   \n",
       "118   2017-05-31 18:47:24 +0000   \n",
       "169   2017-05-02 00:04:57 +0000   \n",
       "193   2017-04-21 16:33:22 +0000   \n",
       "335   2017-02-17 17:38:57 +0000   \n",
       "369   2017-02-06 17:02:17 +0000   \n",
       "542   2016-12-06 19:29:28 +0000   \n",
       "649   2016-10-31 02:17:31 +0000   \n",
       "682   2016-10-19 01:29:35 +0000   \n",
       "759   2016-09-21 00:53:04 +0000   \n",
       "773   2016-09-15 02:42:54 +0000   \n",
       "801   2016-09-04 23:46:12 +0000   \n",
       "819   2016-08-30 16:11:18 +0000   \n",
       "822   2016-08-29 03:00:36 +0000   \n",
       "852   2016-08-16 03:52:26 +0000   \n",
       "924   2016-07-19 01:04:16 +0000   \n",
       "988   2016-07-01 20:31:43 +0000   \n",
       "992   2016-07-01 01:40:41 +0000   \n",
       "993   2016-06-30 17:54:50 +0000   \n",
       "1002  2016-06-28 20:14:22 +0000   \n",
       "1004  2016-06-28 15:40:07 +0000   \n",
       "1017  2016-06-26 01:08:52 +0000   \n",
       "1025  2016-06-24 15:48:42 +0000   \n",
       "1031  2016-06-22 01:06:43 +0000   \n",
       "1040  2016-06-18 17:41:06 +0000   \n",
       "1049  2016-06-15 23:24:09 +0000   \n",
       "1063  2016-06-10 00:39:48 +0000   \n",
       "1071  2016-06-07 16:09:13 +0000   \n",
       "1095  2016-05-28 03:04:00 +0000   \n",
       "...                         ...   \n",
       "2191  2015-11-24 00:54:05 +0000   \n",
       "2198  2015-11-23 15:35:39 +0000   \n",
       "2204  2015-11-23 03:46:18 +0000   \n",
       "2211  2015-11-23 02:19:29 +0000   \n",
       "2212  2015-11-23 00:30:28 +0000   \n",
       "2218  2015-11-22 19:13:05 +0000   \n",
       "2222  2015-11-22 16:31:42 +0000   \n",
       "2235  2015-11-21 20:59:20 +0000   \n",
       "2249  2015-11-21 00:25:26 +0000   \n",
       "2255  2015-11-20 18:35:10 +0000   \n",
       "2264  2015-11-20 03:04:08 +0000   \n",
       "2273  2015-11-19 22:32:36 +0000   \n",
       "2287  2015-11-19 03:10:02 +0000   \n",
       "2304  2015-11-18 14:18:59 +0000   \n",
       "2311  2015-11-18 00:55:42 +0000   \n",
       "2314  2015-11-17 19:35:19 +0000   \n",
       "2326  2015-11-17 00:24:19 +0000   \n",
       "2327  2015-11-17 00:06:54 +0000   \n",
       "2333  2015-11-16 19:31:45 +0000   \n",
       "2334  2015-11-16 16:37:02 +0000   \n",
       "2335  2015-11-16 16:11:11 +0000   \n",
       "2345  2015-11-16 01:22:45 +0000   \n",
       "2346  2015-11-16 01:01:59 +0000   \n",
       "2347  2015-11-16 00:55:59 +0000   \n",
       "2348  2015-11-16 00:49:46 +0000   \n",
       "2349  2015-11-16 00:35:11 +0000   \n",
       "2350  2015-11-16 00:30:50 +0000   \n",
       "2352  2015-11-16 00:04:52 +0000   \n",
       "2353  2015-11-15 23:21:54 +0000   \n",
       "2354  2015-11-15 23:05:30 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "22    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "56    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "118   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "169   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "193   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "335   <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "369   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "542   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "649   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "682   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "759   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "773   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "801   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "819   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "822   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "852   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "924   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "988   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "992   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "993   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1002  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1004  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1017  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1025  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1031  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1040  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1049  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1063  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1071  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1095  <a href=\"http://vine.co\" rel=\"nofollow\">Vine -...   \n",
       "...                                                 ...   \n",
       "2191  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2198  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2204  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2211  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2212  <a href=\"http://vine.co\" rel=\"nofollow\">Vine -...   \n",
       "2218  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2222  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2235  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2249  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2255  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2264  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2273  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2287  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2304  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2311  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2314  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2326  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2327  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2333  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2334  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2335  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2345  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2346  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2347  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2348  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2349  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2350  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2352  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2353  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2354  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "22    I've yet to rate a Venezuelan Hover Wiener. Th...                  NaN   \n",
       "56    Here is a pupper approaching maximum borkdrive...                  NaN   \n",
       "118   RT @dog_rates: We only rate dogs. This is quit...         8.591970e+17   \n",
       "169   We only rate dogs. This is quite clearly a smo...                  NaN   \n",
       "193   Guys, we only rate dogs. This is quite clearly...                  NaN   \n",
       "335   There's going to be a dog terminal at JFK Airp...                  NaN   \n",
       "369   Occasionally, we're sent fantastic stories. Th...                  NaN   \n",
       "542   We only rate dogs. Please stop sending in non-...                  NaN   \n",
       "649   Here is a perfect example of someone who has t...                  NaN   \n",
       "682   RT @dog_rates: Say hello to mad pupper. You kn...         7.363926e+17   \n",
       "759   RT @dog_rates: This is an East African Chalupa...         7.030419e+17   \n",
       "773   RT @dog_rates: We only rate dogs. Pls stop sen...         7.007478e+17   \n",
       "801   Guys this is getting so out of hand. We only r...                  NaN   \n",
       "819   We only rate dogs. Pls stop sending in non-can...                  NaN   \n",
       "822   RT @dog_rates: This is just downright precious...         7.410673e+17   \n",
       "852   This is my dog. Her name is Zoey. She knows I'...                  NaN   \n",
       "924   This is one of the most inspirational stories ...                  NaN   \n",
       "988   What jokester sent in a pic without a dog in i...                  NaN   \n",
       "992   That is Quizno. This is his beach. He does not...                  NaN   \n",
       "993   This is one of the most reckless puppers I've ...                  NaN   \n",
       "1002  This is a mighty rare blue-tailed hammer sherk...                  NaN   \n",
       "1004  Viewer discretion is advised. This is a terrib...                  NaN   \n",
       "1017  This is a carrot. We only rate dogs. Please on...                  NaN   \n",
       "1025  This is an Iraqi Speed Kangaroo. It is not a d...                  NaN   \n",
       "1031  We only rate dogs. Pls stop sending in non-can...                  NaN   \n",
       "1040  This is actually a pupper and I'd pet it so we...                  NaN   \n",
       "1049  This is a very rare Great Alaskan Bush Pupper....                  NaN   \n",
       "1063  This is just downright precious af. 12/10 for ...                  NaN   \n",
       "1071  This is getting incredibly frustrating. This i...                  NaN   \n",
       "1095  Say hello to mad pupper. You know what you did...                  NaN   \n",
       "...                                                 ...                  ...   \n",
       "2191  This is a Slovakian Helter Skelter Feta named ...                  NaN   \n",
       "2198  This is a wild Toblerone from Papua New Guinea...                  NaN   \n",
       "2204  This is an Irish Rigatoni terrier named Berta....                  NaN   \n",
       "2211  Here is a horned dog. Much grace. Can jump ove...                  NaN   \n",
       "2212  Never forget this vine. You will not stop watc...                  NaN   \n",
       "2218  This is a Birmingham Quagmire named Chuk. Love...                  NaN   \n",
       "2222  Here is a mother dog caring for her pups. Snaz...                  NaN   \n",
       "2235  This is a Trans Siberian Kellogg named Alfonso...                  NaN   \n",
       "2249  This is a Shotokon Macadamia mix named Cheryl....                  NaN   \n",
       "2255  This is a rare Hungarian Pinot named Jessiga. ...                  NaN   \n",
       "2264  This is a southwest Coriander named Klint. Hat...                  NaN   \n",
       "2273  This is a northern Wahoo named Kohl. He runs t...                  NaN   \n",
       "2287  This is a Dasani Kingfisher from Maine. His na...                  NaN   \n",
       "2304  This is a curly Ticonderoga named Pepe. No fee...                  NaN   \n",
       "2311  This is a purebred Bacardi named Octaviath. Ca...                  NaN   \n",
       "2314  This is a golden Buckminsterfullerene named Jo...                  NaN   \n",
       "2326  This is quite the dog. Gets really excited whe...                  NaN   \n",
       "2327  This is a southern Vesuvius bumblegruff. Can d...                  NaN   \n",
       "2333  This is an extremely rare horned Parthenon. No...                  NaN   \n",
       "2334  This is a funny dog. Weird toes. Won't come do...                  NaN   \n",
       "2335  This is an Albanian 3 1/2 legged  Episcopalian...                  NaN   \n",
       "2345  This is the happiest dog you will ever see. Ve...                  NaN   \n",
       "2346  Here is the Rand Paul of retrievers folks! He'...                  NaN   \n",
       "2347  My oh my. This is a rare blond Canadian terrie...                  NaN   \n",
       "2348  Here is a Siberian heavily armored polar bear ...                  NaN   \n",
       "2349  This is an odd dog. Hard on the outside but lo...                  NaN   \n",
       "2350  This is a truly beautiful English Wilson Staff...                  NaN   \n",
       "2352  This is a purebred Piers Morgan. Loves to Netf...                  NaN   \n",
       "2353  Here is a very happy pup. Big fan of well-main...                  NaN   \n",
       "2354  This is a western brown Mitsubishi terrier. Up...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "22                         NaN                        NaN   \n",
       "56                         NaN                        NaN   \n",
       "118               4.196984e+09  2017-05-02 00:04:57 +0000   \n",
       "169                        NaN                        NaN   \n",
       "193                        NaN                        NaN   \n",
       "335                        NaN                        NaN   \n",
       "369                        NaN                        NaN   \n",
       "542                        NaN                        NaN   \n",
       "649                        NaN                        NaN   \n",
       "682               4.196984e+09  2016-05-28 03:04:00 +0000   \n",
       "759               4.196984e+09  2016-02-26 02:20:37 +0000   \n",
       "773               4.196984e+09  2016-02-19 18:24:26 +0000   \n",
       "801                        NaN                        NaN   \n",
       "819                        NaN                        NaN   \n",
       "822               4.196984e+09  2016-06-10 00:39:48 +0000   \n",
       "852                        NaN                        NaN   \n",
       "924                        NaN                        NaN   \n",
       "988                        NaN                        NaN   \n",
       "992                        NaN                        NaN   \n",
       "993                        NaN                        NaN   \n",
       "1002                       NaN                        NaN   \n",
       "1004                       NaN                        NaN   \n",
       "1017                       NaN                        NaN   \n",
       "1025                       NaN                        NaN   \n",
       "1031                       NaN                        NaN   \n",
       "1040                       NaN                        NaN   \n",
       "1049                       NaN                        NaN   \n",
       "1063                       NaN                        NaN   \n",
       "1071                       NaN                        NaN   \n",
       "1095                       NaN                        NaN   \n",
       "...                        ...                        ...   \n",
       "2191                       NaN                        NaN   \n",
       "2198                       NaN                        NaN   \n",
       "2204                       NaN                        NaN   \n",
       "2211                       NaN                        NaN   \n",
       "2212                       NaN                        NaN   \n",
       "2218                       NaN                        NaN   \n",
       "2222                       NaN                        NaN   \n",
       "2235                       NaN                        NaN   \n",
       "2249                       NaN                        NaN   \n",
       "2255                       NaN                        NaN   \n",
       "2264                       NaN                        NaN   \n",
       "2273                       NaN                        NaN   \n",
       "2287                       NaN                        NaN   \n",
       "2304                       NaN                        NaN   \n",
       "2311                       NaN                        NaN   \n",
       "2314                       NaN                        NaN   \n",
       "2326                       NaN                        NaN   \n",
       "2327                       NaN                        NaN   \n",
       "2333                       NaN                        NaN   \n",
       "2334                       NaN                        NaN   \n",
       "2335                       NaN                        NaN   \n",
       "2345                       NaN                        NaN   \n",
       "2346                       NaN                        NaN   \n",
       "2347                       NaN                        NaN   \n",
       "2348                       NaN                        NaN   \n",
       "2349                       NaN                        NaN   \n",
       "2350                       NaN                        NaN   \n",
       "2352                       NaN                        NaN   \n",
       "2353                       NaN                        NaN   \n",
       "2354                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "22    https://twitter.com/dog_rates/status/887517139...                14   \n",
       "56    https://twitter.com/dog_rates/status/881536004...                14   \n",
       "118   https://twitter.com/dog_rates/status/859196978...                12   \n",
       "169   https://twitter.com/dog_rates/status/859196978...                12   \n",
       "193   https://twitter.com/dog_rates/status/855459453...                12   \n",
       "335   http://us.blastingnews.com/news/2017/02/jfk-an...                10   \n",
       "369   https://twitter.com/dog_rates/status/828650029...                14   \n",
       "542   https://twitter.com/dog_rates/status/806219024...                11   \n",
       "649   https://twitter.com/dog_rates/status/792913359...                13   \n",
       "682   https://vine.co/v/iEggaEOiLO3,https://vine.co/...                13   \n",
       "759   https://twitter.com/dog_rates/status/703041949...                10   \n",
       "773   https://twitter.com/dog_rates/status/700747788...                11   \n",
       "801   https://twitter.com/dog_rates/status/772581559...                10   \n",
       "819   https://twitter.com/dog_rates/status/770655142...                11   \n",
       "822   https://twitter.com/dog_rates/status/741067306...                12   \n",
       "852   https://twitter.com/dog_rates/status/765395769...                13   \n",
       "924   https://twitter.com/dog_rates/status/755206590...                14   \n",
       "988   https://twitter.com/dog_rates/status/748977405...                10   \n",
       "992   https://twitter.com/dog_rates/status/748692773...                10   \n",
       "993   https://twitter.com/dog_rates/status/748575535...                 6   \n",
       "1002  https://twitter.com/dog_rates/status/747885874...                 8   \n",
       "1004  https://twitter.com/dog_rates/status/747816857...                 4   \n",
       "1017  https://twitter.com/dog_rates/status/746872823...                11   \n",
       "1025  https://twitter.com/dog_rates/status/746369468...                 9   \n",
       "1031  https://twitter.com/dog_rates/status/745422732...                 9   \n",
       "1040  https://twitter.com/strange_animals/status/672...                12   \n",
       "1049  https://twitter.com/dog_rates/status/743222593...                12   \n",
       "1063  https://twitter.com/dog_rates/status/741067306...                12   \n",
       "1071  https://twitter.com/dog_rates/status/740214038...                10   \n",
       "1095                      https://vine.co/v/iEggaEOiLO3                13   \n",
       "...                                                 ...               ...   \n",
       "2191  https://twitter.com/dog_rates/status/668955713...                10   \n",
       "2198  https://twitter.com/dog_rates/status/668815180...                 7   \n",
       "2204  https://twitter.com/dog_rates/status/668636665...                10   \n",
       "2211  https://twitter.com/dog_rates/status/668614819...                 7   \n",
       "2212                      https://vine.co/v/ea0OwvPTx9l                13   \n",
       "2218  https://twitter.com/dog_rates/status/668507509...                10   \n",
       "2222  https://twitter.com/dog_rates/status/668466899...                 4   \n",
       "2235  https://twitter.com/dog_rates/status/668171859...                 7   \n",
       "2249  https://twitter.com/dog_rates/status/667861340...                 9   \n",
       "2255  https://twitter.com/dog_rates/status/667773195...                 8   \n",
       "2264  https://twitter.com/dog_rates/status/667538891...                 9   \n",
       "2273  https://twitter.com/dog_rates/status/667470559...                11   \n",
       "2287  https://twitter.com/dog_rates/status/667177989...                 8   \n",
       "2304  https://twitter.com/dog_rates/status/666983947...                11   \n",
       "2311  https://twitter.com/dog_rates/status/666781792...                10   \n",
       "2314  https://twitter.com/dog_rates/status/666701168...                 8   \n",
       "2326  https://twitter.com/dog_rates/status/666411507...                 2   \n",
       "2327  https://twitter.com/dog_rates/status/666407126...                 7   \n",
       "2333  https://twitter.com/dog_rates/status/666337882...                 9   \n",
       "2334  https://twitter.com/dog_rates/status/666293911...                 3   \n",
       "2335  https://twitter.com/dog_rates/status/666287406...                 1   \n",
       "2345  https://twitter.com/dog_rates/status/666063827...                10   \n",
       "2346  https://twitter.com/dog_rates/status/666058600...                 8   \n",
       "2347  https://twitter.com/dog_rates/status/666057090...                 9   \n",
       "2348  https://twitter.com/dog_rates/status/666055525...                10   \n",
       "2349  https://twitter.com/dog_rates/status/666051853...                 2   \n",
       "2350  https://twitter.com/dog_rates/status/666050758...                10   \n",
       "2352  https://twitter.com/dog_rates/status/666044226...                 6   \n",
       "2353  https://twitter.com/dog_rates/status/666033412...                 9   \n",
       "2354  https://twitter.com/dog_rates/status/666029285...                 7   \n",
       "\n",
       "      rating_denominator        name  doggo floofer  pupper puppo  \n",
       "22                    10        such   None    None    None  None  \n",
       "56                    10           a   None    None  pupper  None  \n",
       "118                   10       quite   None    None    None  None  \n",
       "169                   10       quite   None    None    None  None  \n",
       "193                   10       quite   None    None    None  None  \n",
       "335                   10         not   None    None    None  None  \n",
       "369                   10         one   None    None    None  None  \n",
       "542                   10  incredibly   None    None    None  None  \n",
       "649                   10           a   None    None    None  None  \n",
       "682                   10         mad   None    None  pupper  None  \n",
       "759                   10          an   None    None    None  None  \n",
       "773                   10        very   None    None    None  None  \n",
       "801                   10           a   None    None    None  None  \n",
       "819                   10        very   None    None    None  None  \n",
       "822                   10        just  doggo    None  pupper  None  \n",
       "852                   10          my   None    None    None  None  \n",
       "924                   10         one  doggo    None    None  None  \n",
       "988                   10         not   None    None    None  None  \n",
       "992                   10         his  doggo    None    None  None  \n",
       "993                   10         one   None    None    None  None  \n",
       "1002                  10           a   None    None    None  None  \n",
       "1004                  10           a   None    None    None  None  \n",
       "1017                  10           a   None    None    None  None  \n",
       "1025                  10          an   None    None    None  None  \n",
       "1031                  10        very   None    None    None  None  \n",
       "1040                  10    actually   None    None  pupper  None  \n",
       "1049                  10           a   None    None  pupper  None  \n",
       "1063                  10        just  doggo    None  pupper  None  \n",
       "1071                  10     getting   None    None    None  None  \n",
       "1095                  10         mad   None    None  pupper  None  \n",
       "...                  ...         ...    ...     ...     ...   ...  \n",
       "2191                  10           a   None    None    None  None  \n",
       "2198                  10           a   None    None    None  None  \n",
       "2204                  10          an   None    None    None  None  \n",
       "2211                  10           a   None    None    None  None  \n",
       "2212                  10         the   None    None    None  None  \n",
       "2218                  10           a   None    None    None  None  \n",
       "2222                  10           a   None    None    None  None  \n",
       "2235                  10           a   None    None    None  None  \n",
       "2249                  10           a   None    None    None  None  \n",
       "2255                  10           a   None    None    None  None  \n",
       "2264                  10           a   None    None    None  None  \n",
       "2273                  10           a   None    None    None  None  \n",
       "2287                  10           a   None    None    None  None  \n",
       "2304                  10           a   None    None    None  None  \n",
       "2311                  10           a   None    None    None  None  \n",
       "2314                  10           a   None    None    None  None  \n",
       "2326                  10       quite   None    None    None  None  \n",
       "2327                  10           a   None    None    None  None  \n",
       "2333                  10          an   None    None    None  None  \n",
       "2334                  10           a   None    None    None  None  \n",
       "2335                   2          an   None    None    None  None  \n",
       "2345                  10         the   None    None    None  None  \n",
       "2346                  10         the   None    None    None  None  \n",
       "2347                  10           a   None    None    None  None  \n",
       "2348                  10           a   None    None    None  None  \n",
       "2349                  10          an   None    None    None  None  \n",
       "2350                  10           a   None    None    None  None  \n",
       "2352                  10           a   None    None    None  None  \n",
       "2353                  10           a   None    None    None  None  \n",
       "2354                  10           a   None    None    None  None  \n",
       "\n",
       "[109 rows x 17 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View rows where the value of 'name' is lowercase - indicates that it is not an actual name\n",
    "twitter_archive.loc[(twitter_archive['name'].str.islower())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>675706639471788032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-12 15:59:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Sizzlin Menorah spaniel from Brookly...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675706639...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>673636718965334016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-06 22:54:44 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Lofted Aphrodisiac Terrier named Kip...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673636718...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2034</th>\n",
       "      <td>671743150407421952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-01 17:30:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Tuscaloosa Alcatraz named Jacob (Yac...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671743150...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2066</th>\n",
       "      <td>671147085991960577</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-30 02:01:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Helvetica Listerine named Rufus. Thi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/671147085...</td>\n",
       "      <td>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>2116</th>\n",
       "      <td>670427002554466305</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-28 02:20:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Deciduous Trimester mix named Spork....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670427002...</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>2125</th>\n",
       "      <td>670361874861563904</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-27 22:01:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Rich Mahogany Seltzer named Cherokee...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670361874...</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>2128</th>\n",
       "      <td>670303360680108032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-27 18:09:09 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Speckled Cauliflower Yosemite named ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670303360...</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>2146</th>\n",
       "      <td>669923323644657664</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-26 16:59:01 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a spotted Lipitor Rumpelstiltskin name...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669923323...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2161</th>\n",
       "      <td>669564461267722241</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-25 17:13:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Coriander Baton Rouge named Alfredo....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669564461...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2191</th>\n",
       "      <td>668955713004314625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-24 00:54:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Slovakian Helter Skelter Feta named ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668955713...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2204</th>\n",
       "      <td>668636665813057536</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-23 03:46:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Irish Rigatoni terrier named Berta....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668636665...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2218</th>\n",
       "      <td>668507509523615744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-22 19:13:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Birmingham Quagmire named Chuk. Love...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668507509...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2235</th>\n",
       "      <td>668171859951755264</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-21 20:59:20 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Trans Siberian Kellogg named Alfonso...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/668171859...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249</th>\n",
       "      <td>667861340749471744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-21 00:25:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Shotokon Macadamia mix named Cheryl....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667861340...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2255</th>\n",
       "      <td>667773195014021121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 18:35:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>This is a rare Hungarian Pinot named Jessiga. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667773195...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2264</th>\n",
       "      <td>667538891197542400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 03:04:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>This is a southwest Coriander named Klint. Hat...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667538891...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2273</th>\n",
       "      <td>667470559035432960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-19 22:32:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>This is a northern Wahoo named Kohl. He runs t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667470559...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2304</th>\n",
       "      <td>666983947667116034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-18 14:18:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a curly Ticonderoga named Pepe. No fee...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666983947...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2311</th>\n",
       "      <td>666781792255496192</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-18 00:55:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a purebred Bacardi named Octaviath. Ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666781792...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2314</th>\n",
       "      <td>666701168228331520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 19:35:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a golden Buckminsterfullerene named Jo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666701168...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "1853  675706639471788032                    NaN                  NaN   \n",
       "1955  673636718965334016                    NaN                  NaN   \n",
       "2034  671743150407421952                    NaN                  NaN   \n",
       "2066  671147085991960577                    NaN                  NaN   \n",
       "2116  670427002554466305                    NaN                  NaN   \n",
       "2125  670361874861563904                    NaN                  NaN   \n",
       "2128  670303360680108032                    NaN                  NaN   \n",
       "2146  669923323644657664                    NaN                  NaN   \n",
       "2161  669564461267722241                    NaN                  NaN   \n",
       "2191  668955713004314625                    NaN                  NaN   \n",
       "2204  668636665813057536                    NaN                  NaN   \n",
       "2218  668507509523615744                    NaN                  NaN   \n",
       "2235  668171859951755264                    NaN                  NaN   \n",
       "2249  667861340749471744                    NaN                  NaN   \n",
       "2255  667773195014021121                    NaN                  NaN   \n",
       "2264  667538891197542400                    NaN                  NaN   \n",
       "2273  667470559035432960                    NaN                  NaN   \n",
       "2304  666983947667116034                    NaN                  NaN   \n",
       "2311  666781792255496192                    NaN                  NaN   \n",
       "2314  666701168228331520                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "1853  2015-12-12 15:59:51 +0000   \n",
       "1955  2015-12-06 22:54:44 +0000   \n",
       "2034  2015-12-01 17:30:22 +0000   \n",
       "2066  2015-11-30 02:01:49 +0000   \n",
       "2116  2015-11-28 02:20:27 +0000   \n",
       "2125  2015-11-27 22:01:40 +0000   \n",
       "2128  2015-11-27 18:09:09 +0000   \n",
       "2146  2015-11-26 16:59:01 +0000   \n",
       "2161  2015-11-25 17:13:02 +0000   \n",
       "2191  2015-11-24 00:54:05 +0000   \n",
       "2204  2015-11-23 03:46:18 +0000   \n",
       "2218  2015-11-22 19:13:05 +0000   \n",
       "2235  2015-11-21 20:59:20 +0000   \n",
       "2249  2015-11-21 00:25:26 +0000   \n",
       "2255  2015-11-20 18:35:10 +0000   \n",
       "2264  2015-11-20 03:04:08 +0000   \n",
       "2273  2015-11-19 22:32:36 +0000   \n",
       "2304  2015-11-18 14:18:59 +0000   \n",
       "2311  2015-11-18 00:55:42 +0000   \n",
       "2314  2015-11-17 19:35:19 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "1853  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1955  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2034  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2066  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2116  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2125  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2128  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2146  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2161  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2191  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2204  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2218  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2235  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2249  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2255  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2264  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2273  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2304  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2311  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2314  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "1853  This is a Sizzlin Menorah spaniel from Brookly...                  NaN   \n",
       "1955  This is a Lofted Aphrodisiac Terrier named Kip...                  NaN   \n",
       "2034  This is a Tuscaloosa Alcatraz named Jacob (Yac...                  NaN   \n",
       "2066  This is a Helvetica Listerine named Rufus. Thi...                  NaN   \n",
       "2116  This is a Deciduous Trimester mix named Spork....                  NaN   \n",
       "2125  This is a Rich Mahogany Seltzer named Cherokee...                  NaN   \n",
       "2128  This is a Speckled Cauliflower Yosemite named ...                  NaN   \n",
       "2146  This is a spotted Lipitor Rumpelstiltskin name...                  NaN   \n",
       "2161  This is a Coriander Baton Rouge named Alfredo....                  NaN   \n",
       "2191  This is a Slovakian Helter Skelter Feta named ...                  NaN   \n",
       "2204  This is an Irish Rigatoni terrier named Berta....                  NaN   \n",
       "2218  This is a Birmingham Quagmire named Chuk. Love...                  NaN   \n",
       "2235  This is a Trans Siberian Kellogg named Alfonso...                  NaN   \n",
       "2249  This is a Shotokon Macadamia mix named Cheryl....                  NaN   \n",
       "2255  This is a rare Hungarian Pinot named Jessiga. ...                  NaN   \n",
       "2264  This is a southwest Coriander named Klint. Hat...                  NaN   \n",
       "2273  This is a northern Wahoo named Kohl. He runs t...                  NaN   \n",
       "2304  This is a curly Ticonderoga named Pepe. No fee...                  NaN   \n",
       "2311  This is a purebred Bacardi named Octaviath. Ca...                  NaN   \n",
       "2314  This is a golden Buckminsterfullerene named Jo...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "1853                       NaN                        NaN   \n",
       "1955                       NaN                        NaN   \n",
       "2034                       NaN                        NaN   \n",
       "2066                       NaN                        NaN   \n",
       "2116                       NaN                        NaN   \n",
       "2125                       NaN                        NaN   \n",
       "2128                       NaN                        NaN   \n",
       "2146                       NaN                        NaN   \n",
       "2161                       NaN                        NaN   \n",
       "2191                       NaN                        NaN   \n",
       "2204                       NaN                        NaN   \n",
       "2218                       NaN                        NaN   \n",
       "2235                       NaN                        NaN   \n",
       "2249                       NaN                        NaN   \n",
       "2255                       NaN                        NaN   \n",
       "2264                       NaN                        NaN   \n",
       "2273                       NaN                        NaN   \n",
       "2304                       NaN                        NaN   \n",
       "2311                       NaN                        NaN   \n",
       "2314                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "1853  https://twitter.com/dog_rates/status/675706639...                10   \n",
       "1955  https://twitter.com/dog_rates/status/673636718...                10   \n",
       "2034  https://twitter.com/dog_rates/status/671743150...                11   \n",
       "2066  https://twitter.com/dog_rates/status/671147085...                 9   \n",
       "2116  https://twitter.com/dog_rates/status/670427002...                 9   \n",
       "2125  https://twitter.com/dog_rates/status/670361874...                 9   \n",
       "2128  https://twitter.com/dog_rates/status/670303360...                 9   \n",
       "2146  https://twitter.com/dog_rates/status/669923323...                10   \n",
       "2161  https://twitter.com/dog_rates/status/669564461...                10   \n",
       "2191  https://twitter.com/dog_rates/status/668955713...                10   \n",
       "2204  https://twitter.com/dog_rates/status/668636665...                10   \n",
       "2218  https://twitter.com/dog_rates/status/668507509...                10   \n",
       "2235  https://twitter.com/dog_rates/status/668171859...                 7   \n",
       "2249  https://twitter.com/dog_rates/status/667861340...                 9   \n",
       "2255  https://twitter.com/dog_rates/status/667773195...                 8   \n",
       "2264  https://twitter.com/dog_rates/status/667538891...                 9   \n",
       "2273  https://twitter.com/dog_rates/status/667470559...                11   \n",
       "2304  https://twitter.com/dog_rates/status/666983947...                11   \n",
       "2311  https://twitter.com/dog_rates/status/666781792...                10   \n",
       "2314  https://twitter.com/dog_rates/status/666701168...                 8   \n",
       "\n",
       "      rating_denominator name doggo floofer pupper puppo  \n",
       "1853                  10    a  None    None   None  None  \n",
       "1955                  10    a  None    None   None  None  \n",
       "2034                  10    a  None    None   None  None  \n",
       "2066                  10    a  None    None   None  None  \n",
       "2116                  10    a  None    None   None  None  \n",
       "2125                  10    a  None    None   None  None  \n",
       "2128                  10    a  None    None   None  None  \n",
       "2146                  10    a  None    None   None  None  \n",
       "2161                  10    a  None    None   None  None  \n",
       "2191                  10    a  None    None   None  None  \n",
       "2204                  10   an  None    None   None  None  \n",
       "2218                  10    a  None    None   None  None  \n",
       "2235                  10    a  None    None   None  None  \n",
       "2249                  10    a  None    None   None  None  \n",
       "2255                  10    a  None    None   None  None  \n",
       "2264                  10    a  None    None   None  None  \n",
       "2273                  10    a  None    None   None  None  \n",
       "2304                  10    a  None    None   None  None  \n",
       "2311                  10    a  None    None   None  None  \n",
       "2314                  10    a  None    None   None  None  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View rows where the value of 'name' is lowercase and the word 'named' appears in the 'text' column which indicates \n",
    "# there is an actual dog name in the text\n",
    "twitter_archive.loc[(twitter_archive['name'].str.islower()) & (twitter_archive['text'].str.contains('named'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>765395769549590528</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-16 03:52:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is my dog. Her name is Zoey. She knows I'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/765395769...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>my</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2287</th>\n",
       "      <td>667177989038297088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-19 03:10:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is a Dasani Kingfisher from Maine. His na...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667177989...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "852   765395769549590528                    NaN                  NaN   \n",
       "2287  667177989038297088                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "852   2016-08-16 03:52:26 +0000   \n",
       "2287  2015-11-19 03:10:02 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "852   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2287  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "852   This is my dog. Her name is Zoey. She knows I'...                  NaN   \n",
       "2287  This is a Dasani Kingfisher from Maine. His na...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "852                        NaN                        NaN   \n",
       "2287                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "852   https://twitter.com/dog_rates/status/765395769...                13   \n",
       "2287  https://twitter.com/dog_rates/status/667177989...                 8   \n",
       "\n",
       "      rating_denominator name doggo floofer pupper puppo  \n",
       "852                   10   my  None    None   None  None  \n",
       "2287                  10    a  None    None   None  None  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View rows where the value of 'name' is lowercase and the words 'name is' appears in the 'text' column which indicates \n",
    "# there is an actual dog name in the text\n",
    "twitter_archive.loc[(twitter_archive['name'].str.islower()) & (twitter_archive['text'].str.contains('name is'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>776201521193218049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-14 23:30:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is O'Malley. That is how he sleeps. Doesn...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/776201521...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>O</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "775  776201521193218049                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "775  2016-09-14 23:30:38 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "775  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "775  This is O'Malley. That is how he sleeps. Doesn...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "775                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "775  https://twitter.com/dog_rates/status/776201521...                10   \n",
       "\n",
       "     rating_denominator name doggo floofer pupper puppo  \n",
       "775                  10    O  None    None   None  None  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View row where dog name is 'O' but we can see in the 'text' column that the dog's name is actually 'O'Malley' \n",
    "twitter_archive[twitter_archive.name == \"O\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#disable warnings\n",
    "warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>883482846933004288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-08 00:28:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bella. She hopes her smile made you sm...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/883482846...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Bella</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>832215909146226688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-16 13:11:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Logan, the Chow who liv...</td>\n",
       "      <td>7.867091e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-10-13 23:23:56 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/786709082...</td>\n",
       "      <td>75</td>\n",
       "      <td>10</td>\n",
       "      <td>Logan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>786709082849828864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-13 23:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Logan, the Chow who lived. He solemnly...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/786709082...</td>\n",
       "      <td>75</td>\n",
       "      <td>10</td>\n",
       "      <td>Logan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>778027034220126208</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-20 00:24:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Sophie. She's a Jubilant Bush Pupper. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/778027034...</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>Sophie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>681340665377193984</td>\n",
       "      <td>6.813394e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-28 05:07:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I've been told there's a slight possibility he...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1712</th>\n",
       "      <td>680494726643068929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-25 21:06:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have uncovered an entire battalion of ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680494726...</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "45    883482846933004288                    NaN                  NaN   \n",
       "340   832215909146226688                    NaN                  NaN   \n",
       "695   786709082849828864                    NaN                  NaN   \n",
       "763   778027034220126208                    NaN                  NaN   \n",
       "1689  681340665377193984           6.813394e+17         4.196984e+09   \n",
       "1712  680494726643068929                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "45    2017-07-08 00:28:19 +0000   \n",
       "340   2017-02-16 13:11:49 +0000   \n",
       "695   2016-10-13 23:23:56 +0000   \n",
       "763   2016-09-20 00:24:34 +0000   \n",
       "1689  2015-12-28 05:07:27 +0000   \n",
       "1712  2015-12-25 21:06:00 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "45    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "340   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "695   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "763   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1689  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1712  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "45    This is Bella. She hopes her smile made you sm...                  NaN   \n",
       "340   RT @dog_rates: This is Logan, the Chow who liv...         7.867091e+17   \n",
       "695   This is Logan, the Chow who lived. He solemnly...                  NaN   \n",
       "763   This is Sophie. She's a Jubilant Bush Pupper. ...                  NaN   \n",
       "1689  I've been told there's a slight possibility he...                  NaN   \n",
       "1712  Here we have uncovered an entire battalion of ...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "45                         NaN                        NaN   \n",
       "340               4.196984e+09  2016-10-13 23:23:56 +0000   \n",
       "695                        NaN                        NaN   \n",
       "763                        NaN                        NaN   \n",
       "1689                       NaN                        NaN   \n",
       "1712                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "45    https://twitter.com/dog_rates/status/883482846...                 5   \n",
       "340   https://twitter.com/dog_rates/status/786709082...                75   \n",
       "695   https://twitter.com/dog_rates/status/786709082...                75   \n",
       "763   https://twitter.com/dog_rates/status/778027034...                27   \n",
       "1689                                                NaN                 5   \n",
       "1712  https://twitter.com/dog_rates/status/680494726...                26   \n",
       "\n",
       "      rating_denominator    name doggo floofer  pupper puppo  \n",
       "45                    10   Bella  None    None    None  None  \n",
       "340                   10   Logan  None    None    None  None  \n",
       "695                   10   Logan  None    None    None  None  \n",
       "763                   10  Sophie  None    None  pupper  None  \n",
       "1689                  10    None  None    None    None  None  \n",
       "1712                  10    None  None    None    None  None  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View rows where text column contains #.#/# indicating a decimal for the rating numerator, \n",
    "# however they do not appear in the 'rating_numerator' column\n",
    "twitter_archive[twitter_archive.text.str.contains(r\"(\\d+\\.\\d*\\/\\d+)\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>810984652412424192</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-19 23:06:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Sam. She smiles 24/7 &amp;amp; secretly aspir...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/sams-smile,https://tw...</td>\n",
       "      <td>24</td>\n",
       "      <td>7</td>\n",
       "      <td>Sam</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "516  810984652412424192                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "516  2016-12-19 23:06:23 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "516  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "516  Meet Sam. She smiles 24/7 &amp; secretly aspir...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "516                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "516  https://www.gofundme.com/sams-smile,https://tw...                24   \n",
       "\n",
       "     rating_denominator name doggo floofer pupper puppo  \n",
       "516                   7  Sam  None    None   None  None  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View row of specific tweet using tweet_id of a tweet that doesn't have a rating \n",
    "twitter_archive[twitter_archive.tweet_id == 810984652412424192]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quality\n",
    "\n",
    "- Tweets with no images\n",
    "- Dataset contains retweets\n",
    "- Contents of 'text' cutoff\n",
    "- Incorrect dog names\n",
    "- Missing values in 'name' and dog stages showing as 'None'\n",
    "- Rating numerators with decimals not showing full float\n",
    "- Tweet with more than one #/# sometimes have the first occurence erroneously used for the rating numerators and denominators \n",
    "- Tweet ID# 810984652412424192 doesn't contain a rating\n",
    "- Extra characters after '&'\n",
    "- Sources difficult to read\n",
    "- Erroneous datatypes (timestamp, source, dog stages, tweet_id, in_reply_to_status_id, in_reply_to_user_id)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tidiness\n",
    "\n",
    "- Dog \"stage\" variable in four columns: doggo, floofer, pupper, puppo\n",
    "- Join 'tweet_info' and 'image_predictions' to 'twitter_archive'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Create copies of original DataFrames to work off of\n",
    "twitter_archive_clean = twitter_archive.copy()\n",
    "image_predictions_clean = image_predictions.copy()\n",
    "tweet_info_clean = tweet_info.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Create dog stage variable and remove individual dog stage columns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Create 'dog_stage' variable which is made by extracting the dog stage variables from the text column when available \n",
    "twitter_archive_clean['dog_stage'] = twitter_archive_clean['text'].str.extract('(puppo|pupper|floofer|doggo)', expand=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Create variable of columns that are no longer needed and drop them from the DataFrame \n",
    "columns = ['doggo', 'floofer', 'pupper', 'puppo']\n",
    "twitter_archive_clean = twitter_archive_clean.drop(columns, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>891087950875897856</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 00:08:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a majestic great white breaching ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891087950...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>890971913173991426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 16:27:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Jax. He enjoys ice cream so much he gets ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gofundme.com/ydvmve-surgery-for-jax,ht...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jax</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>890729181411237888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-28 00:22:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>When you watch your owner call another dog a g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890729181...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>890609185150312448</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-27 16:25:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zoey. She doesn't want to be one of th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890609185...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zoey</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>890240255349198849</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 15:59:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Cassie. She is a college pup. Studying...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890240255...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Cassie</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>890006608113172480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-26 00:31:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Koda. He is a South Australian decksha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/890006608...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Koda</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>889880896479866881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 16:11:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bruno. He is a service shark. Only get...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889880896...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Bruno</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>889665388333682689</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 01:55:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a puppo that seems to be on the fence a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889665388...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>puppo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>889638837579907072</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-25 00:10:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ted. He does his best. Sometimes that'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889638837...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Ted</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>889531135344209921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 17:02:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Stuart. He's sporting his favorite fan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889531135...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stuart</td>\n",
       "      <td>puppo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>889278841981685760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-24 00:19:32 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Oliver. You're witnessing one of his m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/889278841...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Oliver</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-23 00:22:39 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jim. He found a fren. Taught him how t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888917238...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Jim</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>888804989199671297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 16:56:37 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Zeke. He has a new stick. Very proud o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888804989...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Zeke</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>888554962724278272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-22 00:23:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Ralphus. He's powering up. Attempting ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/888554962...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Ralphus</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>888202515573088257</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-21 01:02:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Canela. She attempted s...</td>\n",
       "      <td>8.874740e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-07-19 00:47:34 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0   892420643555336193                    NaN                  NaN   \n",
       "1   892177421306343426                    NaN                  NaN   \n",
       "2   891815181378084864                    NaN                  NaN   \n",
       "3   891689557279858688                    NaN                  NaN   \n",
       "4   891327558926688256                    NaN                  NaN   \n",
       "5   891087950875897856                    NaN                  NaN   \n",
       "6   890971913173991426                    NaN                  NaN   \n",
       "7   890729181411237888                    NaN                  NaN   \n",
       "8   890609185150312448                    NaN                  NaN   \n",
       "9   890240255349198849                    NaN                  NaN   \n",
       "10  890006608113172480                    NaN                  NaN   \n",
       "11  889880896479866881                    NaN                  NaN   \n",
       "12  889665388333682689                    NaN                  NaN   \n",
       "13  889638837579907072                    NaN                  NaN   \n",
       "14  889531135344209921                    NaN                  NaN   \n",
       "15  889278841981685760                    NaN                  NaN   \n",
       "16  888917238123831296                    NaN                  NaN   \n",
       "17  888804989199671297                    NaN                  NaN   \n",
       "18  888554962724278272                    NaN                  NaN   \n",
       "19  888202515573088257                    NaN                  NaN   \n",
       "\n",
       "                    timestamp  \\\n",
       "0   2017-08-01 16:23:56 +0000   \n",
       "1   2017-08-01 00:17:27 +0000   \n",
       "2   2017-07-31 00:18:03 +0000   \n",
       "3   2017-07-30 15:58:51 +0000   \n",
       "4   2017-07-29 16:00:24 +0000   \n",
       "5   2017-07-29 00:08:17 +0000   \n",
       "6   2017-07-28 16:27:12 +0000   \n",
       "7   2017-07-28 00:22:40 +0000   \n",
       "8   2017-07-27 16:25:51 +0000   \n",
       "9   2017-07-26 15:59:51 +0000   \n",
       "10  2017-07-26 00:31:25 +0000   \n",
       "11  2017-07-25 16:11:53 +0000   \n",
       "12  2017-07-25 01:55:32 +0000   \n",
       "13  2017-07-25 00:10:02 +0000   \n",
       "14  2017-07-24 17:02:04 +0000   \n",
       "15  2017-07-24 00:19:32 +0000   \n",
       "16  2017-07-23 00:22:39 +0000   \n",
       "17  2017-07-22 16:56:37 +0000   \n",
       "18  2017-07-22 00:23:06 +0000   \n",
       "19  2017-07-21 01:02:36 +0000   \n",
       "\n",
       "                                               source  \\\n",
       "0   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "5   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "6   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "7   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "8   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "9   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "10  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "11  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "12  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "13  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "14  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "15  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "16  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "17  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "18  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "19  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                 text  retweeted_status_id  \\\n",
       "0   This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1   This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2   This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3   This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4   This is Franklin. He would like you to stop ca...                  NaN   \n",
       "5   Here we have a majestic great white breaching ...                  NaN   \n",
       "6   Meet Jax. He enjoys ice cream so much he gets ...                  NaN   \n",
       "7   When you watch your owner call another dog a g...                  NaN   \n",
       "8   This is Zoey. She doesn't want to be one of th...                  NaN   \n",
       "9   This is Cassie. She is a college pup. Studying...                  NaN   \n",
       "10  This is Koda. He is a South Australian decksha...                  NaN   \n",
       "11  This is Bruno. He is a service shark. Only get...                  NaN   \n",
       "12  Here's a puppo that seems to be on the fence a...                  NaN   \n",
       "13  This is Ted. He does his best. Sometimes that'...                  NaN   \n",
       "14  This is Stuart. He's sporting his favorite fan...                  NaN   \n",
       "15  This is Oliver. You're witnessing one of his m...                  NaN   \n",
       "16  This is Jim. He found a fren. Taught him how t...                  NaN   \n",
       "17  This is Zeke. He has a new stick. Very proud o...                  NaN   \n",
       "18  This is Ralphus. He's powering up. Attempting ...                  NaN   \n",
       "19  RT @dog_rates: This is Canela. She attempted s...         8.874740e+17   \n",
       "\n",
       "    retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                        NaN                        NaN   \n",
       "1                        NaN                        NaN   \n",
       "2                        NaN                        NaN   \n",
       "3                        NaN                        NaN   \n",
       "4                        NaN                        NaN   \n",
       "5                        NaN                        NaN   \n",
       "6                        NaN                        NaN   \n",
       "7                        NaN                        NaN   \n",
       "8                        NaN                        NaN   \n",
       "9                        NaN                        NaN   \n",
       "10                       NaN                        NaN   \n",
       "11                       NaN                        NaN   \n",
       "12                       NaN                        NaN   \n",
       "13                       NaN                        NaN   \n",
       "14                       NaN                        NaN   \n",
       "15                       NaN                        NaN   \n",
       "16                       NaN                        NaN   \n",
       "17                       NaN                        NaN   \n",
       "18                       NaN                        NaN   \n",
       "19              4.196984e+09  2017-07-19 00:47:34 +0000   \n",
       "\n",
       "                                        expanded_urls  rating_numerator  \\\n",
       "0   https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1   https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2   https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3   https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4   https://twitter.com/dog_rates/status/891327558...                12   \n",
       "5   https://twitter.com/dog_rates/status/891087950...                13   \n",
       "6   https://gofundme.com/ydvmve-surgery-for-jax,ht...                13   \n",
       "7   https://twitter.com/dog_rates/status/890729181...                13   \n",
       "8   https://twitter.com/dog_rates/status/890609185...                13   \n",
       "9   https://twitter.com/dog_rates/status/890240255...                14   \n",
       "10  https://twitter.com/dog_rates/status/890006608...                13   \n",
       "11  https://twitter.com/dog_rates/status/889880896...                13   \n",
       "12  https://twitter.com/dog_rates/status/889665388...                13   \n",
       "13  https://twitter.com/dog_rates/status/889638837...                12   \n",
       "14  https://twitter.com/dog_rates/status/889531135...                13   \n",
       "15  https://twitter.com/dog_rates/status/889278841...                13   \n",
       "16  https://twitter.com/dog_rates/status/888917238...                12   \n",
       "17  https://twitter.com/dog_rates/status/888804989...                13   \n",
       "18  https://twitter.com/dog_rates/status/888554962...                13   \n",
       "19  https://twitter.com/dog_rates/status/887473957...                13   \n",
       "\n",
       "    rating_denominator      name dog_stage  \n",
       "0                   10   Phineas       NaN  \n",
       "1                   10     Tilly       NaN  \n",
       "2                   10    Archie       NaN  \n",
       "3                   10     Darla       NaN  \n",
       "4                   10  Franklin       NaN  \n",
       "5                   10      None       NaN  \n",
       "6                   10       Jax       NaN  \n",
       "7                   10      None       NaN  \n",
       "8                   10      Zoey       NaN  \n",
       "9                   10    Cassie     doggo  \n",
       "10                  10      Koda       NaN  \n",
       "11                  10     Bruno       NaN  \n",
       "12                  10      None     puppo  \n",
       "13                  10       Ted       NaN  \n",
       "14                  10    Stuart     puppo  \n",
       "15                  10    Oliver       NaN  \n",
       "16                  10       Jim       NaN  \n",
       "17                  10      Zeke       NaN  \n",
       "18                  10   Ralphus       NaN  \n",
       "19                  10    Canela       NaN  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Add tweet_info and image_predictions to twitter_archive table."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_archive_clean = pd.merge(left=twitter_archive_clean, right=tweet_info_clean, left_on='tweet_id', right_on='id', how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_archive_clean = twitter_archive_clean.merge(image_predictions_clean, on='tweet_id', how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_archive_clean = twitter_archive_clean.drop('id', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2070 entries, 0 to 2069\n",
      "Data columns (total 27 columns):\n",
      "tweet_id                      2070 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                     2070 non-null object\n",
      "source                        2070 non-null object\n",
      "text                          2070 non-null object\n",
      "retweeted_status_id           76 non-null float64\n",
      "retweeted_status_user_id      76 non-null float64\n",
      "retweeted_status_timestamp    76 non-null object\n",
      "expanded_urls                 2070 non-null object\n",
      "rating_numerator              2070 non-null int64\n",
      "rating_denominator            2070 non-null int64\n",
      "name                          2070 non-null object\n",
      "dog_stage                     338 non-null object\n",
      "retweet_count                 2070 non-null int64\n",
      "favorite_count                2070 non-null int64\n",
      "jpg_url                       2070 non-null object\n",
      "img_num                       2070 non-null int64\n",
      "p1                            2070 non-null object\n",
      "p1_conf                       2070 non-null float64\n",
      "p1_dog                        2070 non-null bool\n",
      "p2                            2070 non-null object\n",
      "p2_conf                       2070 non-null float64\n",
      "p2_dog                        2070 non-null bool\n",
      "p3                            2070 non-null object\n",
      "p3_conf                       2070 non-null float64\n",
      "p3_dog                        2070 non-null bool\n",
      "dtypes: bool(3), float64(7), int64(6), object(11)\n",
      "memory usage: 410.4+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Remove rows where there are no images (expanded_urls). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_archive_clean = twitter_archive_clean.dropna(subset=['expanded_urls'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(twitter_archive_clean['expanded_urls'].isnull())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Remove retweets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Select rows where 'retweeted_status_id' is null to save to twitter_archive_clean\n",
    "twitter_archive_clean = twitter_archive_clean[twitter_archive_clean['retweeted_status_id'].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1994 entries, 0 to 2069\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",
      "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",
      "dog_stage                     326 non-null object\n",
      "retweet_count                 1994 non-null int64\n",
      "favorite_count                1994 non-null int64\n",
      "jpg_url                       1994 non-null object\n",
      "img_num                       1994 non-null int64\n",
      "p1                            1994 non-null object\n",
      "p1_conf                       1994 non-null float64\n",
      "p1_dog                        1994 non-null bool\n",
      "p2                            1994 non-null object\n",
      "p2_conf                       1994 non-null float64\n",
      "p2_dog                        1994 non-null bool\n",
      "p3                            1994 non-null object\n",
      "p3_conf                       1994 non-null float64\n",
      "p3_dog                        1994 non-null bool\n",
      "dtypes: bool(3), float64(7), int64(6), object(11)\n",
      "memory usage: 395.3+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Remove retweeted columns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Update columns variable and drop columns related to retweets\n",
    "columns = ['retweeted_status_id', 'retweeted_status_user_id', 'retweeted_status_timestamp']\n",
    "twitter_archive_clean = twitter_archive_clean.drop(columns, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1994 entries, 0 to 2069\n",
      "Data columns (total 24 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",
      "dog_stage                326 non-null object\n",
      "retweet_count            1994 non-null int64\n",
      "favorite_count           1994 non-null int64\n",
      "jpg_url                  1994 non-null object\n",
      "img_num                  1994 non-null int64\n",
      "p1                       1994 non-null object\n",
      "p1_conf                  1994 non-null float64\n",
      "p1_dog                   1994 non-null bool\n",
      "p2                       1994 non-null object\n",
      "p2_conf                  1994 non-null float64\n",
      "p2_dog                   1994 non-null bool\n",
      "p3                       1994 non-null object\n",
      "p3_conf                  1994 non-null float64\n",
      "p3_dog                   1994 non-null bool\n",
      "dtypes: bool(3), float64(5), int64(6), object(10)\n",
      "memory usage: 348.6+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Display full content of 'text' column."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Set column width to infinite so entire content of 'text' column is displayed\n",
    "pd.set_option('display.max_colwidth', -1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>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>114</th>\n",
       "      <td>865359393868664832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-19 00:12:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Sammy. Her tongue ejects without warning sometimes. It's a serious condition. Needs a hefty dose from a BlepiPen. 13/10 https://t.co/g20EmqK7vc</td>\n",
       "      <td>https://twitter.com/dog_rates/status/865359393868664832/photo/1,https://twitter.com/dog_rates/status/865359393868664832/photo/1</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Sammy</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.832435</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.163551</td>\n",
       "      <td>True</td>\n",
       "      <td>Weimaraner</td>\n",
       "      <td>0.002770</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>802952499103731712</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-27 19:09:28 +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 Marley. She's having a ruff day. Pretty pupset. 12/10 would assist https://t.co/yLm7hQ6UXh</td>\n",
       "      <td>https://twitter.com/dog_rates/status/802952499103731712/photo/1</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Marley</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.944032</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.017240</td>\n",
       "      <td>True</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.012085</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>744709971296780288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-20 01:54:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Harvey. He's stealthy af. 10/10 would do my best to pet https://t.co/zAzaRT6NnT</td>\n",
       "      <td>https://twitter.com/dog_rates/status/744709971296780288/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Harvey</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Shetland_sheepdog</td>\n",
       "      <td>0.234431</td>\n",
       "      <td>True</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.114876</td>\n",
       "      <td>True</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.086614</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1530</th>\n",
       "      <td>676957860086095872</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-16 02:51:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>10/10 I'd follow this dog into battle no questions asked https://t.co/ngTNXYQF0L</td>\n",
       "      <td>https://twitter.com/dog_rates/status/676957860086095872/video/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.772423</td>\n",
       "      <td>True</td>\n",
       "      <td>beagle</td>\n",
       "      <td>0.055902</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.031152</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1698</th>\n",
       "      <td>672980819271634944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-05 03:28:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Extraordinary dog here. Looks large. Just a head. No body. Rather intrusive. 5/10 would still pet https://t.co/ufHWUFA9Pu</td>\n",
       "      <td>https://twitter.com/dog_rates/status/672980819271634944/photo/1</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>car_mirror</td>\n",
       "      <td>0.232754</td>\n",
       "      <td>False</td>\n",
       "      <td>basset</td>\n",
       "      <td>0.219461</td>\n",
       "      <td>True</td>\n",
       "      <td>beagle</td>\n",
       "      <td>0.112397</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "114   865359393868664832 NaN                    NaN                    \n",
       "450   802952499103731712 NaN                    NaN                    \n",
       "846   744709971296780288 NaN                    NaN                    \n",
       "1530  676957860086095872 NaN                    NaN                    \n",
       "1698  672980819271634944 NaN                    NaN                    \n",
       "\n",
       "                      timestamp  \\\n",
       "114   2017-05-19 00:12:11 +0000   \n",
       "450   2016-11-27 19:09:28 +0000   \n",
       "846   2016-06-20 01:54:27 +0000   \n",
       "1530  2015-12-16 02:51:45 +0000   \n",
       "1698  2015-12-05 03:28:25 +0000   \n",
       "\n",
       "                                                                                  source  \\\n",
       "114   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "450   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "846   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1530  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1698  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "\n",
       "                                                                                                                                                         text  \\\n",
       "114   This is Sammy. Her tongue ejects without warning sometimes. It's a serious condition. Needs a hefty dose from a BlepiPen. 13/10 https://t.co/g20EmqK7vc   \n",
       "450   This is Marley. She's having a ruff day. Pretty pupset. 12/10 would assist https://t.co/yLm7hQ6UXh                                                        \n",
       "846   This is Harvey. He's stealthy af. 10/10 would do my best to pet https://t.co/zAzaRT6NnT                                                                   \n",
       "1530  10/10 I'd follow this dog into battle no questions asked https://t.co/ngTNXYQF0L                                                                          \n",
       "1698  Extraordinary dog here. Looks large. Just a head. No body. Rather intrusive. 5/10 would still pet https://t.co/ufHWUFA9Pu                                 \n",
       "\n",
       "                                                                                                                        expanded_urls  \\\n",
       "114   https://twitter.com/dog_rates/status/865359393868664832/photo/1,https://twitter.com/dog_rates/status/865359393868664832/photo/1   \n",
       "450   https://twitter.com/dog_rates/status/802952499103731712/photo/1                                                                   \n",
       "846   https://twitter.com/dog_rates/status/744709971296780288/photo/1                                                                   \n",
       "1530  https://twitter.com/dog_rates/status/676957860086095872/video/1                                                                   \n",
       "1698  https://twitter.com/dog_rates/status/672980819271634944/photo/1                                                                   \n",
       "\n",
       "      rating_numerator  rating_denominator    name   ...   img_num  \\\n",
       "114   13                10                  Sammy    ...    2        \n",
       "450   12                10                  Marley   ...    1        \n",
       "846   10                10                  Harvey   ...    1        \n",
       "1530  10                10                  None     ...    1        \n",
       "1698  5                 10                  None     ...    1        \n",
       "\n",
       "                            p1   p1_conf p1_dog                  p2   p2_conf  \\\n",
       "114   Chesapeake_Bay_retriever  0.832435  True   Labrador_retriever  0.163551   \n",
       "450   chow                      0.944032  True   golden_retriever    0.017240   \n",
       "846   Shetland_sheepdog         0.234431  True   Samoyed             0.114876   \n",
       "1530  Labrador_retriever        0.772423  True   beagle              0.055902   \n",
       "1698  car_mirror                0.232754  False  basset              0.219461   \n",
       "\n",
       "      p2_dog                p3   p3_conf  p3_dog  \n",
       "114   True    Weimaraner        0.002770  True    \n",
       "450   True    Pomeranian        0.012085  True    \n",
       "846   True    collie            0.086614  True    \n",
       "1530  True    golden_retriever  0.031152  True    \n",
       "1698  True    beagle            0.112397  True    \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Change incorrect dog names."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Save locations where 'name' column is lowercase, lowercase and 'text' column contains 'named' and lowercase and 'text'\n",
    "# column contains the words 'name is'\n",
    "named_to_replace = twitter_archive_clean.loc[(twitter_archive_clean['name'].str.islower()) & (twitter_archive_clean['text'].str.contains('named'))]\n",
    "name_is_to_replace = twitter_archive_clean.loc[(twitter_archive_clean['name'].str.islower()) & (twitter_archive_clean['text'].str.contains('name is'))]\n",
    "not_named_to_replace = twitter_archive_clean.loc[(twitter_archive_clean['name'].str.islower())]\n",
    "\n",
    "# Save these locations as lists\n",
    "named_to_replace_list = named_to_replace['text'].tolist()\n",
    "name_is_to_replace_list = name_is_to_replace['text'].tolist()\n",
    "not_named_to_replace_list = not_named_to_replace['text'].tolist()\n",
    "\n",
    "# For loop to iterate through locations where name is lowercase and the words 'named' appear in 'text' and set the 'name' \n",
    "# value to be the word that appears after 'named'\n",
    "for entry in named_to_replace_list:\n",
    "    mask = twitter_archive_clean.text == entry\n",
    "    name_column = 'name'\n",
    "    twitter_archive_clean.loc[mask, name_column] = re.findall(r\"named\\s(\\w+)\", entry)\n",
    "\n",
    "# For loop to iterate through locations where name is lowercase and the words 'name is' appear in 'text' and set the 'name' \n",
    "# value to be the word that appears after 'name is'    \n",
    "for entry in name_is_to_replace_list:\n",
    "    mask = twitter_archive_clean.text == entry\n",
    "    name_column = 'name'\n",
    "    twitter_archive_clean.loc[mask, name_column] = re.findall(r\"name is\\s(\\w+)\", entry)    \n",
    "\n",
    "# For loop to iterate through locations where name is lowercase and replace the name value with the word \"None\"\n",
    "for entry in not_named_to_replace_list:\n",
    "    mask = twitter_archive_clean.text == entry\n",
    "    name_column = 'name'\n",
    "    twitter_archive_clean.loc[mask, name_column] = \"None\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Replace the occurence of \"O\" with \"O'Malley\"\n",
    "twitter_archive_clean.name = twitter_archive_clean.name.replace(\"O\", \"O'Malley\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "833     Abby        \n",
       "844     Abby        \n",
       "765     Ace         \n",
       "1653    Acro        \n",
       "1106    Adele       \n",
       "1654    Aiden       \n",
       "66      Aja         \n",
       "380     Akumi       \n",
       "660     Al          \n",
       "708     Albert      \n",
       "1673    Albert      \n",
       "119     Albus       \n",
       "325     Albus       \n",
       "916     Aldrick     \n",
       "1764    Alejandro   \n",
       "295     Alexander   \n",
       "988     Alexanderson\n",
       "385     Alf         \n",
       "288     Alfie       \n",
       "692     Alfie       \n",
       "1361    Alfie       \n",
       "1953    Alfie       \n",
       "46      Alfy        \n",
       "159     Alice       \n",
       "1438    Alice       \n",
       "1256    Amber       \n",
       "1113    Ambrose     \n",
       "1796    Amy         \n",
       "1911    Amélie      \n",
       "625     Anakin      \n",
       "         ...        \n",
       "755     Winnie      \n",
       "209     Winnie      \n",
       "321     Winston     \n",
       "1033    Winston     \n",
       "805     Winston     \n",
       "657     Winston     \n",
       "1555    Winston     \n",
       "222     Winston     \n",
       "449     Winston     \n",
       "1851    Winston     \n",
       "710     Wishes      \n",
       "143     Wyatt       \n",
       "323     Wyatt       \n",
       "1218    Wyatt       \n",
       "1152    Yoda        \n",
       "38      Yogi        \n",
       "493     Yogi        \n",
       "1111    Zara        \n",
       "1922    Zeek        \n",
       "17      Zeke        \n",
       "148     Zeke        \n",
       "439     Zeke        \n",
       "1004    Zeus        \n",
       "925     Ziva        \n",
       "787     Zoe         \n",
       "95      Zoey        \n",
       "1859    Zoey        \n",
       "8       Zoey        \n",
       "124     Zooey       \n",
       "1599    Zuzu        \n",
       "Name: name, Length: 1994, dtype: object"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.name.sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>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 × 24 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, dog_stage, retweet_count, favorite_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 24 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[(twitter_archive_clean['name'].str.islower())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>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>620</th>\n",
       "      <td>776201521193218049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-14 23:30:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is O'Malley. That is how he sleeps. Doesn't care what you think about it. 10/10 comfy af https://t.co/Pq150LeRaC</td>\n",
       "      <td>https://twitter.com/dog_rates/status/776201521193218049/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>O'Malley</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Rottweiler</td>\n",
       "      <td>0.502228</td>\n",
       "      <td>True</td>\n",
       "      <td>black-and-tan_coonhound</td>\n",
       "      <td>0.154594</td>\n",
       "      <td>True</td>\n",
       "      <td>bloodhound</td>\n",
       "      <td>0.135176</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "620  776201521193218049 NaN                    NaN                    \n",
       "\n",
       "                     timestamp  \\\n",
       "620  2016-09-14 23:30:38 +0000   \n",
       "\n",
       "                                                                                 source  \\\n",
       "620  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "\n",
       "                                                                                                                      text  \\\n",
       "620  This is O'Malley. That is how he sleeps. Doesn't care what you think about it. 10/10 comfy af https://t.co/Pq150LeRaC   \n",
       "\n",
       "                                                       expanded_urls  \\\n",
       "620  https://twitter.com/dog_rates/status/776201521193218049/photo/1   \n",
       "\n",
       "     rating_numerator  rating_denominator      name   ...   img_num  \\\n",
       "620  10                10                  O'Malley   ...    1        \n",
       "\n",
       "             p1   p1_conf p1_dog                       p2   p2_conf  p2_dog  \\\n",
       "620  Rottweiler  0.502228  True   black-and-tan_coonhound  0.154594  True     \n",
       "\n",
       "             p3   p3_conf  p3_dog  \n",
       "620  bloodhound  0.135176  True    \n",
       "\n",
       "[1 rows x 24 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean[twitter_archive_clean.name == \"O'Malley\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Change missing values in 'name' from 'None' to NaN (dog stages already covered)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_archive_clean['name'] = twitter_archive_clean['name'].replace('None', np.NaN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1994 entries, 0 to 2069\n",
      "Data columns (total 24 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                     1350 non-null object\n",
      "dog_stage                326 non-null object\n",
      "retweet_count            1994 non-null int64\n",
      "favorite_count           1994 non-null int64\n",
      "jpg_url                  1994 non-null object\n",
      "img_num                  1994 non-null int64\n",
      "p1                       1994 non-null object\n",
      "p1_conf                  1994 non-null float64\n",
      "p1_dog                   1994 non-null bool\n",
      "p2                       1994 non-null object\n",
      "p2_conf                  1994 non-null float64\n",
      "p2_dog                   1994 non-null bool\n",
      "p3                       1994 non-null object\n",
      "p3_conf                  1994 non-null float64\n",
      "p3_dog                   1994 non-null bool\n",
      "dtypes: bool(3), float64(5), int64(6), object(10)\n",
      "memory usage: 348.6+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Fix rating numerator and denominators that are not actually ratings."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>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>612</th>\n",
       "      <td>777684233540206592</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-19 01:42:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>\"Yep... just as I suspected. You're not flossing.\" 12/10 and 11/10 for the pup not flossing https://t.co/SuXcI9B7pQ</td>\n",
       "      <td>https://twitter.com/dog_rates/status/777684233540206592/photo/1</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.253442</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.162850</td>\n",
       "      <td>True</td>\n",
       "      <td>otterhound</td>\n",
       "      <td>0.110921</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>747600769478692864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-28 01:21:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Bookstore and Seaweed. Bookstore is tired and Seaweed is an asshole. 10/10 and 7/10 respectively https://t.co/eUGjGjjFVJ</td>\n",
       "      <td>https://twitter.com/dog_rates/status/747600769478692864/photo/1,https://twitter.com/dog_rates/status/747600769478692864/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.804363</td>\n",
       "      <td>True</td>\n",
       "      <td>Weimaraner</td>\n",
       "      <td>0.054431</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.043268</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>740373189193256964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-08 02:41:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>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</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.807644</td>\n",
       "      <td>True</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.101286</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.023785</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>722974582966214656</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-21 02:25:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a</td>\n",
       "      <td>https://twitter.com/dog_rates/status/722974582966214656/photo/1</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Great_Dane</td>\n",
       "      <td>0.246762</td>\n",
       "      <td>True</td>\n",
       "      <td>Greater_Swiss_Mountain_dog</td>\n",
       "      <td>0.126131</td>\n",
       "      <td>True</td>\n",
       "      <td>Weimaraner</td>\n",
       "      <td>0.085297</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>716439118184652801</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-03 01:36:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq</td>\n",
       "      <td>https://twitter.com/dog_rates/status/716439118184652801/photo/1</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>Bluebert</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Siberian_husky</td>\n",
       "      <td>0.396495</td>\n",
       "      <td>True</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.317053</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.273419</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</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>https://twitter.com/dog_rates/status/714258258790387713/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Travis</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.176758</td>\n",
       "      <td>True</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.101834</td>\n",
       "      <td>True</td>\n",
       "      <td>beagle</td>\n",
       "      <td>0.101294</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1136</th>\n",
       "      <td>703356393781329922</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-26 23:10:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Socks. That water pup w the super legs just splashed him. Socks did not appreciate that. 9/10 and 2/10 https://t.co/8rc5I22bBf</td>\n",
       "      <td>https://twitter.com/dog_rates/status/703356393781329922/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Socks</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Border_collie</td>\n",
       "      <td>0.894842</td>\n",
       "      <td>True</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.097364</td>\n",
       "      <td>True</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.003037</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>695064344191721472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-04 02:00:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This may be the greatest video I've ever been sent. 4/10 for Charles the puppy, 13/10 overall. (Vid by @stevenxx_) https://t.co/uaJmNgXR2P</td>\n",
       "      <td>https://twitter.com/dog_rates/status/695064344191721472/video/1</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>seat_belt</td>\n",
       "      <td>0.522211</td>\n",
       "      <td>False</td>\n",
       "      <td>sunglasses</td>\n",
       "      <td>0.077552</td>\n",
       "      <td>False</td>\n",
       "      <td>ice_lolly</td>\n",
       "      <td>0.051774</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</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>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>...</td>\n",
       "      <td>2</td>\n",
       "      <td>Australian_terrier</td>\n",
       "      <td>0.407886</td>\n",
       "      <td>True</td>\n",
       "      <td>Yorkshire_terrier</td>\n",
       "      <td>0.328173</td>\n",
       "      <td>True</td>\n",
       "      <td>silky_terrier</td>\n",
       "      <td>0.108404</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</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>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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>bloodhound</td>\n",
       "      <td>0.886232</td>\n",
       "      <td>True</td>\n",
       "      <td>black-and-tan_coonhound</td>\n",
       "      <td>0.077420</td>\n",
       "      <td>True</td>\n",
       "      <td>Gordon_setter</td>\n",
       "      <td>0.009826</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>690400367696297985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-22 05:07:29 +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 Eriq. His friend just reminded him of last year's super bowl. Not cool friend\\n10/10 for Eriq\\n6/10 for friend https://t.co/PlEXTofdpf</td>\n",
       "      <td>https://twitter.com/dog_rates/status/690400367696297985/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Eriq</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.426459</td>\n",
       "      <td>True</td>\n",
       "      <td>papillon</td>\n",
       "      <td>0.317368</td>\n",
       "      <td>True</td>\n",
       "      <td>Shetland_sheepdog</td>\n",
       "      <td>0.077616</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</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>https://twitter.com/dog_rates/status/689835978131935233/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Fynn</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.600186</td>\n",
       "      <td>True</td>\n",
       "      <td>Shetland_sheepdog</td>\n",
       "      <td>0.298939</td>\n",
       "      <td>True</td>\n",
       "      <td>borzoi</td>\n",
       "      <td>0.022616</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>682962037429899265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-01 16:30:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>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</td>\n",
       "      <td>https://twitter.com/dog_rates/status/682962037429899265/photo/1</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>Darrel</td>\n",
       "      <td>...</td>\n",
       "      <td>1</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>1524</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>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>...</td>\n",
       "      <td>2</td>\n",
       "      <td>Blenheim_spaniel</td>\n",
       "      <td>0.924127</td>\n",
       "      <td>True</td>\n",
       "      <td>Japanese_spaniel</td>\n",
       "      <td>0.054790</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.008204</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1558</th>\n",
       "      <td>676191832485810177</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-14 00:07:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>These two pups just met and have instantly bonded. Spectacular scene. Mesmerizing af. 10/10 and 7/10 for blue dog https://t.co/gwryaJO4tC</td>\n",
       "      <td>https://twitter.com/dog_rates/status/676191832485810177/photo/1,https://twitter.com/dog_rates/status/676191832485810177/photo/1,https://twitter.com/dog_rates/status/676191832485810177/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.376741</td>\n",
       "      <td>True</td>\n",
       "      <td>Italian_greyhound</td>\n",
       "      <td>0.173114</td>\n",
       "      <td>True</td>\n",
       "      <td>muzzle</td>\n",
       "      <td>0.071485</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</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>https://twitter.com/dog_rates/status/674737130913071104/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Rufio</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.948537</td>\n",
       "      <td>True</td>\n",
       "      <td>schipperke</td>\n",
       "      <td>0.014310</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.008120</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</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>https://twitter.com/dog_rates/status/674646392044941312/photo/1</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>flat-coated_retriever</td>\n",
       "      <td>0.837448</td>\n",
       "      <td>True</td>\n",
       "      <td>groenendael</td>\n",
       "      <td>0.086166</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.016052</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>673295268553605120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-06 00:17:55 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Meet Eve. She's a raging alcoholic 8/10 (would b 11/10 but pupper alcoholism is a tragic issue that I can't condone) https://t.co/U36HYQIijg</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673295268553605120/photo/1</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Eve</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.889241</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.064683</td>\n",
       "      <td>True</td>\n",
       "      <td>Great_Pyrenees</td>\n",
       "      <td>0.012613</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1729</th>\n",
       "      <td>672248013293752320</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-03 02:56:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>10/10 for dog. 7/10 for cat. 12/10 for human. Much skill. Would pet all https://t.co/uhx5gfpx5k</td>\n",
       "      <td>https://twitter.com/dog_rates/status/672248013293752320/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Irish_terrier</td>\n",
       "      <td>0.413173</td>\n",
       "      <td>True</td>\n",
       "      <td>Airedale</td>\n",
       "      <td>0.335616</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.027952</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1782</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>https://twitter.com/dog_rates/status/671154572044468225/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Holly</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.495047</td>\n",
       "      <td>True</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.350188</td>\n",
       "      <td>True</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.142400</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>670434127938719744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-28 02:48:46 +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 Hank and Sully. Hank is very proud of the pumpkin they found and Sully doesn't give a shit. 11/10 and 8/10 https://t.co/cwoP1ftbrj</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670434127938719744/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Hank</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>jack-o'-lantern</td>\n",
       "      <td>0.919140</td>\n",
       "      <td>False</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.027351</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.020081</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1894</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>https://twitter.com/dog_rates/status/669037058363662336/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.803528</td>\n",
       "      <td>True</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.053871</td>\n",
       "      <td>True</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.032257</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1931</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>https://twitter.com/dog_rates/status/668537837512433665/photo/1</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Spark</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Lakeland_terrier</td>\n",
       "      <td>0.372988</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.250445</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.189737</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978</th>\n",
       "      <td>667544320556335104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 03:25:43 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Twitter Web Client&lt;/a&gt;</td>\n",
       "      <td>This is Kial. Kial is either wearing a cape, which would be rad, or flashing us, which would be rude. 10/10 or 4/10 https://t.co/8zcwIoiuqR</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667544320556335104/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Kial</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.412893</td>\n",
       "      <td>True</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.312958</td>\n",
       "      <td>True</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.071960</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>667491009379606528</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-19 23:53:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Twitter Web Client&lt;/a&gt;</td>\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>https://twitter.com/dog_rates/status/667491009379606528/photo/1</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>borzoi</td>\n",
       "      <td>0.852088</td>\n",
       "      <td>True</td>\n",
       "      <td>ice_bear</td>\n",
       "      <td>0.132264</td>\n",
       "      <td>False</td>\n",
       "      <td>weasel</td>\n",
       "      <td>0.005730</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</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>https://twitter.com/dog_rates/status/666835007768551424/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Airedale</td>\n",
       "      <td>0.448459</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.124030</td>\n",
       "      <td>True</td>\n",
       "      <td>teddy</td>\n",
       "      <td>0.110183</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2049</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:11:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\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>https://twitter.com/dog_rates/status/666287406224695296/photo/1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Maltese_dog</td>\n",
       "      <td>0.857531</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.063064</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_poodle</td>\n",
       "      <td>0.025581</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "612   777684233540206592 NaN                    NaN                    \n",
       "822   747600769478692864 NaN                    NaN                    \n",
       "873   740373189193256964 NaN                    NaN                    \n",
       "964   722974582966214656 NaN                    NaN                    \n",
       "998   716439118184652801 NaN                    NaN                    \n",
       "1014  714258258790387713 NaN                    NaN                    \n",
       "1136  703356393781329922 NaN                    NaN                    \n",
       "1226  695064344191721472 NaN                    NaN                    \n",
       "1231  694352839993344000 NaN                    NaN                    \n",
       "1266  691483041324204033 NaN                    NaN                    \n",
       "1281  690400367696297985 NaN                    NaN                    \n",
       "1292  689835978131935233 NaN                    NaN                    \n",
       "1402  682962037429899265 NaN                    NaN                    \n",
       "1524  677314812125323265 NaN                    NaN                    \n",
       "1558  676191832485810177 NaN                    NaN                    \n",
       "1620  674737130913071104 NaN                    NaN                    \n",
       "1624  674646392044941312 NaN                    NaN                    \n",
       "1689  673295268553605120 NaN                    NaN                    \n",
       "1729  672248013293752320 NaN                    NaN                    \n",
       "1782  671154572044468225 NaN                    NaN                    \n",
       "1831  670434127938719744 NaN                    NaN                    \n",
       "1894  669037058363662336 NaN                    NaN                    \n",
       "1931  668537837512433665 NaN                    NaN                    \n",
       "1978  667544320556335104 NaN                    NaN                    \n",
       "1987  667491009379606528 NaN                    NaN                    \n",
       "2020  666835007768551424 NaN                    NaN                    \n",
       "2049  666287406224695296 NaN                    NaN                    \n",
       "\n",
       "                      timestamp  \\\n",
       "612   2016-09-19 01:42:24 +0000   \n",
       "822   2016-06-28 01:21:27 +0000   \n",
       "873   2016-06-08 02:41:38 +0000   \n",
       "964   2016-04-21 02:25:47 +0000   \n",
       "998   2016-04-03 01:36:11 +0000   \n",
       "1014  2016-03-28 01:10:13 +0000   \n",
       "1136  2016-02-26 23:10:06 +0000   \n",
       "1226  2016-02-04 02:00:27 +0000   \n",
       "1231  2016-02-02 02:53:12 +0000   \n",
       "1266  2016-01-25 04:49:38 +0000   \n",
       "1281  2016-01-22 05:07:29 +0000   \n",
       "1292  2016-01-20 15:44:48 +0000   \n",
       "1402  2016-01-01 16:30:13 +0000   \n",
       "1524  2015-12-17 02:30:09 +0000   \n",
       "1558  2015-12-14 00:07:50 +0000   \n",
       "1620  2015-12-09 23:47:22 +0000   \n",
       "1624  2015-12-09 17:46:48 +0000   \n",
       "1689  2015-12-06 00:17:55 +0000   \n",
       "1729  2015-12-03 02:56:30 +0000   \n",
       "1782  2015-11-30 02:31:34 +0000   \n",
       "1831  2015-11-28 02:48:46 +0000   \n",
       "1894  2015-11-24 06:17:19 +0000   \n",
       "1931  2015-11-22 21:13:35 +0000   \n",
       "1978  2015-11-20 03:25:43 +0000   \n",
       "1987  2015-11-19 23:53:52 +0000   \n",
       "2020  2015-11-18 04:27:09 +0000   \n",
       "2049  2015-11-16 16:11:11 +0000   \n",
       "\n",
       "                                                                                  source  \\\n",
       "612   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "822   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "873   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "964   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "998   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1014  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1136  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1226  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1231  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1266  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1281  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1292  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1402  <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",
       "1558  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1620  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1624  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1689  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1729  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1782  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1831  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1894  <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",
       "1978  <a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>                   \n",
       "1987  <a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>                   \n",
       "2020  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "2049  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "\n",
       "                                                                                                                                                     text  \\\n",
       "612   \"Yep... just as I suspected. You're not flossing.\" 12/10 and 11/10 for the pup not flossing https://t.co/SuXcI9B7pQ                                   \n",
       "822   This is Bookstore and Seaweed. Bookstore is tired and Seaweed is an asshole. 10/10 and 7/10 respectively https://t.co/eUGjGjjFVJ                      \n",
       "873   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",
       "964   Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a                                                                                      \n",
       "998   This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq                                 \n",
       "1014  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",
       "1136  This is Socks. That water pup w the super legs just splashed him. Socks did not appreciate that. 9/10 and 2/10 https://t.co/8rc5I22bBf                \n",
       "1226  This may be the greatest video I've ever been sent. 4/10 for Charles the puppy, 13/10 overall. (Vid by @stevenxx_) https://t.co/uaJmNgXR2P            \n",
       "1231  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",
       "1266  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",
       "1281  This is Eriq. His friend just reminded him of last year's super bowl. Not cool friend\\n10/10 for Eriq\\n6/10 for friend https://t.co/PlEXTofdpf        \n",
       "1292  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",
       "1402  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",
       "1524  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",
       "1558  These two pups just met and have instantly bonded. Spectacular scene. Mesmerizing af. 10/10 and 7/10 for blue dog https://t.co/gwryaJO4tC             \n",
       "1620  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",
       "1624  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",
       "1689  Meet Eve. She's a raging alcoholic 8/10 (would b 11/10 but pupper alcoholism is a tragic issue that I can't condone) https://t.co/U36HYQIijg          \n",
       "1729  10/10 for dog. 7/10 for cat. 12/10 for human. Much skill. Would pet all https://t.co/uhx5gfpx5k                                                       \n",
       "1782  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",
       "1831  Meet Hank and Sully. Hank is very proud of the pumpkin they found and Sully doesn't give a shit. 11/10 and 8/10 https://t.co/cwoP1ftbrj               \n",
       "1894  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",
       "1931  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",
       "1978  This is Kial. Kial is either wearing a cape, which would be rad, or flashing us, which would be rude. 10/10 or 4/10 https://t.co/8zcwIoiuqR           \n",
       "1987  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",
       "2020  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",
       "2049  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",
       "\n",
       "                                                                                                                                                                                                                                                        expanded_urls  \\\n",
       "612   https://twitter.com/dog_rates/status/777684233540206592/photo/1                                                                                                                                                                                                   \n",
       "822   https://twitter.com/dog_rates/status/747600769478692864/photo/1,https://twitter.com/dog_rates/status/747600769478692864/photo/1                                                                                                                                   \n",
       "873   https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1   \n",
       "964   https://twitter.com/dog_rates/status/722974582966214656/photo/1                                                                                                                                                                                                   \n",
       "998   https://twitter.com/dog_rates/status/716439118184652801/photo/1                                                                                                                                                                                                   \n",
       "1014  https://twitter.com/dog_rates/status/714258258790387713/photo/1                                                                                                                                                                                                   \n",
       "1136  https://twitter.com/dog_rates/status/703356393781329922/photo/1                                                                                                                                                                                                   \n",
       "1226  https://twitter.com/dog_rates/status/695064344191721472/video/1                                                                                                                                                                                                   \n",
       "1231  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",
       "1266  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",
       "1281  https://twitter.com/dog_rates/status/690400367696297985/photo/1                                                                                                                                                                                                   \n",
       "1292  https://twitter.com/dog_rates/status/689835978131935233/photo/1                                                                                                                                                                                                   \n",
       "1402  https://twitter.com/dog_rates/status/682962037429899265/photo/1                                                                                                                                                                                                   \n",
       "1524  https://twitter.com/dog_rates/status/677314812125323265/photo/1,https://twitter.com/dog_rates/status/677314812125323265/photo/1                                                                                                                                   \n",
       "1558  https://twitter.com/dog_rates/status/676191832485810177/photo/1,https://twitter.com/dog_rates/status/676191832485810177/photo/1,https://twitter.com/dog_rates/status/676191832485810177/photo/1                                                                   \n",
       "1620  https://twitter.com/dog_rates/status/674737130913071104/photo/1                                                                                                                                                                                                   \n",
       "1624  https://twitter.com/dog_rates/status/674646392044941312/photo/1                                                                                                                                                                                                   \n",
       "1689  https://twitter.com/dog_rates/status/673295268553605120/photo/1                                                                                                                                                                                                   \n",
       "1729  https://twitter.com/dog_rates/status/672248013293752320/photo/1                                                                                                                                                                                                   \n",
       "1782  https://twitter.com/dog_rates/status/671154572044468225/photo/1                                                                                                                                                                                                   \n",
       "1831  https://twitter.com/dog_rates/status/670434127938719744/photo/1                                                                                                                                                                                                   \n",
       "1894  https://twitter.com/dog_rates/status/669037058363662336/photo/1                                                                                                                                                                                                   \n",
       "1931  https://twitter.com/dog_rates/status/668537837512433665/photo/1                                                                                                                                                                                                   \n",
       "1978  https://twitter.com/dog_rates/status/667544320556335104/photo/1                                                                                                                                                                                                   \n",
       "1987  https://twitter.com/dog_rates/status/667491009379606528/photo/1                                                                                                                                                                                                   \n",
       "2020  https://twitter.com/dog_rates/status/666835007768551424/photo/1                                                                                                                                                                                                   \n",
       "2049  https://twitter.com/dog_rates/status/666287406224695296/photo/1                                                                                                                                                                                                   \n",
       "\n",
       "      rating_numerator  rating_denominator       name   ...   img_num  \\\n",
       "612   12                10                  NaN         ...    1        \n",
       "822   10                10                  Bookstore   ...    1        \n",
       "873   9                 11                  NaN         ...    3        \n",
       "964   4                 20                  NaN         ...    1        \n",
       "998   50                50                  Bluebert    ...    1        \n",
       "1014  10                10                  Travis      ...    1        \n",
       "1136  9                 10                  Socks       ...    1        \n",
       "1226  4                 10                  NaN         ...    1        \n",
       "1231  10                10                  Oliviér     ...    2        \n",
       "1266  5                 10                  NaN         ...    1        \n",
       "1281  10                10                  Eriq        ...    1        \n",
       "1292  11                10                  Fynn        ...    1        \n",
       "1402  7                 11                  Darrel      ...    1        \n",
       "1524  10                10                  Tassy       ...    2        \n",
       "1558  10                10                  NaN         ...    2        \n",
       "1620  10                10                  Rufio       ...    1        \n",
       "1624  5                 10                  NaN         ...    1        \n",
       "1689  8                 10                  Eve         ...    1        \n",
       "1729  10                10                  NaN         ...    1        \n",
       "1782  11                10                  Holly       ...    1        \n",
       "1831  11                10                  Hank        ...    1        \n",
       "1894  10                10                  NaN         ...    1        \n",
       "1931  8                 10                  Spark       ...    1        \n",
       "1978  10                10                  Kial        ...    1        \n",
       "1987  7                 10                  NaN         ...    1        \n",
       "2020  10                10                  NaN         ...    1        \n",
       "2049  1                 2                   NaN         ...    1        \n",
       "\n",
       "                            p1   p1_conf p1_dog                          p2  \\\n",
       "612   cocker_spaniel            0.253442  True   golden_retriever             \n",
       "822   Chesapeake_Bay_retriever  0.804363  True   Weimaraner                   \n",
       "873   golden_retriever          0.807644  True   kuvasz                       \n",
       "964   Great_Dane                0.246762  True   Greater_Swiss_Mountain_dog   \n",
       "998   Siberian_husky            0.396495  True   malamute                     \n",
       "1014  collie                    0.176758  True   Chesapeake_Bay_retriever     \n",
       "1136  Border_collie             0.894842  True   collie                       \n",
       "1226  seat_belt                 0.522211  False  sunglasses                   \n",
       "1231  Australian_terrier        0.407886  True   Yorkshire_terrier            \n",
       "1266  bloodhound                0.886232  True   black-and-tan_coonhound      \n",
       "1281  Pembroke                  0.426459  True   papillon                     \n",
       "1292  collie                    0.600186  True   Shetland_sheepdog            \n",
       "1402  dingo                     0.278600  False  Chihuahua                    \n",
       "1524  Blenheim_spaniel          0.924127  True   Japanese_spaniel             \n",
       "1558  Chihuahua                 0.376741  True   Italian_greyhound            \n",
       "1620  Pomeranian                0.948537  True   schipperke                   \n",
       "1624  flat-coated_retriever     0.837448  True   groenendael                  \n",
       "1689  golden_retriever          0.889241  True   Labrador_retriever           \n",
       "1729  Irish_terrier             0.413173  True   Airedale                     \n",
       "1782  Labrador_retriever        0.495047  True   Chesapeake_Bay_retriever     \n",
       "1831  jack-o'-lantern           0.919140  False  Chesapeake_Bay_retriever     \n",
       "1894  Chihuahua                 0.803528  True   Pomeranian                   \n",
       "1931  Lakeland_terrier          0.372988  True   toy_poodle                   \n",
       "1978  Pomeranian                0.412893  True   Pembroke                     \n",
       "1987  borzoi                    0.852088  True   ice_bear                     \n",
       "2020  Airedale                  0.448459  True   toy_poodle                   \n",
       "2049  Maltese_dog               0.857531  True   toy_poodle                   \n",
       "\n",
       "       p2_conf  p2_dog                  p3   p3_conf  p3_dog  \n",
       "612   0.162850  True    otterhound          0.110921  True    \n",
       "822   0.054431  True    Labrador_retriever  0.043268  True    \n",
       "873   0.101286  True    Labrador_retriever  0.023785  True    \n",
       "964   0.126131  True    Weimaraner          0.085297  True    \n",
       "998   0.317053  True    Eskimo_dog          0.273419  True    \n",
       "1014  0.101834  True    beagle              0.101294  True    \n",
       "1136  0.097364  True    English_springer    0.003037  True    \n",
       "1226  0.077552  False   ice_lolly           0.051774  False   \n",
       "1231  0.328173  True    silky_terrier       0.108404  True    \n",
       "1266  0.077420  True    Gordon_setter       0.009826  True    \n",
       "1281  0.317368  True    Shetland_sheepdog   0.077616  True    \n",
       "1292  0.298939  True    borzoi              0.022616  True    \n",
       "1402  0.155207  True    loupe               0.153598  False   \n",
       "1524  0.054790  True    Chihuahua           0.008204  True    \n",
       "1558  0.173114  True    muzzle              0.071485  False   \n",
       "1620  0.014310  True    Chihuahua           0.008120  True    \n",
       "1624  0.086166  True    Labrador_retriever  0.016052  True    \n",
       "1689  0.064683  True    Great_Pyrenees      0.012613  True    \n",
       "1729  0.335616  True    toy_poodle          0.027952  True    \n",
       "1782  0.350188  True    golden_retriever    0.142400  True    \n",
       "1831  0.027351  True    Labrador_retriever  0.020081  True    \n",
       "1894  0.053871  True    chow                0.032257  True    \n",
       "1931  0.250445  True    Chihuahua           0.189737  True    \n",
       "1978  0.312958  True    Chihuahua           0.071960  True    \n",
       "1987  0.132264  False   weasel              0.005730  False   \n",
       "2020  0.124030  True    teddy               0.110183  False   \n",
       "2049  0.063064  True    miniature_poodle    0.025581  True    \n",
       "\n",
       "[27 rows x 24 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View all occurences where there are more than one #/# in 'text' column\n",
    "twitter_archive_clean[twitter_archive_clean.text.str.contains( r\"(\\d+\\.?\\d*\\/\\d+\\.?\\d*\\D+\\d+\\.?\\d*\\/\\d+\\.?\\d*)\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Save the text where the rating numerator and denominators were incorrectly extracted\n",
    "ratings_to_fix = ['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",
    " 'Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a', \n",
    " 'This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq', \n",
    " '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",
    " 'This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Loop through the list of ratings to fix and extract the second occurence of #/ to save as the rating numerator. As all the\n",
    "# occurences of the actual ratings in the ratings to fix list have a denominator of 10, we will set that value for each \n",
    "#entry instead of extracting it.\n",
    "for entry in ratings_to_fix:\n",
    "    mask = twitter_archive_clean.text == entry\n",
    "    column_name1 = 'rating_numerator'\n",
    "    column_name2 = 'rating_denominator'\n",
    "    twitter_archive_clean.loc[mask, column_name1] = re.findall(r\"\\d+\\.?\\d*\\/\\d+\\.?\\d*\\D+(\\d+\\.?\\d*)\\/\\d+\\.?\\d*\", entry)\n",
    "    twitter_archive_clean.loc[mask, column_name2] = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>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>873</th>\n",
       "      <td>740373189193256964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-08 02:41:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>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</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.807644</td>\n",
       "      <td>True</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.101286</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.023785</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>722974582966214656</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-21 02:25:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a</td>\n",
       "      <td>https://twitter.com/dog_rates/status/722974582966214656/photo/1</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Great_Dane</td>\n",
       "      <td>0.246762</td>\n",
       "      <td>True</td>\n",
       "      <td>Greater_Swiss_Mountain_dog</td>\n",
       "      <td>0.126131</td>\n",
       "      <td>True</td>\n",
       "      <td>Weimaraner</td>\n",
       "      <td>0.085297</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>716439118184652801</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-03 01:36:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq</td>\n",
       "      <td>https://twitter.com/dog_rates/status/716439118184652801/photo/1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Bluebert</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Siberian_husky</td>\n",
       "      <td>0.396495</td>\n",
       "      <td>True</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.317053</td>\n",
       "      <td>True</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.273419</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>682962037429899265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-01 16:30:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>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</td>\n",
       "      <td>https://twitter.com/dog_rates/status/682962037429899265/photo/1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Darrel</td>\n",
       "      <td>...</td>\n",
       "      <td>1</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>2049</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:11:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\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>https://twitter.com/dog_rates/status/666287406224695296/photo/1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Maltese_dog</td>\n",
       "      <td>0.857531</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.063064</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_poodle</td>\n",
       "      <td>0.025581</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "873   740373189193256964 NaN                    NaN                    \n",
       "964   722974582966214656 NaN                    NaN                    \n",
       "998   716439118184652801 NaN                    NaN                    \n",
       "1402  682962037429899265 NaN                    NaN                    \n",
       "2049  666287406224695296 NaN                    NaN                    \n",
       "\n",
       "                      timestamp  \\\n",
       "873   2016-06-08 02:41:38 +0000   \n",
       "964   2016-04-21 02:25:47 +0000   \n",
       "998   2016-04-03 01:36:11 +0000   \n",
       "1402  2016-01-01 16:30:13 +0000   \n",
       "2049  2015-11-16 16:11:11 +0000   \n",
       "\n",
       "                                                                                  source  \\\n",
       "873   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "964   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "998   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1402  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "2049  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "\n",
       "                                                                                                                                              text  \\\n",
       "873   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",
       "964   Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a                                                                               \n",
       "998   This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq                          \n",
       "1402  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",
       "2049  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",
       "\n",
       "                                                                                                                                                                                                                                                        expanded_urls  \\\n",
       "873   https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1   \n",
       "964   https://twitter.com/dog_rates/status/722974582966214656/photo/1                                                                                                                                                                                                   \n",
       "998   https://twitter.com/dog_rates/status/716439118184652801/photo/1                                                                                                                                                                                                   \n",
       "1402  https://twitter.com/dog_rates/status/682962037429899265/photo/1                                                                                                                                                                                                   \n",
       "2049  https://twitter.com/dog_rates/status/666287406224695296/photo/1                                                                                                                                                                                                   \n",
       "\n",
       "     rating_numerator  rating_denominator      name   ...   img_num  \\\n",
       "873   14               10                  NaN        ...    3        \n",
       "964   13               10                  NaN        ...    1        \n",
       "998   11               10                  Bluebert   ...    1        \n",
       "1402  10               10                  Darrel     ...    1        \n",
       "2049  9                10                  NaN        ...    1        \n",
       "\n",
       "                    p1   p1_conf p1_dog                          p2   p2_conf  \\\n",
       "873   golden_retriever  0.807644  True   kuvasz                      0.101286   \n",
       "964   Great_Dane        0.246762  True   Greater_Swiss_Mountain_dog  0.126131   \n",
       "998   Siberian_husky    0.396495  True   malamute                    0.317053   \n",
       "1402  dingo             0.278600  False  Chihuahua                   0.155207   \n",
       "2049  Maltese_dog       0.857531  True   toy_poodle                  0.063064   \n",
       "\n",
       "      p2_dog                  p3   p3_conf  p3_dog  \n",
       "873   True    Labrador_retriever  0.023785  True    \n",
       "964   True    Weimaraner          0.085297  True    \n",
       "998   True    Eskimo_dog          0.273419  True    \n",
       "1402  True    loupe               0.153598  False   \n",
       "2049  True    miniature_poodle    0.025581  True    \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean[twitter_archive_clean.text.isin(ratings_to_fix)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Fix rating numerator that have decimals."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>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>40</th>\n",
       "      <td>883482846933004288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-08 00:28:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>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>https://twitter.com/dog_rates/status/883482846933004288/photo/1,https://twitter.com/dog_rates/status/883482846933004288/photo/1</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Bella</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.943082</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.032409</td>\n",
       "      <td>True</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.005501</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>786709082849828864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-13 23:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS</td>\n",
       "      <td>https://twitter.com/dog_rates/status/786709082849828864/photo/1</td>\n",
       "      <td>75</td>\n",
       "      <td>10</td>\n",
       "      <td>Logan</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.467321</td>\n",
       "      <td>True</td>\n",
       "      <td>Persian_cat</td>\n",
       "      <td>0.122978</td>\n",
       "      <td>False</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.102654</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>778027034220126208</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-20 00:24:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq</td>\n",
       "      <td>https://twitter.com/dog_rates/status/778027034220126208/photo/1</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>Sophie</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>clumber</td>\n",
       "      <td>0.946718</td>\n",
       "      <td>True</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.015950</td>\n",
       "      <td>True</td>\n",
       "      <td>Lhasa</td>\n",
       "      <td>0.006519</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>680494726643068929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-25 21:06:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680494726643068929/photo/1</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.438627</td>\n",
       "      <td>True</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.111622</td>\n",
       "      <td>True</td>\n",
       "      <td>Great_Pyrenees</td>\n",
       "      <td>0.064061</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "40    883482846933004288 NaN                    NaN                    \n",
       "554   786709082849828864 NaN                    NaN                    \n",
       "610   778027034220126208 NaN                    NaN                    \n",
       "1448  680494726643068929 NaN                    NaN                    \n",
       "\n",
       "                      timestamp  \\\n",
       "40    2017-07-08 00:28:19 +0000   \n",
       "554   2016-10-13 23:23:56 +0000   \n",
       "610   2016-09-20 00:24:34 +0000   \n",
       "1448  2015-12-25 21:06:00 +0000   \n",
       "\n",
       "                                                                                  source  \\\n",
       "40    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "554   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "610   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1448  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "\n",
       "                                                                                                                                                                   text  \\\n",
       "40    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",
       "554   This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS                                    \n",
       "610   This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq   \n",
       "1448  Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD                                                          \n",
       "\n",
       "                                                                                                                        expanded_urls  \\\n",
       "40    https://twitter.com/dog_rates/status/883482846933004288/photo/1,https://twitter.com/dog_rates/status/883482846933004288/photo/1   \n",
       "554   https://twitter.com/dog_rates/status/786709082849828864/photo/1                                                                   \n",
       "610   https://twitter.com/dog_rates/status/778027034220126208/photo/1                                                                   \n",
       "1448  https://twitter.com/dog_rates/status/680494726643068929/photo/1                                                                   \n",
       "\n",
       "     rating_numerator  rating_denominator    name   ...   img_num  \\\n",
       "40    5                10                  Bella    ...    1        \n",
       "554   75               10                  Logan    ...    1        \n",
       "610   27               10                  Sophie   ...    1        \n",
       "1448  26               10                  NaN      ...    1        \n",
       "\n",
       "                    p1   p1_conf p1_dog                  p2   p2_conf  p2_dog  \\\n",
       "40    golden_retriever  0.943082  True   Labrador_retriever  0.032409  True     \n",
       "554   Pomeranian        0.467321  True   Persian_cat         0.122978  False    \n",
       "610   clumber           0.946718  True   cocker_spaniel      0.015950  True     \n",
       "1448  kuvasz            0.438627  True   Samoyed             0.111622  True     \n",
       "\n",
       "                  p3   p3_conf  p3_dog  \n",
       "40    kuvasz          0.005501  True    \n",
       "554   chow            0.102654  True    \n",
       "610   Lhasa           0.006519  True    \n",
       "1448  Great_Pyrenees  0.064061  True    \n",
       "\n",
       "[4 rows x 24 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View tweets with decimals in rating in 'text' column\n",
    "twitter_archive_clean[twitter_archive_clean.text.str.contains(r\"(\\d+\\.\\d*\\/\\d+)\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Change datatype of rating_numerator and denominator to float\n",
    "twitter_archive_clean['rating_numerator'] = twitter_archive_clean['rating_numerator'].astype('float')\n",
    "twitter_archive_clean['rating_denominator'] = twitter_archive_clean['rating_denominator'].astype('float')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Set correct numerators for specific tweets\n",
    "twitter_archive_clean.loc[(twitter_archive_clean['tweet_id'] == 883482846933004288) & (twitter_archive_clean['rating_numerator'] == 5), ['rating_numerator']] = 13.5\n",
    "twitter_archive_clean.loc[(twitter_archive_clean['tweet_id'] == 786709082849828864) & (twitter_archive_clean['rating_numerator'] == 75), ['rating_numerator']] = 9.75\n",
    "twitter_archive_clean.loc[(twitter_archive_clean['tweet_id'] == 778027034220126208) & (twitter_archive_clean['rating_numerator'] == 27), ['rating_numerator']] = 11.27\n",
    "twitter_archive_clean.loc[(twitter_archive_clean['tweet_id'] == 680494726643068929) & (twitter_archive_clean['rating_numerator'] == 26), ['rating_numerator']] = 11.26"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
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       "      <th>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>40</th>\n",
       "      <td>883482846933004288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-08 00:28:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>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>https://twitter.com/dog_rates/status/883482846933004288/photo/1,https://twitter.com/dog_rates/status/883482846933004288/photo/1</td>\n",
       "      <td>13.50</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Bella</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.943082</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.032409</td>\n",
       "      <td>True</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.005501</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>786709082849828864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-13 23:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS</td>\n",
       "      <td>https://twitter.com/dog_rates/status/786709082849828864/photo/1</td>\n",
       "      <td>9.75</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Logan</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.467321</td>\n",
       "      <td>True</td>\n",
       "      <td>Persian_cat</td>\n",
       "      <td>0.122978</td>\n",
       "      <td>False</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.102654</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>778027034220126208</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-20 00:24:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq</td>\n",
       "      <td>https://twitter.com/dog_rates/status/778027034220126208/photo/1</td>\n",
       "      <td>11.27</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Sophie</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>clumber</td>\n",
       "      <td>0.946718</td>\n",
       "      <td>True</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.015950</td>\n",
       "      <td>True</td>\n",
       "      <td>Lhasa</td>\n",
       "      <td>0.006519</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>680494726643068929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-25 21:06:00 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\"&gt;Twitter for iPhone&lt;/a&gt;</td>\n",
       "      <td>Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD</td>\n",
       "      <td>https://twitter.com/dog_rates/status/680494726643068929/photo/1</td>\n",
       "      <td>11.26</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>kuvasz</td>\n",
       "      <td>0.438627</td>\n",
       "      <td>True</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.111622</td>\n",
       "      <td>True</td>\n",
       "      <td>Great_Pyrenees</td>\n",
       "      <td>0.064061</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "40    883482846933004288 NaN                    NaN                    \n",
       "554   786709082849828864 NaN                    NaN                    \n",
       "610   778027034220126208 NaN                    NaN                    \n",
       "1448  680494726643068929 NaN                    NaN                    \n",
       "\n",
       "                      timestamp  \\\n",
       "40    2017-07-08 00:28:19 +0000   \n",
       "554   2016-10-13 23:23:56 +0000   \n",
       "610   2016-09-20 00:24:34 +0000   \n",
       "1448  2015-12-25 21:06:00 +0000   \n",
       "\n",
       "                                                                                  source  \\\n",
       "40    <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "554   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "610   <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "1448  <a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>   \n",
       "\n",
       "                                                                                                                                                                   text  \\\n",
       "40    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",
       "554   This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS                                    \n",
       "610   This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq   \n",
       "1448  Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD                                                          \n",
       "\n",
       "                                                                                                                        expanded_urls  \\\n",
       "40    https://twitter.com/dog_rates/status/883482846933004288/photo/1,https://twitter.com/dog_rates/status/883482846933004288/photo/1   \n",
       "554   https://twitter.com/dog_rates/status/786709082849828864/photo/1                                                                   \n",
       "610   https://twitter.com/dog_rates/status/778027034220126208/photo/1                                                                   \n",
       "1448  https://twitter.com/dog_rates/status/680494726643068929/photo/1                                                                   \n",
       "\n",
       "      rating_numerator  rating_denominator    name   ...   img_num  \\\n",
       "40    13.50             10.0                Bella    ...    1        \n",
       "554   9.75              10.0                Logan    ...    1        \n",
       "610   11.27             10.0                Sophie   ...    1        \n",
       "1448  11.26             10.0                NaN      ...    1        \n",
       "\n",
       "                    p1   p1_conf p1_dog                  p2   p2_conf  p2_dog  \\\n",
       "40    golden_retriever  0.943082  True   Labrador_retriever  0.032409  True     \n",
       "554   Pomeranian        0.467321  True   Persian_cat         0.122978  False    \n",
       "610   clumber           0.946718  True   cocker_spaniel      0.015950  True     \n",
       "1448  kuvasz            0.438627  True   Samoyed             0.111622  True     \n",
       "\n",
       "                  p3   p3_conf  p3_dog  \n",
       "40    kuvasz          0.005501  True    \n",
       "554   chow            0.102654  True    \n",
       "610   Lhasa           0.006519  True    \n",
       "1448  Great_Pyrenees  0.064061  True    \n",
       "\n",
       "[4 rows x 24 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean[twitter_archive_clean.text.str.contains(r\"(\\d+\\.\\d*\\/\\d+)\")]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Remove tweet without rating."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_archive_clean = twitter_archive_clean[twitter_archive_clean.tweet_id != 810984652412424192]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>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 × 24 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, dog_stage, retweet_count, favorite_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 24 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean[twitter_archive_clean.tweet_id == 810984652412424192]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Remove extra characters after '&' in twitter_archive_clean['text']."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_archive_clean['text'] = twitter_archive_clean['text'].str.replace('&amp;', '&')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>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 × 24 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, dog_stage, retweet_count, favorite_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 24 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean[twitter_archive_clean.text.str.contains('&amp;')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Change sources to more readable categories."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Remove url from sources\n",
    "twitter_archive_clean['source'] = twitter_archive_clean['source'].str.replace('<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>', 'Twitter for iPhone')\n",
    "twitter_archive_clean['source'] = twitter_archive_clean['source'].str.replace('<a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</a>', 'Vine')\n",
    "twitter_archive_clean['source'] = twitter_archive_clean['source'].str.replace('<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>', 'Twitter Web Client')\n",
    "twitter_archive_clean['source'] = twitter_archive_clean['source'].str.replace('<a href=\"https://about.twitter.com/products/tweetdeck\" rel=\"nofollow\">TweetDeck</a>', 'TweetDeck')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Change datatype to category\n",
    "twitter_archive_clean['source'] = twitter_archive_clean['source'].astype('category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Twitter for iPhone    1954\n",
       "Twitter Web Client    28  \n",
       "TweetDeck             11  \n",
       "Name: source, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.source.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1993 entries, 0 to 2069\n",
      "Data columns (total 24 columns):\n",
      "tweet_id                 1993 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                1993 non-null object\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 float64\n",
      "rating_denominator       1993 non-null float64\n",
      "name                     1349 non-null object\n",
      "dog_stage                326 non-null object\n",
      "retweet_count            1993 non-null int64\n",
      "favorite_count           1993 non-null int64\n",
      "jpg_url                  1993 non-null object\n",
      "img_num                  1993 non-null int64\n",
      "p1                       1993 non-null object\n",
      "p1_conf                  1993 non-null float64\n",
      "p1_dog                   1993 non-null bool\n",
      "p2                       1993 non-null object\n",
      "p2_conf                  1993 non-null float64\n",
      "p2_dog                   1993 non-null bool\n",
      "p3                       1993 non-null object\n",
      "p3_conf                  1993 non-null float64\n",
      "p3_dog                   1993 non-null bool\n",
      "dtypes: bool(3), category(1), float64(7), int64(4), object(9)\n",
      "memory usage: 334.9+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define\n",
    "\n",
    "Change datatypes of timestamp to datetime, dog_stage to categorical, and tweet_id, in_reply_to_status_id, and in_reply_to_user_id to strings."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twitter_archive_clean['dog_stage'] = twitter_archive_clean['dog_stage'].astype('category')\n",
    "twitter_archive_clean['timestamp'] = pd.to_datetime(twitter_archive_clean['timestamp'])\n",
    "twitter_archive_clean['tweet_id'] = twitter_archive_clean['tweet_id'].astype('str')\n",
    "twitter_archive_clean['in_reply_to_status_id'] = twitter_archive_clean['in_reply_to_status_id'].astype('str')\n",
    "twitter_archive_clean['in_reply_to_user_id'] = twitter_archive_clean['in_reply_to_user_id'].astype('str')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1993 entries, 0 to 2069\n",
      "Data columns (total 24 columns):\n",
      "tweet_id                 1993 non-null object\n",
      "in_reply_to_status_id    1993 non-null object\n",
      "in_reply_to_user_id      1993 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 float64\n",
      "rating_denominator       1993 non-null float64\n",
      "name                     1349 non-null object\n",
      "dog_stage                326 non-null category\n",
      "retweet_count            1993 non-null int64\n",
      "favorite_count           1993 non-null int64\n",
      "jpg_url                  1993 non-null object\n",
      "img_num                  1993 non-null int64\n",
      "p1                       1993 non-null object\n",
      "p1_conf                  1993 non-null float64\n",
      "p1_dog                   1993 non-null bool\n",
      "p2                       1993 non-null object\n",
      "p2_conf                  1993 non-null float64\n",
      "p2_dog                   1993 non-null bool\n",
      "p3                       1993 non-null object\n",
      "p3_conf                  1993 non-null float64\n",
      "p3_dog                   1993 non-null bool\n",
      "dtypes: bool(3), category(2), datetime64[ns](1), float64(5), int64(3), object(10)\n",
      "memory usage: 321.4+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Store"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Save clean DataFrame to csv file\n",
    "twitter_archive_clean.to_csv('twitter_archive_master.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Create copy of twitter_archive_clean to work off of using only my variables of interest\n",
    "time_df = twitter_archive_clean[['timestamp', 'retweet_count', 'favorite_count', 'rating_numerator', 'rating_denominator']].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Set the index to be the timestamp so time is displayed properly in plots\n",
    "time_df.set_index('timestamp', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Create rating_ration variable by dividing the rating numerator by the deonominator to normalize scores which are not \n",
    "# out of 10\n",
    "time_df['rating_ratio'] = time_df['rating_numerator']/time_df['rating_denominator']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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s6TIKqHAEAWAN0BJoAazy7BeU7k1b7cvbLujkqjoEGALQqVMnWyWVGXYSSouf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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1004f400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_df['retweet_count'].plot(color = 'red', label='Retweets')\n",
    "time_df['favorite_count'].plot(color = 'blue', label='Favorites')\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "plt.legend(loc='upper left')\n",
    "plt.xlabel('Tweet timestamp')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Retweets and favorites over time')\n",
    "plt.savefig('retweets_favorites.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1HyJCrJx0lqzL4/FQ9PvGrBFu976oeDx4t82p51NlhNgsOF0VWzrUZiHUbiW3\n0FXJqiX2vHBbqX/z+4j/hx9+4LrrrgOgXbt2bN682c+JjJdSO5LdR/PP+f2ppnQh+U4X8dGhZzT+\nq5vUJsJmwW6zsC+rpBGfeiE41diS68ay6UA2R/OKOJJXxNUptYgNt7PpQPY5NWLC7OQUFrM/6yRd\nmtSmyOUht7AYp8tNdkExeUUn+S27gGsa1waPhwPZ53/B8aWrGtakYc0Ilm7+7YwGeTYPJTtxRKiN\n9XuzaFgrgubx0USElLy4hdmtNHBEsPKnI9gs0LNVAruO5nMop5CCYjd1Y8O96zq17dIPZpNdUEyL\nhGi+3XPc+/cmtSOJCbezYscRoKSRR4XaqB0ZQmxECAVOF8fznWTmFlErMoTYcDuNakVyJK+IRrUi\ncf0+srdZLRS7PHy/9zgNHBHUjAwhNjwE6++jwJKRbsm7HJul5P8ut4eM33Ko7wgn1Gb13i4yIgRn\nUTE2qwWbxUJ4iJVj+U5OOl0UFbs5lFNIqN3Kkdwi7DaL90UpzG6l+yV1SpY7/T8L2K1WtvyWw+bf\ncri6UU0iQ22s2XWM5vFR1K0RTojNSqjNwuGcIn7cf4LOTWqTf9LJ/2QcwgLcemkdakSEEGa3sn5v\nFodzCrmyYU3C7VZ+yy7km93HKCx206NVwnkf0z3H8omLCj3j3cR5H3sPLN50kBCbhdtbJxJisxJi\ns7DjcC45hcXYbVaax0exP6uAqDAbcVGh5Be5yHe6zhnx7zqSR8vEGMJ/f3z2ZRVQt0a49x1OWawh\nNvZm5hIdZqfI5aZ2ZGiZ71ScLjfbD+cRHx0KgM1qIdRmJTrMVuY7usrye+PPzc0lOjra+7PNZqO4\nuBi7/fzRHBEhPHpTM1btyGT3kTzu7twQR2QooTYry9MPsmzzbwDc0iqRVnVjqRUVSkpcFFsPZpN+\n4ASju1+C0+VmadoB6jsiaF2vBg1qRnAkt4gtB7PZfCCbm1slcDSviISYMByRodSICDlj+ie/qJjf\nThSQXCuSk04XK7Ydpk+H+vxr+2GubhKHx+Px3rbA6WJp2gEa1o4kqUYE9R0RWK0lO21+UTEx4SHe\nEZ/HA5sPZPPjr8fpcVkStaPDvPfb6XKzJO0A1zaNo050GFarBafLzbpdR7mmSRyhITZcrpLR8L92\nZNK0TjT1HBEX9dgcyS0k7rQMF2KzWSksKia7oJhaUaFn/M3j8eDxgPX3J3+xy83aXUf5144j/KF5\nHJckxhJgC1IVAAAPFklEQVQXHep9a3ziZEmjSjytCZ8yoVdrAPYczcMCJNeKxO2BvcdPEm63kFSj\ncvfb/furrvUCO3baviwA2tZ3nPH7LQezubRuDb9/IcFms3qfC/7O8Eo5but0uXn6b5u5u3MjWtWN\nvejaE3tfBhYLoTb/HSYQCI9BWfw+1fP888/Ttm1bbr31VgC6dOnC6tWrz7hNZmZOmetwOCLJyjp3\nBG0mf2fwd/1AyODv+soQOBmCvT5AfHxMqX/z+1E9HTp08Db6jRs30rx5cz8nEhGp3vw+1dOtWze+\n+eYbBg0ahMfjYcqUKf6OJCJSrfm98VutVp577jl/xxARCRp+n+oRERFzqfGLiAQZNX4RkSCjxi8i\nEmT8fhy/iIiYSyN+EZEgo8YvIhJkqkzjD4QZqUDIIAKB8VwMhAxSOVWi8btcLk6cOOH92R9POH9n\ncLlcZGZmAiXXMPCH4uJi9u3b55fap7jdbgoLjT8TaKDWB/8/FwMhg7/3h6q+L9ieffbZZ30bx7cW\nLlzI1KlTSUtLIzc3l6ZNm2KzVewCDlU9w8mTJ3nppZf49ttvueGGG0y5KMvZFi9ezKRJkzhw4AA1\na9YkIeH8p881UmpqKjNnziQ9PZ0mTZoQG3vxZ3KsiPnz5zN79mzS09NJSUkhJibG9MfC38/FQMjg\n7/2hOuwLAT3i37p1KytXruS5557jxhtvJCMjg0OHDplS+9QIZuvWraxYscL0DKePoGw2G/v27WPf\nvn2sXLkSKBnxmOXQoUOsWbOGN998kz/84Q+m7uSntkN6ejpfffUVjz/+OE6nkzlz5gDmjfZ27tzJ\nihUrePzxx4mNjSU1NZU1a9aYUvsU7Q8l/Lk/VJd9IeAaf05ODvn5Jacz/fLLL2nUqBHJycm0aNGC\n9PR0ateubXiG48ePezOsWbOGhg0bmprh9PoABw8epEaNGtx77718/fXXHD16lOLi0i9E4qsMeXkl\nF3pJT08nLCyMb775hlmzZvHBBx/w7rvvcvToUcMznNoOW7ZsITExkcaNG3PzzTezZ88esrOzDd0O\npz8Xv//+exITE0lOTmbIkCE0aNCAf//73xw/fvwCa/FdBu0PJczeH6rjvhBwUz0vvfQSu3bt4vLL\nL6d169a0bt2aqKgoMjMz2bFjh/e8/Ub58MMPeeWVV9izZw/79u3jnnvuoWXLlkRGRpqS4VT9vXv3\nsm3bNi6//HLy8/NxuVx06NCBjz76iC+++ILOnTtTo0YNQ97mnr4Nfv31V2655RbefvttwsPDmTZt\nGomJiWzfvp3Dhw/TunVrn9c/X4a+ffuyZs0aFi1axMcff0yrVq1Yt24dhw4dok2bNoZkOP25GB8f\nz8yZM7n++utJSEjA7Xaza9cu4uLiDH2rr/3Bv/tDdd0X/H52ztN9//33fPvtt6SkpLBz506aNm1K\nRETJ1ZSWL1/OpZdeCkBaWhr16tUjLi7Op/X37NnDmjVrmDlzJk6nk7Fjx2K32xkwYAAej8fwDGfX\nf/rpp0lMTCQuLo5Fixbx9ddfU6dOHSwWCw6Hw5Cmf3aGp556ipo1a3LrrbeycOFCRo8eTZs2bVi7\ndq33sfH1xeBLyzBu3DgefvhhFi1aRGJiIp999pl3JObrDKeei40aNWLHjh00b96cbt26MWPGDKZM\nmUKbNm147733KCoqMqT+6Rm0P/hnf6jO+0JATfUcOHCA/v37c/311/PZZ58BJfN5TqeTI0eO4HA4\nGDNmDAsXLjSk/tGjR2nevDnh4eEkJSXx0EMPMXv2bIqLi7FYLBw+fNjQDGfXf+CBB3jzzTcpKiri\n0ksvZeTIkbzxxhs0btyYZcuMuQD92Rkefvhh3njjDYYMGYLFYiE1NZWtW7eyfv16rNaSp4+vd7jz\nZXj99ddxOp1s2bKFHTt2sG/fPr766ivCwsIMyXDqufiHP/zB+1jff//9pKen88UXX/Drr79SWFjo\nnXc14kXY7P3h7CNzzN4fLlTf6P3hQvXN2BfKk8EX+4Jfpnry8/MpKioiNLTkuqxutxuLxUJKSgrJ\nyclER0ezdu1aoqKiSE5OZteuXYwbNw6n08lNN93EyJEjiYyMvKgMp568FovFWz8/P59//vOftG3b\nFofDQd26dcnIyODo0aMkJibyxBNP+CxDeerXq1eP7du3U1BQwOOPP+6dUmjRogVXXXXVRd3/imT4\n8ccfvSO99PR0UlNT6d27N7169TItQ1paGhaLhV69evHFF18wb948+vfvT9++fX1Wv+S6wJ7zPhfD\nw8Np1qwZ9erVY+PGjXz44Yf06tWLm266yafboKwMRu4PWVlZ5ObmEhUVhcvlwmq1mro/lKe+kftD\neesbuS+UN4Mv9gXTG//cuXOZPXs2jRo1IikpCbfb7X21tNvtREVFERkZSWFhIatWreKGG24gLi6O\niIgInn76aVq2bHnRGd5++23vCCElJcXbcGrXrs2WLVvYvXs3zZo1IyIiguzsbCIiIujQoYPPMlSk\n/vHjx6lZsyYtWrSguLgYm8120Tt5RTPk5ORgsVi47rrr6NSpE3fccYdfHger1cpNN91Ep06dGDRo\nEJdcconP6586SuPs5+Lq1au54YYbSElJ4eqrr6Zv377eaQ6zMhi1P3z++eeMHDkSq9XKVVdd5X3h\nMWt/qEh9I/aHitQ3al+o6GNwsfuCaY3/2LFj9OnTh3r16vHUU0/RsGFD4D9vS77//nt27NhBSkoK\noaGhREZG8v333xMdHU1ycjIdOnTwvkBUVlFREc8//zxOp5O77rqLw4cP07RpU6xWKxaLhc2bN1Nc\nXMz27dvZu3cvmZmZzJkzh2uvvZaUlJSLzlCZ+nPnzuW6666jUaNGF33/K5vhk08+8WaAi387e7EZ\nQkJCLipDWfWh9OdiTEwMDRo0MHwblJXBl/vDjz/+yLhx48jPzyc8PJx+/fqRlJRk2v5Qmfq+3B8q\nU9/X+8LFZqjsvmDq2TlHjRpF165d2bFjB9nZ2cTGxvLEE08wZcoUtm/fztNPP02LFi2Akre/2dnZ\n1KpVy2f1XS4Xzz33HLfccgsrV67E5XKRkJDA/fffz5QpU9i6dSsvvfQSxcXF/Pjjj6xevZp+/frR\nuXPnalFfGcpXPxCei2ZkWLJkCUlJSXTs2JEPP/yQyMhIBgwY4H1R2rlzJy+++KJhj0Ow1/dnBkMb\nf2pqKhaLhYEDB+JyuVi0aBGpqakMHDiQbt268cgjj9CxY0cGDx5s2LHAp2c4cOAAb7/9NnXr1qVO\nnTp06dKFRx99lCuvvJK77rrLpztVoNRXhsCoH0gZ3G43Q4YM8U4nuFwuJkyYQI8ePejcuTNFRUX8\n9NNPtGrVSvUNEAgZDD2qZ/369cyaNYuTJ09is9lo2rQpQ4YMoXfv3tSqVYsJEyawcuVKatSoARjz\n7bvTM9StW5eoqCi++uormjVrRlxcHM888wyrVq3yfuXZ1xn8XV8ZAqN+IGV49913OXnyJBaLBafT\nic1mo1GjRvzjH/8AIDQ01NtwjHgcgrl+oGTwaeM/ddIkgJ9++ono6GhSUlKYNm0aAK1bt6Z3795k\nZWUBsH//frp27YrdXvJ1Al98/bm0DFOnTgVg0KBBxMfHs337dlwuF/v376dTp04+y+Dv+soQGPUD\nPcOrr74K4J0n79SpEw6Hg8OHD5+xvFGPQ7DUD5QMZ/PJF7h+++03pk+fztGjR+natSvXXHMNiYmJ\n3H333SQkJHD77bczePBgmjRpwrp161iyZAmHDh3CarVy//33+yJCuTM0bdqUfv36sW7dOv7xj39w\n8uRJHnjggSpfXxkCo35VyjBw4ECaNGniXebw4cNkZmZSp04d1feBQMhQGp/M8c+YMQOn00mfPn1Y\nsmQJx48f5y9/+QtRUVEAvPnmm2zdupW33nqL4uJiXC4X69ev59prr73oO1CZDKfm1dLS0mjbtm21\nqK8MgVG/KmXYvn0706dP9y6zfv16rrzyStX3kUDIUJpKH865aNEiPvroI7Zv386+ffsYNmwYDRo0\nICEhgW3btrF3717atWsHQMeOHXnhhRdITk6madOm2O12kpOTLzp8ZTOceoVNTEys0vWVITDqV9UM\nzz//PMnJyTRu3BiAevXqqf5FCoQM5VGpxj916lTS09MZMWIE//znP1m2bBmhoaFcc801REREYLPZ\nyMjI4LLLLiM8PByAli1bUr9+fZ8dreDvDP6urwyBUV8ZVD+QMpRXpeb4c3JyGDhwIK1ateLOO++k\nTp06/P3vf6dHjx60bNmS2rVrU1hYSGRkpPetrC+PfQ2EDP6urwyBUV8ZVD+QMpRXhY/qcbvd/PGP\nf/Se/nP58uV06dKFBx54gMmTJ7N7927Wrl1LVlaW9yv4vubvDP6urwyBUV8ZVD+QMlTERX24m5ub\nyz333MPMmTO95ys/ceIER44cYfTo0cTHx/sya0Bm8Hd9ZQiM+sqg+oGU4UIu6nDOQ4cOcfXVV5OT\nk8OkSZNo1qwZjz32GCEhIb7KF/AZ/F1fGQKjvjKofiBluCDPRZg3b56nRYsWnhEjRniWLFlyMauq\nshn8XV8ZAqO+Mqh+IGW4kIua6lm0aBGZmZmMGDHCe259s/k7g7/rK0Ng1FcG1Q+kDBdyUY3fY8Dl\n5qpaBn/XV4bAqK8Mqh9IGS7E1NMyi4iI/wXUNXdFRMR4avwiIkFGjV9EJMio8YuIBBmfnI9fpDp5\n4YUXyMjIIDMzk4KCAho0aIDdbufyyy/noYce8nc8kYumo3pESrF48WJ27drF448/7u8oIj6lEb9I\nOXz33Xekpqby6quv0q1bN9q3b8+ePXvo3LkzOTk5bNq0iZSUFF5++WUOHjzI+PHjKSwsJCwsjIkT\nJ5KUlOTvuyDipcYvUkH79+/no48+Ij4+no4dO/LZZ58xfvx4brzxRrKzs3nxxRcZOnQo119/PevW\nrWPq1Kne606LBAI1fpEKcjgc1K1bF4DIyEiaNm0KQExMDIWFhezYsYNZs2bx7rvv4vF4vBdPFwkU\nekaKVNCFvo7fuHFjRowYQYcOHfj5559Zv369SclEykeNX8THRo8ezbPPPkthYSEFBQU8/fTT/o4k\ncgYd1SMiEmT0BS4RkSCjxi8iEmTU+EVEgowav4hIkFHjFxEJMmr8IiJBRo1fRCTIqPGLiASZ/wds\nwYcbISdGZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104512e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_df['rating_ratio'].plot()\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Ratio')\n",
    "plt.title('Rating ratio over time')\n",
    "plt.savefig('ratio.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Z3FdbzDqBxmIzV9qGt6cHGutVxhw17FjiY1vxbldguKioCBKJBB4ezmtARM3b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\nQ06AIAjCjSEnQBAE4caQEyAIgnBj/j+7M8whMXYKGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104f9ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Limit y axis to zoom in on data and ignore outliers\n",
    "time_df['rating_ratio'].plot()\n",
    "plt.ylim(-1, 3)\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Ratio')\n",
    "plt.title('Rating ratio over time')\n",
    "plt.savefig('ratio_zoom.png')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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