project_wrangle_act.ipynb

{
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   },
   "source": [
    "# Project: Wrangling and Analyze Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Gathering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Directly downloading the WeRateDogs Twitter archive data (twitter_archive_enhanced.csv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ***Importing the necessary libraries for the project***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
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   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "import seaborn\n",
    "import requests\n",
    "import bs4\n",
    "from bs4 import BeautifulSoup\n",
    "import tweepy\n",
    "from tweepy import OAuthHandler\n",
    "import json\n",
    "from timeit import default_timer as timer\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Downloading and loading the \"twitter_archive_enhanced.csv\" directly\n",
    "df_1 = pd.read_csv(\"twitter_archive_enhanced.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using the Requests library to download the tweet image prediction (image_predictions.tsv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \" https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv\"\n",
    "response = requests.get(url)\n",
    "#Saving to File\n",
    "with open(\"image-predictions.tsv\", mode=\"wb\") as file:\n",
    "    file.write(response.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creating a dataframe \"df_2\" using the downloaded file\n",
    "df_2 = pd.read_csv(\"image-predictions.tsv\", sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using the Tweepy library to query additional data via the Twitter API (tweet_json.txt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Querying the Twitter API for each tweet in the Twitter archive and save JSON in a text file\n",
    "# These are hidden to comply with Twitter's API terms and conditions\n",
    "consumer_key = 'Hidden'\n",
    "consumer_secret = 'Hidden'\n",
    "access_token = 'Hidden'\n",
    "access_secret = 'Hidden'\n",
    "\n",
    "auth = OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_token, access_secret)\n",
    "\n",
    "api = tweepy.API(auth, wait_on_rate_limit=True)\n",
    "\n",
    "# df_1 is a DataFrame with the twitter_archive_enhanced.csv file.\n",
    "# NOTE TO REVIEWER: this student had mobile verification issues so the following\n",
    "# Twitter API code was sent to this student from a Udacity instructor\n",
    "# Tweet IDs for which to gather additional data via Twitter's API\n",
    "tweet_ids = df_1.tweet_id.values\n",
    "len(tweet_ids)\n",
    "\n",
    "# Query Twitter's API for JSON data for each tweet ID in the Twitter archive\n",
    "count = 0\n",
    "fails_dict = {}\n",
    "start = timer()\n",
    "# Save each tweet's returned JSON as a new line in a .txt file\n",
    "with open('tweet_json.txt', 'w') as outfile:\n",
    "    # This loop will likely take 20-30 minutes to run because of Twitter's rate limit\n",
    "    for tweet_id in tweet_ids:\n",
    "        count += 1\n",
    "        print(str(count) + \": \" + str(tweet_id))\n",
    "        try:\n",
    "            tweet = api.get_status(tweet_id, tweet_mode='extended')\n",
    "            print(\"Success\")\n",
    "            json.dump(tweet._json, outfile)\n",
    "            outfile.write('\\n')\n",
    "        except tweepy.TweepError as e:\n",
    "            print(\"Fail\")\n",
    "            fails_dict[tweet_id] = e\n",
    "            pass\n",
    "end = timer()\n",
    "print(end - start)\n",
    "print(fails_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Forming a dataframe with the \"tweet_json.txt\" file\n",
    "with open(\"tweet_json.txt\") as f:\n",
    "    lines = f.readlines()\n",
    "df_list = []\n",
    "for line in lines:\n",
    "    df_list.append(json.loads(line))\n",
    "df_new = pd.DataFrame(df_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Filtering the dataframe to form a dataframe with the needed columns\n",
    "df_3 = df_new.filter([\"id\", \"created_at\", \"favorite_count\", \"retweet_count\"], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ASSESSING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0  892420643555336193                    NaN                  NaN   \n",
       "1  892177421306343426                    NaN                  NaN   \n",
       "2  891815181378084864                    NaN                  NaN   \n",
       "3  891689557279858688                    NaN                  NaN   \n",
       "4  891327558926688256                    NaN                  NaN   \n",
       "\n",
       "                   timestamp  \\\n",
       "0  2017-08-01 16:23:56 +0000   \n",
       "1  2017-08-01 00:17:27 +0000   \n",
       "2  2017-07-31 00:18:03 +0000   \n",
       "3  2017-07-30 15:58:51 +0000   \n",
       "4  2017-07-29 16:00:24 +0000   \n",
       "\n",
       "                                              source  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  retweeted_status_id  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1  This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3  This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4  This is Franklin. He would like you to stop ca...                  NaN   \n",
       "\n",
       "   retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                       NaN                        NaN   \n",
       "1                       NaN                        NaN   \n",
       "2                       NaN                        NaN   \n",
       "3                       NaN                        NaN   \n",
       "4                       NaN                        NaN   \n",
       "\n",
       "                                       expanded_urls  rating_numerator  \\\n",
       "0  https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1  https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2  https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3  https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4  https://twitter.com/dog_rates/status/891327558...                12   \n",
       "\n",
       "   rating_denominator      name doggo floofer pupper puppo  \n",
       "0                  10   Phineas  None    None   None  None  \n",
       "1                  10     Tilly  None    None   None  None  \n",
       "2                  10    Archie  None    None   None  None  \n",
       "3                  10     Darla  None    None   None  None  \n",
       "4                  10  Franklin  None    None   None  None  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loading few lines from the dataframe \"df_1\"\n",
    "df_1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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": [
    "#Getting information about df_1\n",
    "df_1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2356, 17)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the shape of the dataset\n",
    "df_1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>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": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the full description of the dataset\n",
    "df_1.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12      558\n",
       "11      464\n",
       "10      461\n",
       "13      351\n",
       "9       158\n",
       "8       102\n",
       "7        55\n",
       "14       54\n",
       "5        37\n",
       "6        32\n",
       "3        19\n",
       "4        17\n",
       "1         9\n",
       "2         9\n",
       "420       2\n",
       "0         2\n",
       "15        2\n",
       "75        2\n",
       "80        1\n",
       "20        1\n",
       "24        1\n",
       "26        1\n",
       "44        1\n",
       "50        1\n",
       "60        1\n",
       "165       1\n",
       "84        1\n",
       "88        1\n",
       "144       1\n",
       "182       1\n",
       "143       1\n",
       "666       1\n",
       "960       1\n",
       "1776      1\n",
       "17        1\n",
       "27        1\n",
       "45        1\n",
       "99        1\n",
       "121       1\n",
       "204       1\n",
       "Name: rating_numerator, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the value counts of the column \"rating_numerator\"\n",
    "df_1.rating_numerator.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10     2333\n",
       "11        3\n",
       "50        3\n",
       "80        2\n",
       "20        2\n",
       "2         1\n",
       "16        1\n",
       "40        1\n",
       "70        1\n",
       "15        1\n",
       "90        1\n",
       "110       1\n",
       "120       1\n",
       "130       1\n",
       "150       1\n",
       "170       1\n",
       "7         1\n",
       "0         1\n",
       "Name: rating_denominator, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the value count of the column \"rating_denominator\"\n",
    "df_1.rating_denominator.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2355    2015-11-15 22:32:08 +0000\n",
       "2354    2015-11-15 23:05:30 +0000\n",
       "2353    2015-11-15 23:21:54 +0000\n",
       "2352    2015-11-16 00:04:52 +0000\n",
       "2351    2015-11-16 00:24:50 +0000\n",
       "2350    2015-11-16 00:30:50 +0000\n",
       "2349    2015-11-16 00:35:11 +0000\n",
       "2348    2015-11-16 00:49:46 +0000\n",
       "2347    2015-11-16 00:55:59 +0000\n",
       "2346    2015-11-16 01:01:59 +0000\n",
       "2345    2015-11-16 01:22:45 +0000\n",
       "2344    2015-11-16 01:52:02 +0000\n",
       "2343    2015-11-16 01:59:36 +0000\n",
       "2342    2015-11-16 02:38:37 +0000\n",
       "2341    2015-11-16 03:22:39 +0000\n",
       "2340    2015-11-16 03:44:34 +0000\n",
       "2339    2015-11-16 03:55:04 +0000\n",
       "2338    2015-11-16 04:02:55 +0000\n",
       "2337    2015-11-16 14:57:41 +0000\n",
       "2336    2015-11-16 15:14:19 +0000\n",
       "2335    2015-11-16 16:11:11 +0000\n",
       "2334    2015-11-16 16:37:02 +0000\n",
       "2333    2015-11-16 19:31:45 +0000\n",
       "2332    2015-11-16 20:01:42 +0000\n",
       "2331    2015-11-16 20:32:58 +0000\n",
       "2330    2015-11-16 21:10:36 +0000\n",
       "2329    2015-11-16 21:54:18 +0000\n",
       "2328    2015-11-16 23:23:41 +0000\n",
       "2327    2015-11-17 00:06:54 +0000\n",
       "2326    2015-11-17 00:24:19 +0000\n",
       "                  ...            \n",
       "29      2017-07-15 23:25:31 +0000\n",
       "28      2017-07-16 20:14:00 +0000\n",
       "27      2017-07-16 23:58:41 +0000\n",
       "26      2017-07-17 16:17:36 +0000\n",
       "25      2017-07-18 00:07:08 +0000\n",
       "24      2017-07-18 16:08:03 +0000\n",
       "23      2017-07-19 00:47:34 +0000\n",
       "22      2017-07-19 03:39:09 +0000\n",
       "21      2017-07-19 16:06:48 +0000\n",
       "20      2017-07-20 16:49:33 +0000\n",
       "19      2017-07-21 01:02:36 +0000\n",
       "18      2017-07-22 00:23:06 +0000\n",
       "17      2017-07-22 16:56:37 +0000\n",
       "16      2017-07-23 00:22:39 +0000\n",
       "15      2017-07-24 00:19:32 +0000\n",
       "14      2017-07-24 17:02:04 +0000\n",
       "13      2017-07-25 00:10:02 +0000\n",
       "12      2017-07-25 01:55:32 +0000\n",
       "11      2017-07-25 16:11:53 +0000\n",
       "10      2017-07-26 00:31:25 +0000\n",
       "9       2017-07-26 15:59:51 +0000\n",
       "8       2017-07-27 16:25:51 +0000\n",
       "7       2017-07-28 00:22:40 +0000\n",
       "6       2017-07-28 16:27:12 +0000\n",
       "5       2017-07-29 00:08:17 +0000\n",
       "4       2017-07-29 16:00:24 +0000\n",
       "3       2017-07-30 15:58:51 +0000\n",
       "2       2017-07-31 00:18:03 +0000\n",
       "1       2017-08-01 00:17:27 +0000\n",
       "0       2017-08-01 16:23:56 +0000\n",
       "Name: timestamp, Length: 2356, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sorting the timestamp to check if the date goes beyond \"2017-08-01\"\n",
    "df_1.timestamp.sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'in_reply_to_status_id',\n",
       " 'in_reply_to_user_id',\n",
       " 'timestamp',\n",
       " 'source',\n",
       " 'text',\n",
       " 'retweeted_status_id',\n",
       " 'retweeted_status_user_id',\n",
       " 'retweeted_status_timestamp',\n",
       " 'expanded_urls',\n",
       " 'rating_numerator',\n",
       " 'rating_denominator',\n",
       " 'name',\n",
       " 'doggo',\n",
       " 'floofer',\n",
       " 'pupper',\n",
       " 'puppo']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the list of columns in the dataset\n",
    "list(df_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                         0\n",
       "in_reply_to_status_id         2278\n",
       "in_reply_to_user_id           2278\n",
       "timestamp                        0\n",
       "source                           0\n",
       "text                             0\n",
       "retweeted_status_id           2175\n",
       "retweeted_status_user_id      2175\n",
       "retweeted_status_timestamp    2175\n",
       "expanded_urls                   59\n",
       "rating_numerator                 0\n",
       "rating_denominator               0\n",
       "name                             0\n",
       "doggo                            0\n",
       "floofer                          0\n",
       "pupper                           0\n",
       "puppo                            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking the sum of null null cells in each columns\n",
    "df_1.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking for duplicates\n",
    "df_1.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "None        745\n",
       "a            55\n",
       "Charlie      12\n",
       "Cooper       11\n",
       "Oliver       11\n",
       "Lucy         11\n",
       "Lola         10\n",
       "Tucker       10\n",
       "Penny        10\n",
       "Winston       9\n",
       "Bo            9\n",
       "Sadie         8\n",
       "the           8\n",
       "an            7\n",
       "Buddy         7\n",
       "Bailey        7\n",
       "Daisy         7\n",
       "Toby          7\n",
       "Dave          6\n",
       "Rusty         6\n",
       "Koda          6\n",
       "Oscar         6\n",
       "Scout         6\n",
       "Leo           6\n",
       "Jack          6\n",
       "Milo          6\n",
       "Jax           6\n",
       "Bella         6\n",
       "Stanley       6\n",
       "Chester       5\n",
       "           ... \n",
       "Socks         1\n",
       "Sid           1\n",
       "Aubie         1\n",
       "Colin         1\n",
       "Georgie       1\n",
       "Vinnie        1\n",
       "Lolo          1\n",
       "Gòrdón        1\n",
       "Vinscent      1\n",
       "Harry         1\n",
       "Venti         1\n",
       "Marq          1\n",
       "Antony        1\n",
       "Clyde         1\n",
       "Daniel        1\n",
       "Ziva          1\n",
       "Acro          1\n",
       "Travis        1\n",
       "Gin           1\n",
       "Sailer        1\n",
       "Tycho         1\n",
       "Laela         1\n",
       "Ozzie         1\n",
       "Murphy        1\n",
       "Creg          1\n",
       "Raphael       1\n",
       "Noosh         1\n",
       "Humphrey      1\n",
       "Major         1\n",
       "Einstein      1\n",
       "Name: name, Length: 957, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Accessing the value counts of the \"name\" column\n",
    "df_1.name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU\n",
      "This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV\n",
      "This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB\n",
      "This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ\n",
      "This is Franklin. He would like you to stop calling him \"cute.\" He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f\n",
      "Here we have a majestic great white breaching off South Africa's coast. Absolutely h*ckin breathtaking. 13/10 (IG: tucker_marlo) #BarkWeek https://t.co/kQ04fDDRmh\n",
      "Meet Jax. He enjoys ice cream so much he gets nervous around it. 13/10 help Jax enjoy more things by clicking below\n",
      "\n",
      "https://t.co/Zr4hWfAs1H https://t.co/tVJBRMnhxl\n",
      "When you watch your owner call another dog a good boy but then they turn back to you and say you're a great boy. 13/10 https://t.co/v0nONBcwxq\n",
      "This is Zoey. She doesn't want to be one of the scary sharks. Just wants to be a snuggly pettable boatpet. 13/10 #BarkWeek https://t.co/9TwLuAGH0b\n",
      "This is Cassie. She is a college pup. Studying international doggo communication and stick theory. 14/10 so elegant much sophisticate https://t.co/t1bfwz5S2A\n",
      "This is Koda. He is a South Australian deckshark. Deceptively deadly. Frighteningly majestic. 13/10 would risk a petting #BarkWeek https://t.co/dVPW0B0Mme\n",
      "This is Bruno. He is a service shark. Only gets out of the water to assist you. 13/10 terrifyingly good boy https://t.co/u1XPQMl29g\n",
      "Here's a puppo that seems to be on the fence about something haha no but seriously someone help her. 13/10 https://t.co/BxvuXk0UCm\n",
      "This is Ted. He does his best. Sometimes that's not enough. But it's ok. 12/10 would assist https://t.co/f8dEDcrKSR\n",
      "This is Stuart. He's sporting his favorite fanny pack. Secretly filled with bones only. 13/10 puppared puppo #BarkWeek https://t.co/y70o6h3isq\n",
      "This is Oliver. You're witnessing one of his many brutal attacks. Seems to be playing with his victim. 13/10 fr*ckin frightening #BarkWeek https://t.co/WpHvrQedPb\n",
      "This is Jim. He found a fren. Taught him how to sit like the good boys. 12/10 for both https://t.co/chxruIOUJN\n",
      "This is Zeke. He has a new stick. Very proud of it. Would like you to throw it for him without taking it. 13/10 would do my best https://t.co/HTQ77yNQ5K\n",
      "This is Ralphus. He's powering up. Attempting maximum borkdrive. 13/10 inspirational af https://t.co/YnYAFCTTiK\n",
      "RT @dog_rates: This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX\n",
      "This is Gerald. He was just told he didn't get the job he interviewed for. A h*ckin injustice. 12/10 didn't want the job anyway https://t.co/DK7iDPfuRX\n",
      "This is Jeffrey. He has a monopoly on the pool noodles. Currently running a 'boop for two' midweek sale. 13/10 h*ckin strategic https://t.co/PhrUk20Q64\n",
      "I've yet to rate a Venezuelan Hover Wiener. This is such an honor. 14/10 paw-inspiring af (IG: roxy.thedoxy) https://t.co/20VrLAA8ba\n",
      "This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX\n",
      "You may not have known you needed to see this today. 13/10 please enjoy (IG: emmylouroo) https://t.co/WZqNqygEyV\n",
      "This... is a Jubilant Antarctic House Bear. We only rate dogs. Please only send dogs. Thank you... 12/10 would suffocate in floof https://t.co/4Ad1jzJSdp\n",
      "This is Maya. She's very shy. Rarely leaves her cup. 13/10 would find her an environment to thrive in https://t.co/I6oNy0CgiT\n",
      "This is Mingus. He's a wonderful father to his smol pup. Confirmed 13/10, but he needs your help\n",
      "\n",
      "https://t.co/bVi0Yr4Cff https://t.co/ISvKOSkd5b\n",
      "This is Derek. He's late for a dog meeting. 13/10 pet...al to the metal https://t.co/BCoWue0abA\n",
      "This is Roscoe. Another pupper fallen victim to spontaneous tongue ejections. Get the BlepiPen immediate. 12/10 deep breaths Roscoe https://t.co/RGE08MIJox\n",
      "@NonWhiteHat @MayhewMayhem omg hello tanner you are a scary good boy 12/10 would pet with extreme caution\n",
      "This is Waffles. His doggles are pupside down. Unsure how to fix. 13/10 someone assist Waffles https://t.co/xZDA9Qsq1O\n",
      "RT @Athletics: 12/10 #BATP https://t.co/WxwJmvjfxo\n",
      "Viewer discretion advised. This is Jimbo. He will rip ur finger right h*ckin off. Other dog clearly an accessory. 12/10 pls pet with caution https://t.co/BuveP0uMF1\n",
      "This is Maisey. She fell asleep mid-excavation. Happens to the best of us. 13/10 would pat noggin approvingly https://t.co/tp1kQ8i9JF\n",
      "I have a new hero and his name is Howard. 14/10 https://t.co/gzLHboL7Sk\n",
      "RT @dog_rates: This is Lilly. She just parallel barked. Kindly requests a reward now. 13/10 would pet so well https://t.co/SATN4If5H5\n",
      "Here we have a corgi undercover as a malamute. Pawbably doing important investigative work. Zero control over tongue happenings. 13/10 https://t.co/44ItaMubBf\n",
      "This is Earl. He found a hat. Nervous about what you think of it. 12/10 it's delightful, Earl https://t.co/MYJvdlNRVa\n",
      "This is Lola. It's her first time outside. Must test the earth and taste the atmosphere. 13/10 you're doing great Lola https://t.co/74TKAUsLkO\n",
      "This is Kevin. He's just so happy. 13/10 what is your secret Kevin https://t.co/1r4MFCbCX5\n",
      "I present to you, Pup in Hat. Pup in Hat is great for all occasions. Extremely versatile. Compact as h*ck. 14/10 (IG: itselizabethgales) https://t.co/vvBOcC2VdC\n",
      "OMG HE DIDN'T MEAN TO HE WAS JUST TRYING A LITTLE BARKOUR HE'S SUPER SORRY 13/10 WOULD FORGIVE IMMEDIATE https://t.co/uF3pQ8Wubj\n",
      "Meet Yogi. He doesn't have any important dog meetings today he just enjoys looking his best at all times. 12/10 for dangerously dapper doggo https://t.co/YSI00BzTBZ\n",
      "This is Noah. He can't believe someone made this mess. Got the vacuum out for you though. Offered to help clean pup. 12/10 super good boy https://t.co/V85xujjDDY\n",
      "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",
      "Meet Grizzwald. He may be the floofiest floofer I ever did see. Lost eyes saving a schoolbus from a volcano erpuption. 13/10 heroic as h*ck https://t.co/rf661IFEYP\n",
      "Please only send dogs. We don't rate mechanics, no matter how h*ckin good. Thank you... 13/10 would sneak a pat https://t.co/Se5fZ9wp5E\n",
      "This is Rusty. He wasn't ready for the first pic. Clearly puppared for the second. 13/10 confirmed great boy https://t.co/tyER0KpdXj\n",
      "This is Gus. He's quite the cheeky pupper. Already perfected the disinterested wink. 12/10 would let steal my girl https://t.co/D43I96SlVu\n",
      "This is Stanley. He has his first swim lesson today. Doggle straps adjusted. Ready to go. 13/10 Phelps is nervous (IG: stanleythe_corgi) https://t.co/Nx52PGwH94\n",
      "This is Alfy. You're witnessing his first watermelon experience. I think it was a success. 13/10 happy 4th Alfy 🇺🇸 https://t.co/fYP5RlutfA\n",
      "This is Koko. Her owner, inspired by Barney, recently built a cart for her to use during walks if she got tired. 13/10 rest easy Koko https://t.co/zeDpnsKX7w\n",
      "This is Rey. He's a Benebop Cumberfloof. 12/10 dangerously pettable https://t.co/503CgWbhxQ\n",
      "This is Gary. He couldn't miss this puppertunity for a selfie. Flawless focusing skills. 13/10 would boop intensely https://t.co/7CSWCl8I6s\n",
      "@roushfenway These are good dogs but 17/10 is an emotional impulse rating. More like 13/10s\n",
      "Here is a pupper approaching maximum borkdrive. Zooming at never before seen speeds. 14/10 paw-inspiring af \n",
      "(IG: puffie_the_chow) https://t.co/ghXBIIeQZF\n",
      "Meet Elliot. He's a Canadian Forrest Pup. Unusual number of antlers for a dog. Sneaky tongue slip to celebrate #Canada150. 12/10 would pet https://t.co/cgwJwowTMC\n",
      "This is Louis. He's crossing. It's a big deal. 13/10 h*ckin breathtaking https://t.co/D0wb1GlKAt\n",
      "Ugh not again. We only rate dogs. Please don't send in well-dressed  floppy-tongued street penguins. Dogs only please. Thank you... 12/10 https://t.co/WiAMbTkDPf\n",
      "This is Bella. She had her first beach experience this morning. Complete success. 12/10 would perform a sandy boop https://t.co/4VsFysDmiw\n",
      "Meet Jesse. He's a Fetty Woof. His tongue ejects without warning. A true bleptomaniac. 12/10 would snug well https://t.co/fUod0tVmvK\n",
      "Please don't send in photos without dogs in them. We're not @porch_rates. Insubordinate and churlish. Pretty good porch tho 11/10 https://t.co/HauE8M3Bu4\n",
      "This is Romeo. He would like to do an entrance. Requesting your immediate assistance. 13/10 https://t.co/Qh5aEkRQm9\n",
      "@RealKentMurphy 14/10 confirmed\n",
      "This is Bailey. He thinks you should measure ear length for signs of growth instead. 12/10 https://t.co/IxM9IMKQq8\n",
      "This is Duddles. He did an attempt. 13/10 someone help him (vid by Georgia Felici) https://t.co/UDT7ZkcTgY\n",
      "This is Jack AKA Stephen Furry. You're not scoring on him. Unless he slips down the slide. 12/10 would happily get blocked by https://t.co/0gOi601EAa\n",
      "RT @dog_rates: This is Emmy. She was adopted today. Massive round of pupplause for Emmy and her new family. 14/10 for all involved https://…\n",
      "This is Steven. He has trouble relating to other dogs. Quite shy. Neck longer than average. Tropical probably. 11/10 would still pet https://t.co/2mJCDEJWdD\n",
      "This is Beau. That is Beau's balloon. He takes it everywhere. 13/10 would protect at all costs https://t.co/YDtpCjIPKN\n",
      "This is Snoopy. He's a proud #PrideMonthPuppo. Impeccable handwriting for not having thumbs. 13/10 would love back #PrideMonth https://t.co/lNZwgNO4gS\n",
      "Martha is stunning how h*ckin dare you. 13/10 https://t.co/9uABQXgjwa\n",
      "RT @dog_rates: Meet Shadow. In an attempt to reach maximum zooming borkdrive, he tore his ACL. Still 13/10 tho. Help him out below\n",
      "\n",
      "https:/…\n",
      "RT @dog_rates: Meet Terrance. He's being yelled at because he stapled the wrong stuff together. 11/10 hang in there Terrance https://t.co/i…\n",
      "Meet Shadow. In an attempt to reach maximum zooming borkdrive, he tore his ACL. Still 13/10 tho. Help him out below\n",
      "\n",
      "https://t.co/245xJJElsY https://t.co/lUiQH219v6\n",
      "This is Emmy. She was adopted today. Massive round of pupplause for Emmy and her new family. 14/10 for all involved https://t.co/cwtWnHMVpe\n",
      "This is Aja. She was just told she's a good dog. Suspicions confirmed. 13/10 would tell again https://t.co/lsPyyAiF1r\n",
      "RT @rachel2195: @dog_rates the boyfriend and his soaking wet pupper h*cking love his new hat 14/10 https://t.co/dJx4Gzc50G\n",
      "This is Penny. She's both pupset and fired pup. Not pleased w your barbaric attempts at cleanliness. 12/10 would enjoy more shampoo options https://t.co/OYdDlfOGXP\n",
      "Meet Dante. At first he wasn't a fan of his new raincoat, then he saw his reflection. H*ckin handsome. 13/10 for water resistant good boy https://t.co/SHRTIo5pxc\n",
      "This is Nelly. He graduated with his dogtorate today. Wants to know if you're proud of him. 12/10 would give congratulatory boop https://t.co/4g4cfj3P4Y\n",
      "This is Ginger. She's having a ruff Monday. Too many pupper things going on. H*ckin exhausting. 12/10 would snug passionately https://t.co/j211oCDRs6\n",
      "I can say with the pupmost confidence that the doggos who assisted with this search are heroic as h*ck. 14/10 for all https://t.co/8yoc1CNTsu\n",
      "This is Benedict. He wants to thank you for this delightful urban walk. Hopes you know he loves you. 13/10 super duper good boy https://t.co/26BXueUgbs\n",
      "Meet Venti, a seemingly caffeinated puppoccino. She was just informed the weekend would include walks, pats and scritches. 13/10 much excite https://t.co/ejExJFq3ek\n",
      "This is Goose. He's a womanizer. Cheeky as h*ck, but also deep. Tongue slip game on another level. 13/10 will steal your girl https://t.co/V2WlACRJCN\n",
      "Meet Nugget and Hank. Nugget took Hank's bone. Hank is wondering if you would please return it to him. Both 13/10 would not intervene https://t.co/ogith9ejNj\n",
      "You'll get your package when that precious man is done appreciating the pups. 13/10 for everyone https://t.co/PFp4MghzBW\n",
      "Guys please stop sending pictures without any dogs in th- oh never mind hello excuse me sir. 12/10 stealthy as h*ck https://t.co/brCQoqc8AW\n",
      "Meet Cash. He hath acquired a stick. A very good stick tbh. 12/10 would pat head approvingly https://t.co/lZhtizkURD\n",
      "RT @dog_rates: This is Coco. At first I thought she was a cloud but clouds don't bork with such passion. 12/10 would hug softly https://t.c…\n",
      "This is Jed. He may be the fanciest pupper in the game right now. Knows it too. 13/10 would sign modeling contract https://t.co/0YplNnSMEm\n",
      "I can't believe this keeps happening. This, is a birb taking a bath. We only rate dogs. Please only send dogs. Thank you... 12/10 https://t.co/pwY9PQhtP2\n",
      "This is Sebastian. He can't see all the colors of the rainbow, but he can see that this flag makes his human happy. 13/10 #PrideMonth puppo https://t.co/XBE0evJZ6V\n",
      "RT @dog_rates: This is Walter. He won't start hydrotherapy without his favorite floatie. 14/10 keep it pup Walter https://t.co/r28jFx9uyF\n",
      "We usually don't rate Deck-bound Saskatoon Black Bears, but this one is h*ckin flawless. Sneaky tongue slip too. 13/10 would hug firmly https://t.co/mNuMH9400n\n",
      "RT @dog_rates: This is Sierra. She's one precious pupper. Absolute 12/10. Been in and out of ICU her whole life. Help Sierra below\n",
      "\n",
      "https:/…\n",
      "This is Sierra. She's one precious pupper. Absolute 12/10. Been in and out of ICU her whole life. Help Sierra below\n",
      "\n",
      "https://t.co/Xp01EU3qyD https://t.co/V5lkvrGLdQ\n",
      "Here's a very large dog. He has a date later. Politely asked this water person to check if his breath is bad. 12/10 good to go doggo https://t.co/EMYIdoblMR\n",
      "Here are my favorite #dogsatpollingstations \n",
      "Most voted for a more consistent walking schedule and to increase daily pats tenfold. All 13/10 https://t.co/17FVMl4VZ5\n",
      "RT @loganamnosis: Penelope here is doing me quite a divertir. Well done, @dog_rates! Loving the pupdate. 14/10, je jouerais de nouveau. htt…\n",
      "This is Monkey. She's supporting owners everywhere with her fancy #PrideMonth bandana. 13/10 love is love is love... https://t.co/lUcpnZDPz9\n",
      "We. Only. Rate. Dogs. Do not send in other things like this fluffy floor shark clearly ready to attack. Get it together guys... 12/10 https://t.co/BZHiKx3FpQ\n",
      "This is Harry. His ears are activated one at a time. Incredibly rare to witness in person. Very special moment here. 13/10 blessed as h*ck https://t.co/ejHvGDfWoa\n",
      "This is Kody. He's a baller. Wishes he was a little bit taller. Double dribbles often. Still 12/10 would happily get dunked on https://t.co/PKSpmiefwN\n",
      "Say hello to Lassie. She's celebrating #PrideMonth by being a splendid mix of astute and adorable. Proudly supupporting her owner. 13/10 https://t.co/uK6PNyeh9w\n",
      "This is Rover. As part of pupper protocol he had to at least attempt to eat the plant. Confirmed not tasty. Needs peanut butter. 12/10 https://t.co/AiVljI6QCg\n",
      "This is Napolean. He's a Raggedy East Nicaraguan Zoom Zoom. Runs on one leg. Built for deception. No eyes. Good with kids. 12/10 great doggo https://t.co/PR7B7w1rUw\n",
      "RT @dog_rates: This is Dawn. She's just checking pup on you. Making sure you're doing okay. 12/10 she's here if you need her https://t.co/X…\n",
      "Never doubt a doggo 14/10 https://t.co/AbBLh2FZCH\n",
      "This is Boomer. He's doing an advanced water takeoff. The opposite of Sully. Ears for control, mlem for style. 13/10 simply breathtaking https://t.co/noNpY2Laoo\n",
      "Real funny guys. Sending in a pic without a dog in it. Hilarious. We'll rate the rug tho because it's giving off a very good vibe. 11/10 https://t.co/GCD1JccCyi\n",
      "@ComplicitOwl @ShopWeRateDogs &gt;10/10 is reserved for dogs\n",
      "This is Cody. He zoomed too aggressively and tore his ACL. Happens to the best of us. Still 13/10\n",
      "\n",
      "Help Cody here: https://t.co/4hxnDOt1CV https://t.co/42ryYRQ2Q4\n",
      "This is Zoey. She really likes the planet. Would hate to see willful ignorance and the denial of fairly elemental science destroy it. 13/10 https://t.co/T1xlgaPujm\n",
      "This is Rumble, but he's not ready to. Would rather fall asleep in his bath bucket. 13/10 would attempt a boop without waking https://t.co/MVQCzrF1g9\n",
      "Meet Clifford. He's quite large. Also red. Good w kids. Somehow never steps on them. Massive poops very inconvenient. Still 14/10 would ride https://t.co/apVOyDgOju\n",
      "RT @dog_rates: We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10…\n",
      "This is Dewey (pronounced \"covfefe\"). He's having a good walk. Arguably the best walk. 13/10 would snug softly https://t.co/HciEaJkC4D\n",
      "Meet Stanley. He likes road trips. Will shift for you. One ear more effective than other. 13/10 we don't leave until you buckle pup Stanley https://t.co/vmCu3PFCQq\n",
      "This is Scout. He just graduated. Officially a doggo now. Have fun with taxes and losing sight of your ambitions. 12/10 would throw cap for https://t.co/DsA2hwXAJo\n",
      "This is Gizmo. His favorite thing is standing pupright like a hooman. Sneaky tongue slip status achieved. 13/10 would boop well https://t.co/IoR3n1fiiQ\n",
      "This is Walter. He won't start hydrotherapy without his favorite floatie. 14/10 keep it pup Walter https://t.co/r28jFx9uyF\n",
      "RT @dog_rates: Say hello to Cooper. His expression is the same wet or dry. Absolute 12/10 but Coop desperately requests your help\n",
      "\n",
      "https://…\n",
      "Here's a h*ckin peaceful boy. Unbothered by the comings and goings. 13/10 please reveal your wise ways https://t.co/yeaH8Ej5eM\n",
      "Say hello to Cooper. His expression is the same wet or dry. Absolute 12/10 but Coop desperately requests your help\n",
      "\n",
      "https://t.co/ZMTE4Mr69f https://t.co/7RyeXTYLNi\n",
      "Unbelievable. We only rate dogs. Please don't send in non-canines like the \"I\" from Pixar's opening credits. Thank you... 12/10 https://t.co/JMhDNv5wXZ\n",
      "Meet Harold.  He's h*ckin cooperative. 13/10 good work Harold https://t.co/ZYg3NZGICa\n",
      "This is Shikha. She just watched you drop a skittle on the ground and still eat it. Could not be less impressed. 12/10 superior puppo https://t.co/XZlZKd73go\n",
      "RT @rachaeleasler: these @dog_rates hats are 13/10 bean approved https://t.co/nRCdq4g9gG\n",
      "Oh my this spooked me up. We only rate dogs, not happy ghosts. Please send dogs only. It's a very simple premise. Thank you... 13/10 https://t.co/M5Rz0R8SIQ\n",
      "RT @dog_rates: This is Jamesy. He gives a kiss to every other pupper he sees on his walk. 13/10 such passion, much tender https://t.co/wk7T…\n",
      "He was providing for his family 13/10 how dare you https://t.co/Q8mVwWN3f4\n",
      "This is Lili. She can't believe you betrayed her with bath time. Never looking you in the eye again. 12/10 would puppologize profusely https://t.co/9b9J46E86Z\n",
      "This is Jamesy. He gives a kiss to every other pupper he sees on his walk. 13/10 such passion, much tender https://t.co/wk7TfysWHr\n",
      "This is Coco. At first I thought she was a cloud but clouds don't bork with such passion. 12/10 would hug softly https://t.co/W86h5dgR6c\n",
      "RT @dog_rates: Here's a pupper before and after being asked \"who's a good girl?\" Unsure as h*ck. 12/10 hint hint it's you https://t.co/ORiK…\n",
      "Meet Boomer. He's just checking pup on you. Hopes you had a good day. If not, he hopes he made it better. 13/10 extremely good boy https://t.co/pozUoHLkGg\n",
      "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",
      "This is Nelly. He really hopes you like his Hawaiian shirt. He already tore the tags off. 13/10 h*ck of a puppurchase https://t.co/LbkG5CiM7o\n",
      "We only rate dogs. Please don't send in Jesus. We're trying to remain professional and legitimate. Thank you... 14/10 https://t.co/wr3xsjeCIR\n",
      "This is Meatball. He doing what's known in the industry as a mid-strut mlem. H*ckin fancy boy. 12/10 I'd do anything for Meatball https://t.co/S2HdmFFPck\n",
      "This is Paisley. She ate a flower just to prove she could. Savage af. 13/10 would pet so well https://t.co/cPq9fYvkzr\n",
      "This is Albus. He's quite impressive at hide and seek. Knows he's been found this time. 13/10 usually elusive as h*ck https://t.co/ht47njyZ64\n",
      "This is Neptune. He's a backpup vocalist for the Dixie Chicks. 13/10 (vid by @AmiWinehouse) https://t.co/tordvmaaop\n",
      "RT @dog_rates: Say hello to Quinn. She's quite the goofball. Not even a year old. Confirmed 13/10 but she really needs your help \n",
      "\n",
      "https://…\n",
      "This is Belle. She's never been more pupset. Encountered the worst imaginable type of zone. 12/10 would do anything to cheer pup https://t.co/fGQUzR8w3H\n",
      "@Jack_Septic_Eye I'd need a few more pics to polish a full analysis, but based on the good boy content above I'm leaning towards 12/10\n",
      "Ladies and gentlemen... I found Pipsy. He may have changed his name to Pablo, but he never changed his love for the sea. Pupgraded to 14/10 https://t.co/lVU5GyNFen\n",
      "Say hello to Quinn. She's quite the goofball. Not even a year old. Confirmed 13/10 but she really needs your help \n",
      "\n",
      "https://t.co/MOBkQnyHib https://t.co/EsOB4rLEKt\n",
      "This is Zooey. She's the world's biggest fan of illiterate delivery people. 13/10 not your fault they don't listen, Zooey https://t.co/ixOFQ1tfqE\n",
      "This is Dave. He passed the h*ck out. It's barely the afternoon on a Thursday, Dave. Get it together. Still 11/10 would boop mid-snooze https://t.co/Eme9Uar6v2\n",
      "This is Jersey. He likes to watch movies, but only if you watch with him. Enjoys horror films like The Bababork and H*ckraiser. 13/10 https://t.co/jvSNASweNb\n",
      "We only rate dogs. Please don't send perfectly toasted marshmallows attempting to drive. Thank you... 13/10 https://t.co/nvZyyrp0kd\n",
      "RT @dog_rates: \"Good afternoon class today we're going to learn what makes a good boy so good\" 13/10 https://t.co/f1h2Fsalv9\n",
      "This is Hobbes. He's never seen bubbles before. 13/10 deep breaths buddy https://t.co/QFRlbZw4Z1\n",
      "HI. MY. NAME. IS. BOOMER. AND. I. WANT. TO. SAY. IT'S. H*CKIN. RIDICULOUS. THAT. DOGS. CAN'T VOTE. ABSOLUTE. CODSWALLUP. THANK. YOU. 13/10 https://t.co/SqKJPwbQ2g\n",
      "This is Burt. He thinks your thesis statement is comically underdeveloped. 12/10 intellectual af https://t.co/jH6EN9cEn6\n",
      "RT @dog_rates: Meet Lorenzo. He's an avid nifty hat wearer and absolute 13/10, but he needs your help to beat cancer. Link below\n",
      "\n",
      "https://t…\n",
      "RT @tallylott: h*ckin adorable promposal. 13/10 @dog_rates https://t.co/6n8hzNihJ9\n",
      "Meet Lorenzo. He's an avid nifty hat wearer and absolute 13/10, but he needs your help to beat cancer. Link below\n",
      "\n",
      "https://t.co/qZdSdzm08p https://t.co/oDIQ1KkdPt\n",
      "This is Carl. He likes to dance. Doesn't care what you think about it. 13/10 h*ckin confident pup https://t.co/C2zHcNIu4I\n",
      "This is Jordy. He likes to go on adventures and watch the small scaly underwater dogs with fins pass him by. 12/10 peaceful as h*ck https://t.co/xJo6S2sfsN\n",
      "Here we have perhaps the wisest dog of all. Above average with light sabers. Immortal as h*ck. 14/10 dog, or dog not, there is no try https://t.co/upRYxG4KbG\n",
      "RT @dog_rates: Ohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboy. 10/10 for all (by happytailsresort) https://t.c…\n",
      "Meet Milky. She has no idea what happened. Just as pupset as you. Perhaps a sheep exploded. Even offered to help clean. 12/10 very good girl https://t.co/g8vpXFzw29\n",
      "Meet Trooper. He picks pup recyclables that have blown out of bins in the neighborhood and puts them back. 13/10 environmentally savvy af https://t.co/BqSttrTuIl\n",
      "Sorry for the lack of posts today. I came home from school and had to spend quality time with my puppo. Her name is Zoey and she's 13/10 https://t.co/BArWupFAn0\n",
      "We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10 https://t.co/g2nSyGenG9\n",
      "Here we have an exotic dog. Good at ukulele. Fashionable af. Has two more arms if needed. Is blue. Knows what 'ohana means. 13/10 would pet https://t.co/gEsymGTXCT\n",
      "RT @dog_rates: Meet Winston. He knows he's a little too big for the swing, but he doesn't care. Kindly requests a push. 12/10 would happily…\n",
      "I have stumbled puppon a doggo painting party. They're looking to be the next Pupcasso or Puppollock. All 13/10 would put it on the fridge https://t.co/cUeDMlHJbq\n",
      "This is Sophie. She just arrived. Used pawority shipping. Speedy as h*ck delivery. 13/10 would carefully assemble https://t.co/8jOC4zhNxy\n",
      "This is Wyatt. He had an interview earlier today. Was just told he didn't get the job. A h*ckin injustice. Still 12/10 keep your chin pup https://t.co/QXA4sCXSDF\n",
      "This is Rosie. She was just informed of the walk that's about to happen. Knows there are many a stick along the way. 12/10 such excite https://t.co/sOl7cFaP5X\n",
      "Meet Thor. He doesn't have finals because he's a dog but is pupset you have finals. Just wants to play. 13/10 would abandon education for https://t.co/7IFn3rkJai\n",
      "Instead of the usual nightly dog rate, I'm sharing this story with you. Meeko is 13/10 and would like your help \n",
      "\n",
      "https://t.co/Mj4j6QoIJk https://t.co/JdNE5oqYEV\n",
      "This is Oscar and Oliver. Oliver shrunk Oscar. Oscar isn't pleased about it. Quite pupset tbh. Oliver doesn't seem to mind. Both 13/10 https://t.co/e3U4NReleC\n",
      "@Marc_IRL pixelated af 12/10\n",
      "RT @AaronChewning: First time wearing my @dog_rates hat on a flight and I get DOUBLE OPEN ROWS. Really makes you think. 13/10 https://t.co/…\n",
      "This is Zeke. He performs group cheeky wink tutorials. Pawfect execution here. 12/10 would wink back https://t.co/uMH5CLjXJu\n",
      "RT @dog_rates: This is Luna. It's her first time outside and a bee stung her nose. Completely h*ckin uncalled for. 13/10 where's the bee I…\n",
      "This is Callie. She'll be your navigator today. Takes her job very seriously. Will shift for you. One ear always in the pupholder. 12/10 https://t.co/Bh9DtLhIBO\n",
      "THIS IS CHARLIE, MARK. HE DID JUST WANT TO SAY HI AFTER ALL. PUPGRADED TO A 14/10. WOULD BE AN HONOR TO FLY WITH https://t.co/p1hBHCmWnA\n",
      "RT @Jenna_Marbles: @dog_rates Thanks for rating my cermets 14/10 wow I'm so proud I watered them so much\n",
      "@xianmcguire @Jenna_Marbles Kardashians wouldn't be famous if as a society we didn't place enormous value on what they do. The dogs are very deserving of their 14/10\n",
      "This is Cermet, Paesh, and Morple. They are absolute h*ckin superstars. Watered every day so they can grow. 14/10 for all https://t.co/GUefqUmZv8\n",
      "@dhmontgomery We also gave snoop dogg a 420/10 but I think that predated your research\n",
      "@s8n You tried very hard to portray this good boy as not so good, but you have ultimately failed. His goodness shines through. 666/10\n",
      "HE'S LIKE \"WAIT A MINUTE I'M AN ANIMAL THIS IS AMAZING HI HUMAN I LOVE YOU AS WELL\" 13/10 https://t.co/sb73bV5Y7S\n",
      "Here's a puppo participating in the #ScienceMarch. Cleverly disguising her own doggo agenda. 13/10 would keep the planet habitable for https://t.co/cMhq16isel\n",
      "I HEARD HE TIED HIS OWN BOWTIE MARK AND HE JUST WANTS TO SAY HI AND MAYBE A NOGGIN PAT SHOW SOME RESPECT 13/10 https://t.co/5BEjzT2Tth\n",
      "Guys, we only rate dogs. This is quite clearly a bulbasaur. Please only send dogs. Thank you... 12/10 human used pet, it's super effective https://t.co/Xc7uj1C64x\n",
      "RT @dog_rates: Meet George. He looks slightly deflated but overall quite powerful. Not sure how that human restrained him. 12/10 would snug…\n",
      "RT @frasercampbell_: oh my... what's that... beautiful scarf around your neck... 14/10 a h*ckin good dog in a h*ckin good game @GoodDogsGam…\n",
      "This is Marlee. She fetched a flower and immediately requested that it be placed behind her ear. 12/10 elegant af https://t.co/nJztIEON5s\n",
      "This is Arya. She can barely contain her excitement for more peanut butter. Also patriotic af. 13/10 https://t.co/AL4Ahm1Rm5\n",
      "This is Einstein. He's having a really good day. Hopes you are too. H*ckin nifty tongue. 13/10 would snug intensely https://t.co/mdaQhhfpv6\n",
      "Sometimes you guys remind me just how impactful a pupper can be. Cooper will be remembered as a good boy by so many. 14/10 rest easy friend https://t.co/oBL7LEJEzR\n",
      "At first I thought this was a shy doggo, but it's actually a Rare Canadian Floofer Owl. Amateurs would confuse the two. 11/10 only send dogs https://t.co/TXdT3tmuYk\n",
      "Say hello to Alice. I'm told she enjoys car rides and smells good. 12/10 would give her everything she could ever want https://t.co/yT4vw8y77x\n",
      "A photographer took pictures before and after he told his bunny he's a good boy. Here are the results. 13/10 https://t.co/wiQZIsaWUe\n",
      "This is Rumpole. He'll be your Uber driver this evening. Won't start driving until you buckle pup. 13/10 h*ckin safe good boy https://t.co/EX9Z3EXlVP\n",
      "RT @dog_rates: I usually only share these on Friday's, but this is Blue. He's a very smoochable pooch who needs your help. 13/10\n",
      "\n",
      "https://t…\n",
      "Meet Benny. He likes being adorable and making fun of you while you're on the trampoline. 12/10 let's help him out\n",
      "\n",
      "https://t.co/aVMjBqAy1x https://t.co/7gx2LksT3U\n",
      "This is Aspen. She's never tasted a stick so succulent. On the verge of tears. A face of pure appreciation. 12/10 https://t.co/VlyBzOXHEW\n",
      "This is Jarod. He likes having his belly brushed. Tongue ejects when you hit the right spot. 13/10 downright h*ckin adorable https://t.co/ArnxkyD2kC\n",
      "This is Wiggles. She would like you to spot her. Probably won't need your help but just in case. 13/10 powerful as h*ck https://t.co/2d370P0OEg\n",
      "Meet General. He wasn't content with the quality of his room. Requested to pupgrade, but was ignored. 14/10 look who just lost a customer https://t.co/NP5JW8LnmW\n",
      "This is Sailor. He has collected the best dirt in the area. As any good boy would. Under the impression you know what to do next. 12/10 https://t.co/jrFzScKWEG\n",
      "RT @dog_rates: This is Astrid. She's a guide doggo in training. 13/10 would follow anywhere https://t.co/xo7FZFIAao\n",
      "RT @eddie_coe98: Thanks @dog_rates completed my laptop. 10/10 would buy again https://t.co/bO0rThDlXI\n",
      "Oh jeez u did me quite the spook little fella. We normally don't rate triceratops but this one seems suspiciously good. 11/10 would pet well https://t.co/BMtfCmNbnS\n",
      "This is Iggy. He was a rescue dog killed in the Stockholm attack. His memorial started with a collar and four bones. It's grown a bit. 14/10 https://t.co/E4a0R9my1M\n",
      "Meet Snoop. His number one passion is sticking his head out of car windows, so he purchased some doggles. Stylish af. 13/10 happy travels https://t.co/iHYfZdz444\n",
      "This is Kyle. He made a joke about your shoes, then stuck his tongue out at you. Uncalled for. Step the h*ck up Kyle. 11/10 would forgive https://t.co/hLQ2Ilg2uN\n",
      "This is Leo. He's a personal triathlon coach. Currently overseeing this athlete's push-pups. H*ckin brutal. 13/10 would do all he asks of me https://t.co/FXZQtBcnTO\n",
      "@markhoppus MARK THAT DOG HAS SEEN AND EXPERIENCED MANY THINGS. PROBABLY LOST OTHER EAR DOING SOMETHING HEROIC. 13/10 HUG THE DOG HOPPUS\n",
      "This is Riley. He's making new friends. Jubilant as h*ck for the fun times ahead. 11/10 for all pups pictured https://t.co/PCX25VV78l\n",
      "Say hello to Boomer. He's a sandy pupper. Having a h*ckin blast. 12/10 would pet passionately https://t.co/ecb3LvExde\n",
      "Seriously guys? Again? We only rate dogs. Please stop submitting other things like this super good hammerhead shark. Thank you... 12/10 https://t.co/TCMC90mSOT\n",
      "RT @dog_rates: This is Gidget. She's a spy pupper. Stealthy as h*ck. Must've slipped pup and got caught. 12/10 would forgive then pet https…\n",
      "This is Noosh. He noticed you were in the shower and thought you could use some company. 12/10 h*ckin loyal https://t.co/Uq3ChFgWA3\n",
      "At first I thought this was a dog because of the sign, but it is clearly Wilson from Home Improvement. Please only send in dogs... 11/10 https://t.co/jqPk1BZ6xu\n",
      "This is Kevin. Kevin doesn't give a single h*ck. Will sit in the fountain if he wants to. 13/10 churlish af https://t.co/r6GjO6MbZz\n",
      "Please stop sending in animals other than dogs. We only rate dogs. Not Furry Ecuadorian Sea Turtles. Thank you... 12/10 https://t.co/UOE79zb6VU\n",
      "Meet Odin. He's supposed to be giving directions but he'd rather look at u like that. Should probably buckle pup. 12/10 distracting as h*ck https://t.co/1pSqUbLQ5Z\n",
      "Jerry just apuppologized to me. He said there was no ill-intent to the slippage. I overreacted I admit. Pupgraded to an 11/10 would pet\n",
      "This is Jerry. He's doing a distinguished tongue slip. Slightly patronizing tbh. You think you're better than us, Jerry? 6/10 hold me back https://t.co/DkOBbwulw1\n",
      "RT @dog_rates: This is Charlie. He fell asleep on a heating vent. Would puppreciate your assistance. 11/10 someone help Charlie https://t.c…\n",
      "RT @basic_vacek_: I love my new mug easy 13/10 @dog_rates https://t.co/0bYtoL7Wwt\n",
      "This is Georgie. He's very shy. Only puppears when called. Aggressively average at fetch. Unique front paws. Looks slippery. 10/10 would pet https://t.co/rcDs5LkiSj\n",
      "This is Rontu. He is described as a pal, cuddle bug, protector and constant shadow. 12/10, but he needs your help\n",
      "\n",
      "https://t.co/zK4cpKPFfU https://t.co/7Xvoalr798\n",
      ".@breaannanicolee PUPDATE: Cannon has a heart on his nose. Pupgraded to a 13/10\n",
      "This is Cannon. He just heard something behind him. Fr*ckin frightened af. 12/10 don't look back just run https://t.co/WTPBWT6Ux1\n",
      "This is Furzey. He's doing an elevated sandy zoom. Adjusts ears to steer. 12/10 would pet mid flight https://t.co/zhbRIZQgnq\n",
      "Meet Daisy. She's been pup for adoption for months now but hasn't gotten any applications. 11/10 let's change that\n",
      "\n",
      "https://t.co/Jlb9L0m3J0 https://t.co/Eh7fGFuy6r\n",
      "Unbelievable... We. Only. Rate. Dogs. Please stop sending in other things like this Blossoming Flop Kangaroo. Thank you... 11/10 https://t.co/EeeErAbso0\n",
      "This is Tuck. As you can see, he's rather h*ckin rare. Taken seriously until his legs are seen. Tail stuck in a permanent zoom. 13/10 https://t.co/P7PBGqrKSe\n",
      "This is Barney. He's an elder doggo. Hitches a ride when he gets tired. Waves goodbye before he leaves. 13/10 please come back soon https://t.co/cFAasDXauK\n",
      "THIS WAS NOT HIS FAULT HE HAD NO IDEA. 11/10 STILL A VERY GOOD DOG https://t.co/GJ8rozumsy\n",
      "This is Vixen. He really likes bananas. Steals them when he thinks nobody's watching. 13/10 opportunistic af https://t.co/a0CkS5ExFR\n",
      "SHE DID AN ICY ZOOM AND KNEW WHEN TO PUT ON THE BRAKES 13/10 CANCEL THE GAME THIS IS ALL WE NEED https://t.co/4ctgpGcqAd\n",
      "Meet Jarvis. The snow pupsets him. Officially ready for summer. 12/10 would perform a chilly boop https://t.co/0hLkztpiOW\n",
      "We usually don't rate polar bears but this one seems extra good. Majestic as h*ck. 13/10 would hug for a while https://t.co/TLNexlqzXP\n",
      "C'mon guys. Please only send in dogs. We only rate dogs, not Exceptional-Tongued Peruvian Floor Bears. Thank you... 12/10 https://t.co/z30iQLiXNo\n",
      "RT @dog_rates: Here's a heartwarming scene of a single father raising his two pups. Downright awe-inspiring af. 12/10 for everyone https://…\n",
      "Say hello to Mimosa. She's an emotional support doggo who helps her owner with PTSD. 13/10, but she needs your help\n",
      "\n",
      "https://t.co/L6mLzrd7Mx https://t.co/jMutBFdw5o\n",
      "This is Pickles. She's a silly pupper. Thinks she's a dish. 12/10 would dry https://t.co/7mPCF4ZwEk\n",
      "RT @dog_rates: This is Bungalo. She uses that face to get what she wants. It works unbelievably well. 12/10 would never say no to https://t…\n",
      "PUPDATE: I'm proud to announce that Toby is 236 days sober. Pupgraded to a 13/10. We're all very proud of you, Toby https://t.co/a5OaJeRl9B\n",
      "This is Brady. He's a recovering alcoholic. Demonstrating incredible restraint here. 12/10 don't give pup, don't give in, Brady https://t.co/B1iBuSq3hr\n",
      "This is Luna. It's her first time outside and a bee stung her nose. Completely h*ckin uncalled for. 13/10 where's the bee I just wanna talk https://t.co/2RYiLGHuPN\n",
      "This is Charlie. He wants to know if you have a moment to talk about washing machine insurance policies. 11/10 would hear him out https://t.co/gAzPqT7uyk\n",
      "This is Margo. She just dug pup a massive hole. Can't wait for you to see it. H*ckin proud of herself. 12/10 would forgive then pet https://t.co/H38HB6rBTx\n",
      "HE WAS DOING A SNOOZE NO SHAME IN A SNOOZE 13/10 https://t.co/Gu5wHx3CBd\n",
      "Say hello to Sadie and Daisy. They do all their shopping together. Can never agree on what to get. Like an old married pupple. Both 12/10 https://t.co/f5C5l5wa0e\n",
      "This is Hank. He's been outside for 3 minutes and already made a friend. Way to go Hank. 11/10 for both https://t.co/wHUElL84RC\n",
      "This is Tycho. She just had new wheels installed. About to do a zoom. 0-60 in 2.4 seconds. 13/10 inspirational as h*ck https://t.co/DKwp2ByMsL\n",
      "RT @dog_rates: This is Stephan. He just wants to help. 13/10 such a good boy https://t.co/DkBYaCAg2d\n",
      "This is Charlie. He's wishing you a very fun and safe St. Pawtrick's Day. 13/10 festive af https://t.co/nFpNgCWWYs\n",
      "Meet Indie. She's not a fan of baths but she's definitely a fan of hide &amp; seek. 12/10 click the link to help Indie\n",
      "\n",
      "https://t.co/fvGkIuAlFK https://t.co/kiCFtmJd7l\n",
      "This is Winnie. She lost her body saving a children's hospital from an avalanche. 13/10 what a h*ckin hero https://t.co/Tf0rh9ZgZe\n",
      "Meet George. He looks slightly deflated but overall quite powerful. Not sure how that human restrained him. 12/10 would snug with permission https://t.co/o6E0hB3xZl\n",
      "This is Bentley. It's his first time going to the beach. I think he's a fan. 12/10 would build sand castles with https://t.co/iDK4OyQJoy\n",
      "RT @dog_rates: This is Ken. His cheeks are magic. 13/10 (IG: ken_shiba) https://t.co/btzf1zTDeQ\n",
      "This is Penny. She's a dragon slayer. Feared by most, if not all, dragons. Showing off her latest victim here. 12/10 would pet with caution https://t.co/qUOijSlPnj\n",
      "Here we have some incredible doggos for #K9VeteransDay. All brave as h*ck. Salute your dog in solidarity. 14/10 for all https://t.co/SVNMdFqKDL\n",
      "We don't rate penguins, but if we did, this one would get 12/10 https://t.co/cEORXhwZ5K\n",
      "This is Max. There's no way in h*ck you're taking his pacifier. Binky promises it's not happening. 13/10 very good stubborn boy https://t.co/9lVAqDEvZ5\n",
      "This is Dawn. She's just checking pup on you. Making sure you're doing okay. 12/10 she's here if you need her https://t.co/XKJrmO4fAQ\n",
      "RT @dog_rates: Say hello to Maddie and Gunner. They are considerably pupset about bath time. Both 12/10 but Gunner needs your help\n",
      "\n",
      "https:/…\n",
      "RT @dog_rates: This is Pipsy. He is a fluffball. Enjoys traveling the sea &amp; getting tangled in leash. 12/10 I would kill for Pipsy https://…\n",
      "@0_kelvin_0 &gt;10/10 is reserved for puppos sorry Kevin\n",
      "I didn't even have to intervene. Took him 4 minutes to realize his error. 10/10 for Kevin https://t.co/2gclc1MNr7\n",
      "Say hello to Maddie and Gunner. They are considerably pupset about bath time. Both 12/10 but Gunner needs your help\n",
      "\n",
      "https://t.co/JesYTzb1Jo https://t.co/5cncH08G1o\n",
      "You have been visited by the magical sugar jar puggo. He has granted you three boops. 13/10 would use immediately https://t.co/76iL7JUQdG\n",
      "This is Monty. He makes instantly regrettable decisions. Couldn't help himself. It looked like a ghost lollipop. 12/10 mistake happen https://t.co/8Wsr6b4RjE\n",
      "Meet Sojourner. His nose is a Fibonacci Spiral. Legendary af. 13/10 we must protect him at all costs https://t.co/r7W1NbkOtr\n",
      "Meet Winston. He knows he's a little too big for the swing, but he doesn't care. Kindly requests a push. 12/10 would happily oblige https://t.co/GuxEXTdnMu\n",
      "RT @alexmartindawg: THE DRINK IS DR. PUPPER 10/10 good pun @matt___nelson @GoodDogsGame https://t.co/act3duiqbL\n",
      "This is Odie. He's big. 13/10 would attempt to ride https://t.co/JEXB9RwBmm\n",
      "SHE MISPLACED HER HOOMAN 13/10 MISTAKES HAPPEN https://t.co/ngAxYLVYHP\n",
      "This is Arlo. He's officially the king of snowy tongue slips. 13/10 would comfort during inevitable brain freeze https://t.co/oXVu9pNZZv\n",
      "RT @KibaDva: I collected all the good dogs!! 15/10 @dog_rates #GoodDogs https://t.co/6UCGFczlOI\n",
      "RT @dog_rates: This is Riley. His owner put a donut pillow around him and he loves it so much he won't let anyone take it off. 13/10 https:…\n",
      "This is Walter. His owner has been watching all the Iditarod coverage and is convinced Walter can be a sled dog. 13/10 Walter isn't so sure https://t.co/0av1PEehFI\n",
      "This is Stanley. Somehow he heard you tell him he's a good boy from all the way up there. 13/10 I love you Stanley https://t.co/51FXNuouHI\n",
      "RT @dog_rates: Meet Sunny. He can take down a polar bear in one fell swoop. Fr*cken deadly af. 13/10 would pet with caution https://t.co/EM…\n",
      "@markhoppus 182/10\n",
      "@bragg6of8 @Andy_Pace_ we are still looking for the first 15/10\n",
      "This is Daisy. She's puppears to be rare as all h*ck. Only seven like her currently domesticated. 13/10 pettable af https://t.co/meUc8jufAO\n",
      "Here's a pupper before and after being asked \"who's a good girl?\" Unsure as h*ck. 12/10 hint hint it's you https://t.co/ORiK6jlgdH\n",
      "This is Waffles. He's a ship captain in real life and in @GoodDogsGame. Must've gotten to the max level (wink) 13/10 would sail with https://t.co/Z3LAaV2pKz\n",
      "This is Vincent. He's suave as h*ck. Will be your copilot this evening. Claims he doesn't need to look at the directions. 12/10 https://t.co/u51tzXSVi3\n",
      "This is Lucy. She has a portrait of herself on her ear. Excellent for identification pupposes. 13/10 innovative af https://t.co/uNmxbL2lns\n",
      "This is Clark. He passed pupper training today. Round of appaws for Clark. 13/10 https://t.co/7pUjwe8X6B\n",
      "RT @KennyFromDaBlok: 14/10 h*ckin good hats. will wear daily @dog_rates https://t.co/rHLoU5gS30\n",
      "This is Mookie. He really enjoys shopping but not from such high altitudes. Doin him quite the concern. 12/10 someone lower him https://t.co/beWUzGVKRM\n",
      "This is Meera. She just heard about taxes and how much a doghouse in a nice area costs. Not pupared to be a  doggo anymore. 12/10 https://t.co/GZmNEdyoJY\n",
      "Say hello to Oliver. He's pretty exotic. Fairly pupset as well. Too many midterms coming pup. 11/10 would pet with extreme caution https://t.co/fGAPAsxjKs\n",
      "RT @SchafeBacon2016: @dog_rates Slightly disturbed by the outright profanity, but confident doggos were involved. 11/10, would tailgate aga…\n",
      "RT @dog_rates: This is Buddy. He ran into a glass door once. Now he's h*ckin skeptical. 13/10 empowering af (vid by Brittany Gaunt) https:/…\n",
      "This is Ava. She just blasted off. Streamline af. Aerodynamic as h*ck. One small step for pupper, one giant leap for pupkind. 12/10 https://t.co/W4KffrdX3Q\n",
      "This is Lucy. She spent all morning overseeing the shoveling of the driveway. H*ckin hard work. 13/10 very good girl Lucy https://t.co/gA2GECjiQD\n",
      "Atlas is back and this time he's prettier than the sunset. Seems to be aware of it too. 13/10 would give modeling contract https://t.co/uRdKlFArQE\n",
      "RT @dog_rates: This is Rory. He's got an interview in a few minutes. Looking spiffy af. Nervous as h*ck tho. 12/10 would hire https://t.co/…\n",
      "This is Eli. He works backstage at Bone Jovi concerts. Heavy duty earmuffs for puptection. H*ckin safe boy. 11/10 https://t.co/cVQEnUQd8q\n",
      "RT @dog_rates: Meet Lola. Her hobbies include being precious af and using her foot as a toothbrush. 12/10 Lola requests your help\n",
      "\n",
      "https://…\n",
      "RT @dog_rates: So this just changed my life. 13/10 please enjoy  https://t.co/dsv4xAtfv7\n",
      "Meet Ash. He's a Benebop Cumberplop. Quite rare. Fairly portable. Lil sandy tho. Clearly knows something you don't. 12/10 would hug softly https://t.co/1U0z6r5LSO\n",
      "Meet Lola. Her hobbies include being precious af and using her foot as a toothbrush. 12/10 Lola requests your help\n",
      "\n",
      "https://t.co/FYFyHh7rir https://t.co/IiB7ggduoU\n",
      "@jonnysun @Lin_Manuel ok jomny I know you're excited but 960/00 isn't a valid rating, 13/10 is tho\n",
      "We only rate dogs. Please don't send in any non-canines like this Floppy Tongued House Panda. Thank you... 12/10 would still pet https://t.co/8fX2VkExnL\n",
      "When you're so blinded by your systematic plagiarism that you forget what day it is. 0/10 https://t.co/YbEJPkg4Ag\n",
      "This is Tucker. He decided it was time to part ways with his favorite ball. We captured the emotional farewell on camera. 12/10 https://t.co/jTe7Y6P0HK\n",
      "This is Tobi. She is properly fetching her shot. H*ckin nifty af bandana. 13/10 would send fully armed battalion to remind her of my love https://t.co/3FIqvumEXE\n",
      "Here's a doggo fully pupared for a shower. H*ckin exquisite balance. Sneaky tongue slip too. 13/10 https://t.co/UtEVnQ1ZPg\n",
      "RT @dog_rates: This is Leo. He was a skater pup. She said see ya later pup. He wasn't good enough for her. 12/10 you're good enough for me…\n",
      "Meet Chester (bottom) &amp; Harold (top). They are different dogs not only in appearance, but in personality as well. Both 12/10 symbiotic af https://t.co/8ZOZS2FSJe\n",
      "This is Wilson. He's aware that he has something on his face. Waiting for you to get it for him. 12/10 https://t.co/FaeinVjzTZ\n",
      "This is Sunshine. She doesn't believe in personal space. Eyes pretty far apart for a dog. Has horns (whoa). 11/10 would pet with wonder https://t.co/o3bhLguymB\n",
      "DOGGO ON THE LOOSE I REPEAT DOGGO ON THE LOOSE 10/10 https://t.co/ffIH2WxwF0\n",
      "This is Lipton. He's a West Romanian Snuggle Pup. Only a few left of his kind. 12/10 would boop https://t.co/5KmXPIGgAG\n",
      "This is Bentley. Hairbrushes are his favorite thing in the h*ckin world. 12/10 impawsible to say no to https://t.co/HDloTYilWZ\n",
      "Meet Charlie. She asked u to change the channel to Animal Planet at least 6 times. Now taking matters into her own paws. 13/10 assertive af https://t.co/WTzhtfevKY\n",
      "RT @rolltidered: This is Gabby. Now requests to be referred to as a guide dog, thanks to @dog_rates and @ShopWeRateDogs. 12/10 in my book.…\n",
      "This is Bronte. She's fairly h*ckin aerodynamic. Also patiently waiting for mom to make her a main character. 13/10 would be an honor to pet https://t.co/w1MQWO2PET\n",
      "This is Poppy. She just arrived. 13/10 would snug passionately https://t.co/YGeSpyN8Gu\n",
      "This is Gidget. She's a spy pupper. Stealthy as h*ck. Must've slipped pup and got caught. 12/10 would forgive then pet https://t.co/zD97KYFaFa\n",
      "This is Rhino. He arrived at a shelter with an elaborate doggo manual for his new family, written by someone who will always love him. 13/10 https://t.co/QX1h0oqMz0\n",
      "RT @EmilieGambril: 12/10 h*cking excited about my new shirt! @dog_rates https://t.co/zFEfMTaHqU\n",
      "This is Willow. She's the official strawberry taste tester. Palate delicate af. Currently noting the subtle piquancy of this one. 13/10 https://t.co/On7muWnWSQ\n",
      "Prosperous good boy 13/10 socioeconomic af https://t.co/8YlD5lxPbQ\n",
      "There's going to be a dog terminal at JFK Airport. This is not a drill. 10/10  \n",
      "https://t.co/dp5h9bCwU7\n",
      "This is Orion. He just got back from the dentist. Cavity free af. 12/10 would give extra pats https://t.co/Y4DZx2UWsr\n",
      "This is Eevee. She wants to see how you're doing. Just checkin pup on you. She hopes you're doing okay. 12/10 extremely good girl https://t.co/nqAJGCHKEt\n",
      "This is Charlie. He fell asleep on a heating vent. Would puppreciate your assistance. 11/10 someone help Charlie https://t.co/Dhdx5HnQ4d\n",
      "Say hello to Smiley. He's a blind therapy doggo having a h*ckin blast high steppin around in the snow. 14/10 would follow anywhere https://t.co/SHAb1wHjMz\n",
      "RT @dog_rates: 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/yBO5wu…\n",
      "RT @dog_rates: This is Moreton. He's the Good Boy Who Lived. 13/10 magical as h*ck https://t.co/rLHGx3VAF3\n",
      "@docmisterio account started on 11/15/15\n",
      "RT @dog_rates: This is Klein. These pics were taken a month apart. He knows he's a stud now. 12/10 total heartthrob https://t.co/guDkLrX8zV\n",
      "This is Miguel. He was the only remaining doggo at the adoption center after the weekend. Let's change that. 12/10\n",
      "\n",
      "https://t.co/P0bO8mCQwN https://t.co/SU4K34NT4M\n",
      "This is Emanuel. He's a h*ckin rare doggo. Dwells in a semi-urban environment. Round features make him extra collectible. 12/10 would so pet https://t.co/k9bzgyVdUT\n",
      "@UNC can confirm 12/10\n",
      "Meet Kuyu. He was trapped in a well for 10 days. Rescued yesterday using a device designed by a local robotics team. 14/10 for all involved https://t.co/l38R6IZNNg\n",
      "This is Daisy. She has a heart on her butt. 13/10 topical af https://t.co/u6p4LxzHKg\n",
      "I usually only share these on Friday's, but this is Blue. He's a very smoochable pooch who needs your help. 13/10\n",
      "\n",
      "https://t.co/piiX0ke8Z6 https://t.co/1UHrKcaCiO\n",
      "This is Dutch. He dressed up as his favorite emoji for Valentine's Day. I've got heart eyes for his heart eyes. 13/10 https://t.co/BCbmFYLrse\n",
      "This is Pete. He has no eyes. Needs a guide doggo. Also appears to be considerably fluffy af. 12/10 would hug softly https://t.co/Xc0gyovCtK\n",
      "I couldn't make it to the #WKCDogShow BUT I have people there on the ground relaying me the finest pupper pics possible. 13/10 for all https://t.co/jd6lYhfdH4\n",
      "This is Scooter and his son Montoya.  Scooter is a wonderful father. He takes very good care of Montoya. Both 12/10 would pet at same time https://t.co/ghqMfxxa4V\n",
      "This is Tucker. He's feeling h*ckin festive and his owners don't have the heart to tell him Christmas is over. 12/10 https://t.co/zqR5XKMpuY\n",
      "Say hello to Reggie. He hates puns. 12/10 lighten pup Reggie https://t.co/X4vNEzAod5\n",
      "This is Lilly. She just parallel barked. Kindly requests a reward now. 13/10 would pet so well https://t.co/SATN4If5H5\n",
      "RT @dog_rates: This is Kyro. He's a Stratocumulus Flop. Tongue ejects at random. Serious h*ckin condition. Still 12/10 would pet passionate…\n",
      "Meet Samson. He's absolute fluffy perfection. Easily 13/10, but he needs your help. Click the link to find out more\n",
      "\n",
      "https://t.co/z82hCtwhpn https://t.co/KoWrMkbMbW\n",
      "RT @dog_rates: This is Loki. He smiles like Elvis. Ain't nothin but a hound doggo. 12/10 https://t.co/QV5nx6otZR\n",
      "This is Mia. She already knows she's a good dog. You don't have to tell her. 12/10 would probably tell her anyway https://t.co/xeudgDXmTU\n",
      "This is Leo. He was a skater pup. She said see ya later pup. He wasn't good enough for her. 12/10 you're good enough for me Leo https://t.co/Xw9JbJHTul\n",
      "Here's a stressed doggo. Had a long day. Many things on her mind. The hat communicates these feelings exquisitely. 11/10 https://t.co/fmRS43mWQB\n",
      "This is Astrid. She's a guide doggo in training. 13/10 would follow anywhere https://t.co/xo7FZFIAao\n",
      "This is Malcolm. He goes from sneaky tongue slip to flirt wink city in a matter of seconds. 12/10 would hug softly https://t.co/rHwfySggqR\n",
      "This is Dexter. He was reunited with his mom yesterday after she was stuck in Iran during the travel Bannon. 13/10 welcome home https://t.co/U50RlRw4is\n",
      "RT @dog_rates: This is Gus. He likes to be close to you, which is good because you want to be close to Gus. 12/10 would boop then pet https…\n",
      "This is Alfie. He's your Lyft for tonight. Kindly requests you buckle pup and remain reasonably calm during the ride. 13/10 he must focus https://t.co/AqPTHYUBFz\n",
      "This is Fiona. She's an exotic dog. Seems rather impatient. Jaw extension on another level tho. Looks slippery. 10/10 would still pet https://t.co/vst2SEVJO3\n",
      "Occasionally, we're sent fantastic stories. This is one of them. 14/10 for Grace https://t.co/bZ4axuH6OK\n",
      "This is Mutt Ryan. He's quite confident at the moment. 12/10 rise pup! https://t.co/ZH5CvRlCxt\n",
      "This is Bear. He went outside to play in the snow. Needed a break from the game. Feeling a tad better now. 12/10  deep breaths Bear https://t.co/7WFLKli2T3\n",
      "Meet Doobert. He's a deaf doggo. Didn't stop him on the field tho. Absolute legend today. 14/10 would pat head approvingly https://t.co/iCk7zstRA9\n",
      "This is Beebop. Her name means \"Good Dog\" in robot. She also was a star on the field today. 13/10 would pet well https://t.co/HKBVZqXFNR\n",
      "This is Alexander Hamilpup. He was one of the many stars in this year's Puppy Bowl. He just hopes both teams had fun. 12/10 https://t.co/JcTuUcyYNS\n",
      "Beebop and Doobert should start a band 12/10 would listen\n",
      "This is Sailer. He waits on the roof for his owners to come home. Nobody knows how he gets up there. H*ckin loyal af. 13/10 https://t.co/O37z4jaMG9\n",
      "Say hello to Brutus and Jersey. They think they're the same size. Best furiends furever. Both 11/10 would pet simultaneously https://t.co/rkhCFfDtxB\n",
      "This is Kona. Yesterday she stopped by the department to see what it takes to be a police pupper. 12/10 vest was only a smidge too big https://t.co/j8D3PQJvpJ\n",
      "This is Boots. She doesn't know what to do with treats so she just holds them. Very good girl. 12/10 would give more treats https://t.co/eAA8lratd3\n",
      "Meet Tucker. It's his birthday. He's pupset with you because you're too busy playing @GoodDogsGame to celebrate. 13/10 would put down phone https://t.co/vrppizPGdb\n",
      "This is Ralphie. He's being treated for an overactive funny bone, which is no joke. 12/10 would try to pet with a straight face https://t.co/UU3KqQF5n5\n",
      "RT @dog_rates: This is Phil. He's an important dog. Can control the seasons. Magical as hell. 12/10 would let him sign my forehead https://…\n",
      "This is Charlie. He wins every game of chess he plays. Won't let opponent pet him until they forfeit. 13/10 you win again Charlie https://t.co/UkyQibIBzZ\n",
      "This is Loki. He smiles like Elvis. Ain't nothin but a hound doggo. 12/10 https://t.co/QV5nx6otZR\n",
      "This is Cupid. He was found in the trash. Now he's well on his way to prosthetic front legs and a long happy doggo life. 13/10 heroic af https://t.co/WS0Gha8vRh\n",
      "RT @dog_rates: Please only send in dogs. We only rate dogs, not seemingly heartbroken ewoks. Thank you... still 10/10 would console https:/…\n",
      "I was going to do 007/10, but the joke wasn't worth the &lt;10 rating\n",
      "This is Pawnd... James Pawnd. He's suave af. 13/10 would trust with my life https://t.co/YprN62Z74I\n",
      "This is Pilot. He has mastered the synchronized head tilt and sneaky tongue slip. Usually not unlocked until later doggo days. 12/10 https://t.co/YIV8sw8xkh\n",
      "We only rate dogs. Please don't send in any more non-dogs like this Wild Albanian Street Moose. Thank you... 11/10 https://t.co/srXL2s868C\n",
      "Here's a little more info on Dew, your favorite roaming doggo that went h*ckin viral. 13/10 \n",
      "https://t.co/1httNYrCeW https://t.co/KvaM8j3jhX\n",
      "This is Ike. He's demonstrating the pupmost restraint. 13/10 super good boy https://t.co/6gHoGah9nm\n",
      "This is Mo. No one will push him around in the grocery cart. He's quite pupset about it. 11/10 I volunteer https://t.co/feNwTq12S5\n",
      "This is Toby. He just found out you only pretend to throw the ball sometimes. H*ckin puppalled. 12/10 would console https://t.co/YimNdkZrhM\n",
      "Here's a very loving and accepting puppo. Appears to have read her Constitution well. 14/10 would pat head approvingly https://t.co/6ao80wIpV1\n",
      "This is Sweet Pea. She hides in shoe boxes and waits for someone to pick her. Then she surpuprises them. 13/10 https://t.co/AyBEmx56MD\n",
      "RT @dog_rates: Say hello to Pablo. He's one gorgeous puppo. A true 12/10. Click the link to see why Pablo requests your assistance\n",
      "\n",
      "https:/…\n",
      "Say hello to Pablo. He's one gorgeous puppo. A true 12/10. Click the link to see why Pablo requests your assistance\n",
      "\n",
      "https://t.co/koHvVQp9bL https://t.co/IhW0JKf7kc\n",
      "RT @dog_rates: This is Bailey. She loves going down slides but is very bad at it. Still 11/10 https://t.co/ivPWhspN3E\n",
      "This is Scooter. His lack of opposable thumbs is rendering his resistance to tickling embarrassingly moot. 12/10 would keep tickling https://t.co/F0VWg2GztI\n",
      "This is Wilson. Named after the volleyball. He tongue wrestled a bee and lost. 13/10 valiant effort tho https://t.co/A5Mx4h1FSM\n",
      "Retweet the h*ck out of this 13/10 pupper #BellLetsTalk https://t.co/wBmc7OaGvS\n",
      "This is Nala. She got in trouble. One h*ck of a pupnishment. Still 11/10 would pet https://t.co/EmJbG0skLt\n",
      "\"I wish we were dogs\" 14/10 for @BadlandsNPS https://t.co/50qq2DItPW\n",
      "This is Cash. He's officially given pup on today. 12/10 frighteningly relatable https://t.co/m0hrATIEyw\n",
      "RT @dog_rates: This is Balto. He's very content. Legendary tongue slippage. 12/10 would pet forever https://t.co/T7Jr4Gw4sC\n",
      "This is Winston. The goggles make him a superhero. Protects the entire city from criminals unless they rub his belly really well. 12/10 https://t.co/yCydYURYEL\n",
      "This is Crawford. He's quite h*ckin good at the selfies. Nose is incredibly boopable. 11/10 would snapchat https://t.co/6F5Rrp472U\n",
      "@HistoryInPics 13/10\n",
      "This is Wyatt. He's got the fastest paws in the West. H*ckin deadly. 11/10 would ride into the sunset with https://t.co/stkJ377KK7\n",
      "RT @dog_rates: We only rate dogs. Please don't send pics of men capturing low level clouds. Thank you... 11/10 https://t.co/rLi83ZyCL5\n",
      "This is Albus. He's soaked as h*ck. Seems to have misplaced an ear as well. Still in good spirits tho. 12/10 would dry https://t.co/yUM8jYStuG\n",
      "Here's a super supportive puppo participating in the Toronto  #WomensMarch today. 13/10 https://t.co/nTz3FtorBc\n",
      "This is Hobbes. He was told he was going to the park. Ended up at the vet. H*ckin bamboozled. Quite pupset with you. 12/10 https://t.co/SSQE06XClS\n",
      "RT @dog_rates: This is Paisley. She really wanted to be president this time. Dreams officially crushed. 13/10 https://t.co/liJGwMp17E\n",
      "Please stop sending in non-canines like this Very Pettable Dozing Bath Tortoise. We only rate dogs. Only send dogs... 12/10 https://t.co/mcagPeENIh\n",
      "This is Paisley. She really wanted to be president this time. Dreams officially crushed. 13/10 https://t.co/liJGwMp17E\n",
      "This is Gabe. He was the unequivocal embodiment of a dream meme, but also one h*ck of a pupper. You will be missed by so many. 14/10 RIP https://t.co/M3hZGadUuO\n",
      "We only rate dogs. Please don't send pics of men capturing low level clouds. Thank you... 11/10 https://t.co/rLi83ZyCL5\n",
      "RT @dog_rates: This is Mattie. She's extremely dangerous. Will bite your h*ckin finger right off. Still 11/10 would pet with caution https:…\n",
      "This is Jimison. He was just called a good boy. 13/10 https://t.co/djMep7mGkV\n",
      "RT @dog_rates: Meet Hercules. He can have whatever he wants for the rest of eternity. 12/10 would snug passionately https://t.co/mH0IOyFdIG\n",
      "This is Duchess. She uses dark doggo forces to levitate her toys. 13/10 magical af https://t.co/maDNMETA52\n",
      "This is Harlso. He has a really good idea but isn't sure you're going to like it. 13/10 he'll just keep it to himself https://t.co/IzcaR3Nqyn\n",
      "RT @dog_rates: This is Sampson. He just graduated. Ready to be a doggo now. Time for the real world. 12/10 have fun with taxes https://t.co…\n",
      "This is Sundance. He's a doggo drummer. Even sings a bit on the side. 14/10 entertained af (vid by @sweetsundance) https://t.co/Xn5AQtiqzG\n",
      "@imgur for a polar bear tho I'd say 13/10 is appropriate\n",
      "This is Luca. He got caught howling. H*ckin embarrassed. 12/10 https://t.co/r8DxA8DYJ2\n",
      "Here's a doggo who looks like he's about to give you a list of mythical ingredients to go collect for his potion. 11/10 would obey https://t.co/8SiwKDlRcl\n",
      "This is Flash. He went way too hard celebrating Martin Luther King Day last night. 12/10 now he's having a dream in his honor https://t.co/bryVdNaRcu\n",
      "RT @dog_rates: This is Finn. He's wondering if you come here often. Fr*ckin flirtatious af. 12/10 would give number to https://t.co/ii5eNX5…\n",
      "Meet Sunny. He can take down a polar bear in one fell swoop. Fr*cken deadly af. 13/10 would pet with caution https://t.co/EMq8Ud6Ze1\n",
      "The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd\n",
      "RT @dog_rates: We are proud to support @LoveYourMelon on their mission to put a hat on every kid battling cancer. They are 14/10\n",
      "\n",
      "https://t…\n",
      "RT @dog_rates: This is Peaches. She's the ultimate selfie sidekick. Super sneaky tongue slip appreciated. 13/10 https://t.co/pbKOesr8Tg\n",
      "We are proud to support @LoveYourMelon on their mission to put a hat on every kid battling cancer. They are 14/10\n",
      "\n",
      "https://t.co/XQlmPTLHPl https://t.co/ZNIkkHgtYE\n",
      "I've never wanted to go to a camp more in my entire life. 12/10 for all on board https://t.co/wJZlpGFEbD\n",
      "RT @dog_rates: This is Oliver. He has dreams of being a service puppo so he can help his owner. 13/10 selfless af\n",
      "\n",
      "make it happen:\n",
      "https://…\n",
      "This is Oliver. He has dreams of being a service puppo so he can help his owner. 13/10 selfless af\n",
      "\n",
      "make it happen:\n",
      "https://t.co/f5WMsx0a9K https://t.co/6lJz0DKZIb\n",
      "Here we have a doggo who has messed up. He was hoping you wouldn't notice. 11/10 someone help him https://t.co/XdRNXNYD4E\n",
      "This is Howie. He just bloomed. 11/10 revolutionary af https://t.co/m5fYxrO3IU\n",
      "This is Jazzy. She just found out that sandwich wasn't for her. Shocked and puppalled. 13/10 deep breaths Jazzy https://t.co/52cItP0vIO\n",
      "Say hello to Anna and Elsa. They fall asleep in similar positions. It's pretty wild. Both 12/10 would snug simultaneously https://t.co/8rUL99bX4W\n",
      "Some happy pupper news to share. 10/10 for everyone involved \n",
      "https://t.co/MefMAZX2uv\n",
      "This is Finn. He's wondering if you come here often. Fr*ckin flirtatious af. 12/10 would give number to https://t.co/ii5eNX5LJT\n",
      "RT @dog_rates: This is Bo. He was a very good First Doggo. 14/10 would be an absolute honor to pet https://t.co/AdPKrI8BZ1\n",
      "RT @dog_rates: This is Sunny. She was also a very good First Doggo. 14/10 would also be an absolute honor to pet https://t.co/YOC1fHFCSb\n",
      "This is Sunny. She was also a very good First Doggo. 14/10 would also be an absolute honor to pet https://t.co/YOC1fHFCSb\n",
      "This is Bo. He was a very good First Doggo. 14/10 would be an absolute honor to pet https://t.co/AdPKrI8BZ1\n",
      "RT @dog_rates: This is Seamus. He's very bad at entering pools. Still a very good boy tho 11/10 https://t.co/hfi264QwYM\n",
      "Meet Wafer. He represents every fiber of my being. 13/10 very good dog https://t.co/I7bkhxBxUG\n",
      "This is Bear. He's a passionate believer of the outdoors. Leaves excite him. 12/10 would hug softly https://t.co/FOF0hBDxP8\n",
      "RT @dog_rates: This is Chelsea. She forgot how to dog. 11/10 get it together pupper https://t.co/nBJ5RE4yHb\n",
      "This is Tom. He's a silly dog. Known for his unconventional swing style. One h*ck of a sneaky tongue slip too. 11/10 would push https://t.co/6fSVcn9HAU\n",
      "RT @dog_rates: Meet Moose. He doesn't want his friend to go back to college. 13/10 looks like you're staying home John https://t.co/LIhmM7i…\n",
      "This is Florence. He saw the same snap you sent him on your story. Pretty pupset with you. 12/10 https://t.co/rnkvT2kvib\n",
      "This is Autumn. Her favorite toy is a cheeseburger. She takes it everywhere. 11/10 https://t.co/JlPug12E5Z\n",
      "Looks like he went cross-eyed trying way too hard to use the force. 12/10 \n",
      "https://t.co/bbuKxk0fM8\n",
      "This is Buddy. He ran into a glass door once. Now he's h*ckin skeptical. 13/10 empowering af (vid by Brittany Gaunt) https://t.co/q2BgNIi3OA\n",
      "This is Dido. She's playing the lead role in \"Pupper Stops to Catch Snow Before Resuming Shadow Box with Dried Apple.\" 13/10 (IG: didodoggo) https://t.co/m7isZrOBX7\n",
      "Say hello to Eugene &amp; Patti Melt. No matter how dysfunctional they get, they will never top their owners. Both 12/10 would pet at same time https://t.co/jQUdvtdYMu\n",
      "RT @dog_rates: Meet Herschel. He's slightly bigger than ur average pupper. Looks lonely. Could probably ride 7/10 would totally pet https:/…\n",
      "This is Ken. His cheeks are magic. 13/10 (IG: ken_shiba) https://t.co/btzf1zTDeQ\n",
      "Meet Strudel. He's rather h*ckin pupset that your clothes clash. 11/10 click the link to see how u can help Strudel\n",
      "\n",
      "https://t.co/3uxgLz8d0l https://t.co/O0ECL1StB2\n",
      "RT @dog_rates: Here's a pupper with squeaky hiccups. Please enjoy. 13/10 https://t.co/MiMKtsLN6k\n",
      "This is Tebow. He kindly requests that you put down the coffee and play with him. 13/10 such a good boy https://t.co/56uBP28eqw\n",
      "Name a more iconic quartet... I'll wait. 13/10 for all https://t.co/kCLgD8687T\n",
      "This is Chloe. She fell asleep at the wheel. Absolute menace on the roadways. Sneaky tongue slip tho. 11/10 https://t.co/r6SLVN2VUH\n",
      "RT @dog_rates: This is Betty. She's assisting with the dishes. Such a good puppo. 12/10 h*ckin helpful af https://t.co/dgvTPZ9tgI\n",
      "This is Timber. He misses Christmas. Specifically the presents part. 12/10 cheer pup Timber https://t.co/dVVavqpeF9\n",
      "This is Binky. She appears to be rather h*ckin cozy. Nifty leg cross as well. 12/10 would snug well https://t.co/WFt82XLyEF\n",
      "Meet Moose. He doesn't want his friend to go back to college. 13/10 looks like you're staying home John https://t.co/LIhmM7i70k\n",
      "This is Dudley. He found a flower and now he's a queen. 11/10 would be an honor to pet https://t.co/nuJxtmlLcY\n",
      "This is Comet. He's a Wild Estonian Poofer. Surprised they caught him. 12/10 would pet well https://t.co/tlfuZ25IMi\n",
      "RT @dog_rates: Meet Jack. He's one of the rare doggos that doesn't mind baths. 11/10 click the link to see how you can help Jack!\n",
      "\n",
      "https://…\n",
      "RT @dog_rates: This is Larry. He has no self control. Tongue still nifty af tho 11/10 https://t.co/ghyT4Ubk1r\n",
      "Meet Jack. He's one of the rare doggos that doesn't mind baths. 11/10 click the link to see how you can help Jack!\n",
      "\n",
      "https://t.co/r4W111FzAq https://t.co/fQpYuMKG3p\n",
      "Here's a pupper with squeaky hiccups. Please enjoy. 13/10 https://t.co/MiMKtsLN6k\n",
      "RT @dog_rates: Say hello to Levi. He's a Madagascan Butterbop. One of the more docile Butterbops I've seen. 12/10 would give all the pets h…\n",
      "This is Akumi. It's his birthday. He received many lickable gifts. 11/10 happy h*ckin birthday https://t.co/gd9UlLOCQ0\n",
      "This is Titan. His nose is quite chilly. Requests to return to the indoors. 12/10 would boop to warm https://t.co/bLZuOh9sKy\n",
      "Happy New Year from the squad! 13/10 for all https://t.co/9njRxyUd5L\n",
      "This is Cooper. Someone attacked him with a sharpie. Poor pupper. 11/10 nifty tongue slip tho https://t.co/01vpuRDXQ8\n",
      "This is Olivia. She's a passionate advocate of candid selfies. 12/10 would boop shnoop https://t.co/0LdNjoiNbv\n",
      "RT @dog_rates: Meet Beau &amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https:/…\n",
      "This is Alf. Someone just rubbed a balloon on his head. He's only a little pupset about it. 12/10 would pet well https://t.co/IOdgfnSE9G\n",
      "This is Oshie. He's ready to party. Bought that case himself. 12/10 someone tell Oshie it's Wednesday morning https://t.co/YIJo7X7K9J\n",
      "RT @dog_rates: This is Bruce. He never backs down from a challenge. 11/10 you got this Bruce https://t.co/aI7umZHIq7\n",
      "This is Chubbs. He dug a hole and now he's stuck in it. Dang h*ckin doggo. 11/10 would assist https://t.co/z1VRj1cYZf\n",
      "Meet Gary, Carrie Fisher's dog. Idk what I can say about Gary that reflects the inspirational awesomeness that was Carrie Fisher. 14/10 RIP https://t.co/uBnQTNEeGg\n",
      "This is Sky. She's learning how to roll her R's. 12/10 cultured af https://t.co/OuaVvVkwJ1\n",
      "Here is Atlas. He went all out this year. 13/10 downright magical af https://t.co/DVYIZOnO81\n",
      "Here's a doggo who has concluded that Christmas is entirely too bright. Requests you tone it down a notch. 11/10 https://t.co/cD967DjnIn\n",
      "We only rate dogs. Please don't send in other things like this very good Christmas tree. Thank you... 13/10 https://t.co/rvSANEsQZJ\n",
      "This is Eleanor. She winks like she knows many things that you don't. 12/10 https://t.co/bxGwkJa2kE\n",
      "This is Layla. It is her first Christmas. She got to be one of the presents. 12/10 I wish my presents would bark https://t.co/hwhCbhCjnV\n",
      "Everybody stop what you're doing and look at this dog with her tiny Santa hat. 13/10 https://t.co/KK4XQK9SPi\n",
      "I've been informed by multiple sources that this is actually a dog elf who's tired from helping Santa all night. Pupgraded to 12/10\n",
      "Here's an anonymous doggo that appears to be very done with Christmas. 11/10 cheer up pup https://t.co/BzITyGw3JA\n",
      "Meet Toby. He's pupset because his hat isn't big enough. Christmas is ruined. 12/10 it'll be ok Toby https://t.co/zfdaGZlweq\n",
      "This is Rocky. He got triple-doggo-dared. Stuck af. 11/10 someone help him https://t.co/soNL00XWVu\n",
      "This is Baron. He's officially festive as h*ck. Thinks it's just a fancy scarf. 11/10 would pat head approvingly https://t.co/PjulYEXTvg\n",
      "This is Tyr. He is disgusted by holiday traffic. Just trying to get to Christmas brunch on time. 12/10 hurry up pup https://t.co/syuTXARdtN\n",
      "This is Bauer. He had nothing to do with the cookies that disappeared. 13/10 very good boy https://t.co/AIMF8ouzvl\n",
      "This is Swagger. He's the Cleveland Browns ambassador. Hype as h*ck after that first win today. 10/10 https://t.co/lXFM1l22bG\n",
      "RT @dog_rates: Meet Sammy. At first I was like \"that's a snowflake. we only rate dogs,\" but he would've melted by now, so 10/10 https://t.c…\n",
      "This is Brandi and Harley. They are practicing their caroling for later. Both 12/10 festive af https://t.co/AbBDuGZUpp\n",
      "I'm happy to inform you all that Jake is in excellent hands. 13/10 for him and his new family \n",
      "https://t.co/LRCTJpnCnS https://t.co/wZz7fI6XO1\n",
      "This is Mary. She's desperately trying to recreate her Coachella experience.   12/10 downright h*ckin adorable https://t.co/BAJrfPvtux\n",
      "This is Moe. He's a fetty woof. Got a cardboard cutout of himself for Christmas. 13/10 inspirational af https://t.co/gCnAeL2mvT\n",
      "Say hello to Ted. He accidentally opened the front facing camera. 11/10 h*ckin unpupared https://t.co/sIB5C6FDop\n",
      "This is Halo. She likes watermelon. 13/10 https://t.co/TZkiQZqwA6\n",
      "PUPDATE: I've been informed that Augie was actually bringing his family these flowers when he tripped. Very good boy. Pupgraded to 11/10\n",
      "This is Augie. He's a savage. Doesn't give a h*ck about your garden. Still 10/10 would forgive then pet https://t.co/IU8S0n4oxn\n",
      "This is Craig. That's actually a normal sized fence he's stuck on. H*ckin massive pupper. 11/10 someone help him https://t.co/aAUXzoxaBy\n",
      "Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \n",
      "Keep Sam smiling by clicking and sharing this link:\n",
      "https://t.co/98tB8y7y7t https://t.co/LouL5vdvxx\n",
      "This is Hunter. He just found out he needs braces. Requesting an orthodogtist stat. 11/10 you're fine Hunter, everything's fine https://t.co/zW1o0W4AYV\n",
      "This is Pavlov. His floatation device has failed him. He's quite pupset about it. 11/10 would rescue https://t.co/MXd0AGDsRJ\n",
      "This is Phil. He's a father. A very good father too. 13/10 everybody loves Phil https://t.co/9p6ECXJMMu\n",
      "This is Gus. He likes to be close to you, which is good because you want to be close to Gus. 12/10 would boop then pet https://t.co/DrsrQkEfnb\n",
      "Please only send in dogs. We only rate dogs, not seemingly heartbroken ewoks. Thank you... still 10/10 would console https://t.co/HIraYS1Bzo\n",
      "RT @dog_rates: This is Maximus. His face is stuck like that. Tragic really. Great tongue tho. 12/10 would pet firmly https://t.co/xIfrsMNLBR\n",
      "I call this one \"A Blep by the Sea\" 12/10 https://t.co/EMdnCugNbo\n",
      "This is Kyro. He's a Stratocumulus Flop. Tongue ejects at random. Serious h*ckin condition. Still 12/10 would pet passionately https://t.co/wHu15q2Q6p\n",
      "This is Wallace. You said you brushed your teeth but he checked your toothbrush and it was bone dry. 11/10 not pupset, just disappointed https://t.co/nadm8yWZ4h\n",
      "This is Ito. He'll be your uber driver tonight. Currently adjusting the mirrors. 13/10 incredibly h*ckin responsible https://t.co/Zrrcw29o13\n",
      "Here's a pupper in a onesie. Quite pupset about it. Currently plotting revenge. 12/10 would rescue https://t.co/xQfrbNK3HD\n",
      "This is Koda. He dug a hole and then sat in it because why not. Unamused by the bath that followed. 12/10 https://t.co/SQhyqrr8px\n",
      "This is Seamus. He's very bad at entering pools. Still a very good boy tho 11/10 https://t.co/hfi264QwYM\n",
      "RT @dog_rates: This is Milo. I would do terrible things for Milo. 13/10 https://t.co/R6wJyC2Tey\n",
      "Here we have Burke (pupper) and Dexter (doggo). Pupper wants to be exactly like doggo. Both 12/10 would pet at same time https://t.co/ANBpEYHaho\n",
      "This is Cooper. He likes to stick his tongue out at you and then laugh about it. 12/10 quite the jokester https://t.co/O9iGgvfuzl\n",
      "This is Ollie Vue. He was a 3 legged pupper on a mission to overcome everything. This is very hard to write. 14/10 we will miss you Ollie https://t.co/qTRY2qX9y4\n",
      "This is Stephan. He just wants to help. 13/10 such a good boy https://t.co/DkBYaCAg2d\n",
      "RT @dog_rates: This is Cali. She arrived preassembled. Convenient af. 12/10 appears to be rather h*ckin pettable https://t.co/vOBV1ZqVcX\n",
      "This is Lennon. He's a Boopershnoop Pupperdoop. Quite rare. Exceptionally pettable. 12/10 would definitely boop that shnoop https://t.co/fhgP6vSfhX\n",
      "\"Good afternoon class today we're going to learn what makes a good boy so good\" 13/10 https://t.co/f1h2Fsalv9\n",
      "RT @dog_rates: Idk why this keeps happening. We only rate dogs. Not Bangladeshi Couch Chipmunks. Please only send dogs... 12/10 https://t.c…\n",
      "Hooman catch successful. Massive hit by dog. Fumble ensued. Possession to dog. 13/10 https://t.co/QrFkqgHR1G\n",
      "This is Waffles. He's concerned that the dandruff shampoo he just bought is faulty. 11/10 tragic af https://t.co/BCB87qUU0h\n",
      "RT @dog_rates: This is Dave. He's currently in a predicament. Doesn't seem to mind tho. 12/10 someone assist Dave https://t.co/nfprKAXqwu\n",
      "We only rate dogs. Please stop sending in non-canines like this Freudian Poof Lion. This is incredibly frustrating... 11/10 https://t.co/IZidSrBvhi\n",
      "RT @dog_rates: This is Penny. She fought a bee and the bee won. 10/10 you're fine Penny, everything's fine https://t.co/zrMVdfFej6\n",
      "This is Major. He put on a tie for his first real walk. Only a little crooked. Can also drool upwards. H*ckin talented. 12/10 https://t.co/Zcwr8LgoO8\n",
      "This is Duke. He is not a fan of the pupporazzi. 12/10 https://t.co/SgpBVYIL18\n",
      "RT @dog_rates: This is Reginald. He's one magical puppo. Aerodynamic af. 12/10 would catch https://t.co/t0cEeRbcXJ\n",
      "This is Zeke the Wonder Dog. He never let that poor man keep his frisbees. One of the Spartans all time greatest receivers. 13/10 RIP Zeke https://t.co/zacX7S6GyJ\n",
      "Meet Sansa and Gary. They run along the fence together everyday, so the owners installed a window for them. Both 12/10 h*ckin romantic af https://t.co/1JUduNuaWl\n",
      "This is Shooter. He's doing quite the snowy zoom. 12/10 https://t.co/lHy4Xbyhd9\n",
      "This is Django. He accidentally opened the front facing camera. Did him quite the frighten. 12/10 https://t.co/kQVQoOW9NZ\n",
      "HE'S TRYING TO BE HIS OWN PERSON LET HIM GO 13/10\n",
      "https://t.co/LEZ8jR5txd\n",
      "RT @dog_rates: This is Rusty. He's going D1 for sure. Insane vertical. 13/10 would draft https://t.co/AsykOwMrXQ\n",
      "This is Bo. He's going to make me cry. 13/10 please get off the bus for him Carly https://t.co/U7FvBZo6Bq\n",
      "This is Diogi. He fell in the pool as soon as he was brought home. Clumsy puppo. 12/10 would pet until dry https://t.co/ZxeRjMKaWt\n",
      "RT @dog_rates: I present to you... Dog Jesus. 13/10 (he could be sitting on a rock but I doubt it) https://t.co/fR1P3g5I6k\n",
      "Pupper hath acquire enemy. 13/10 https://t.co/ns9qoElfsX\n",
      "Meet Sonny. He's an in-home movie critic. That is his collection. He's very proud of it. 12/10 https://t.co/yPbCALoy2n\n",
      "RT @dog_rates: This is Philbert. His toilet broke and he doesn't know what to do. Trying not to panic. 11/10 furustrated af https://t.co/Nb…\n",
      "This is Winston. His selfie game is legendary. Will steal your girl with a single snap. 11/10 handsome as h*ck https://t.co/jxQhxoPsgL\n",
      "This is Marley. She's having a ruff day. Pretty pupset. 12/10 would assist https://t.co/yLm7hQ6UXh\n",
      "RT @dog_rates: \"Yep... just as I suspected. You're not flossing.\" 12/10 and 11/10 for the pup not flossing https://t.co/SuXcI9B7pQ\n",
      "This is Bailey. She has mastered the head tilt. 11/10 rather h*ckin adorable https://t.co/urhl90ZE1O\n",
      "This is Winnie. She's h*ckin ferocious. Dandelion doesn't even see her coming. 12/10 would pet with caution https://t.co/EFfLCP7oQv\n",
      "This is Severus. He's here to fix your cable. Looks like he succeeded. Even offered to pupgrade your plan. 13/10 h*ckin helpful https://t.co/aX4brLLpWZ\n",
      "Like doggo, like pupper version 2. Both 11/10 https://t.co/9IxWAXFqze\n",
      "RT @dog_rates: Everybody drop what you're doing and look at this dog. 13/10 must be super h*ckin rare https://t.co/I1bJUzUEW5\n",
      "This is Loki. He'll do your taxes for you. Can also make room in your budget for all the things you bought today. 12/10 what a puppo https://t.co/5oWrHCWg87\n",
      "RT @ChinoChinako: They're good products, Brent\n",
      "\n",
      "Mug holds drinks; hoodie is comfy af. 13/10 \n",
      "\n",
      "Puppy Aika h*cking agrees. @dog_rates https:/…\n",
      "This is Ronnie. He hopes you're having a great day. Nifty tongue slip. 12/10 would pat head approvingly https://t.co/4fY2bsAm65\n",
      ".@NBCSports OMG THE TINY HAT I'M GOING TO HAVE TO SAY 11/10 NBC\n",
      "This is Wallace. He'll be your chau-fur this evening. 12/10 eyes on the road Wallace https://t.co/p1RD39XjUe\n",
      "oh h*ck 10/10 https://t.co/bC69RrW559\n",
      "This is Milo. I would do terrible things for Milo. 13/10 https://t.co/R6wJyC2Tey\n",
      "RT @dog_rates: This is Anakin. He strives to reach his full doggo potential. Born with blurry tail tho. 11/10 would still pet well https://…\n",
      "This is Bones. He's being haunted by another doggo of roughly the same size. 12/10 deep breaths pupper everything's fine https://t.co/55Dqe0SJNj\n",
      "@SkyWilliams doggo simply protecting you from evil that which you cannot see. 11/10 would give extra pets\n",
      "RT @Lin_Manuel: 11/10 would recommend. https://t.co/pnUF69K4xk\n",
      "Say hello to Mauve and Murphy. They're rather h*ckin filthy. Preferred nap over bath. Both 12/10 https://t.co/4UwCTW3lXG\n",
      "This is Chef. Chef loves everyone and wants everyone to love each other. 11/10 https://t.co/ILHGs0e6Dm\n",
      "Here's a very sleepy pupper. Appears to be portable as h*ck. 12/10 would snug intensely https://t.co/61sX7pW5Ca\n",
      "RT @dog_rates: This is Sampson. He's about to get hit with a vicious draw 2. Has no idea. 11/10 poor pupper https://t.co/FYT9QBEnKG\n",
      "This is Doc. He takes time out of every day to worship our plant overlords. 12/10 quite the floofer https://t.co/azMneS6Ly5\n",
      "RT @dog_rates: This is Bo. He's a Benedoop Cumbersnatch. Seems frustrated with own feet. Portable as hell. 11/10 very solid pupper https://…\n",
      "This is Peaches. She's the ultimate selfie sidekick. Super sneaky tongue slip appreciated. 13/10 https://t.co/pbKOesr8Tg\n",
      "Here's a doggo doin a struggle. 11/10 much determined https://t.co/gQqRBfkX4I\n",
      "RT @dog_rates: This is Tucker. He would like a hug. 13/10 someone hug him https://t.co/wdgY9oHPrT\n",
      "This is Sobe. She's a h*ckin happy doggo. Only one leg tho. Must have good balance. 13/10 would smile back https://t.co/OiH8PaOxB1\n",
      "This is Longfellow (prolly sophisticated). He's a North Appalachian Oatzenjammer. Concerned about wrinkled feets. 12/10 would hug softly https://t.co/bpLuQuxzHZ\n",
      "RT @dog_rates: I WAS SENT THE ACTUAL DOG IN THE PROFILE PIC BY HIS OWNER THIS IS SO WILD. 14/10 ULTIMATE LEGEND STATUS https://t.co/7oQ1wpf…\n",
      "This is Jeffrey. He's quite the jokester. Takes it too far sometimes. Still 11/10 would pet https://t.co/YDtZcAiMAf\n",
      "This is Mister. He only wears the most fashionable af headwear. 11/10 h*ckin stylish https://t.co/BXJFKOVnJm\n",
      "This is Iroh. He's in a predicament. 12/10 someone help him https://t.co/KJAKO2kXsL\n",
      "This is Shadow. He's a firm believer that they're all good dogs. H*ckin passionate about it too. 11/10 I stand with Shadow https://t.co/8yvpacwBcu\n",
      "RT @dog_rates: Meet Baloo. He's expecting a fast ground ball, hence the wide stance. Prepared af. 11/10 nothing runs like a pupper https://…\n",
      "RT @dog_rates: We normally don't rate marshmallows but this one appears to be flawlessly toasted so I'll make an exception. 10/10 https://t…\n",
      "RT @dog_rates: This is Stubert. He just arrived. 10/10 https://t.co/HVGs5aAKAn\n",
      "RT @dog_rates: I'm not sure what's happening here, but it's pretty spectacular. 12/10 for both https://t.co/JKXh0NbBNL\n",
      "RT @dog_rates: Say hello to Jack (pronounced \"Kevin\"). He's a Virgo Episcopalian. Can summon rainbows. 11/10 magical as hell https://t.co/Y…\n",
      "RT @dog_rates: Here we see a rare pouched pupper. Ample storage space. Looks alert. Jumps at random. Kicked open that door. 8/10 https://t.…\n",
      "RT @dog_rates: I shall call him squishy and he shall be mine, and he shall be my squishy. 13/10 https://t.co/WId5lxNdPH\n",
      "RT @dog_rates: This is Lola. She fell asleep on a piece of pizza. 10/10 frighteningly relatable https://t.co/eqmkr2gmPH\n",
      "RT @dog_rates: This is Paull. He just stubbed his toe. 10/10 deep breaths Paull https://t.co/J5Mqn8VeYq\n",
      "RT @dog_rates: This a Norwegian Pewterschmidt named Tickles. Ears for days. 12/10 I care deeply for Tickles https://t.co/0aDF62KVP7\n",
      "RT @dog_rates: This is Timison. He just told an awful joke but is still hanging on to the hope that you'll laugh with him. 10/10 https://t.…\n",
      "RT @dog_rates: Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/…\n",
      "RT @dog_rates: This is Davey. He'll have your daughter home by 8. Just a stand up pup. 11/10 would introduce to mom https://t.co/E6bGWf9EOm\n",
      "This is Cooper. His bow tie was too heavy for the front so he moved it to the side. Balanced af now. 13/10 https://t.co/jG1PAFkB81\n",
      "Here's a helicopter pupper. He takes off at random. H*ckin hard to control. 12/10 rare af https://t.co/GRWPgNKt2z\n",
      "This is Cassie. She steals things. Guilt increases slightly each time. 12/10 would forgive almost immediately https://t.co/Ia19irLwyB\n",
      "This is Pancake. She loves Batman and winks like a h*ckin champ. 12/10 real crowd pleaser https://t.co/6kqsAjJNhi\n",
      "@JODYHiGHROLLER it may be an 11/10 but what do I know 😉\n",
      "RT @dog_rates: This is Tyrone. He's a leaf wizard. Self-motivated. No eyes (tragic). Inspirational af. 11/10 enthusiasm is tangible https:/…\n",
      "This is Tyr. He's just checking on you. Nifty af tongue slip. 12/10 would absolutely pet https://t.co/Jgnuiyvq06\n",
      "Say hello to Romeo. He was just told that it's too cold for the pool. H*ckin nonsense. 11/10 would help fill up https://t.co/6hx7ur6sNI\n",
      "RT @dog_rates: I want to finally rate this iconic puppo who thinks the parade is all for him. 13/10 would absolutely attend https://t.co/5d…\n",
      "Here's a sleepy doggo that requested some assistance. 12/10 would carry everywhere https://t.co/bvkkqOjNDV\n",
      "This is Snicku. He's having trouble reading because he's a dog. Glasses only helped a little. Nap preferred. 12/10 would snug well https://t.co/cVLUasbKA5\n",
      "RT @dog_rates: This is Ruby. She just turned on the news. Officially terrified. 11/10 deep breaths Ruby https://t.co/y5KarNXWXt\n",
      "This is Ruby. She just turned on the news. Officially terrified. 11/10 deep breaths Ruby https://t.co/y5KarNXWXt\n",
      "#ImWithThor 13/10\n",
      "https://t.co/a18mzkhTf6\n",
      "I didn't believe it at first but now I can see that voter fraud is a serious h*ckin issue. 11/10 https://t.co/7i0bDMbrVN\n",
      "This is Yogi. He's 98% floof. Snuggable af. 12/10 https://t.co/opoXKxmfFm\n",
      "This is Daisy. She's here to make your day better. 13/10 mission h*ckin successful https://t.co/PbgvuD0qIL\n",
      "Elder doggo does a splash. Both 13/10 incredible stuff https://t.co/gBUDjdEcqz\n",
      "This is Brody. He's trying to make the same face as the football. 12/10 https://t.co/2H4MfOGlpQ\n",
      "This is Bailey. She loves going down slides but is very bad at it. Still 11/10 https://t.co/ivPWhspN3E\n",
      "RT @dog_rates: This is Rizzy. She smiles a lot. 12/10 contagious af https://t.co/TU4sZogVIq\n",
      "This is Mack. He's rather h*ckin sleepy. Exceptional ears. 12/10 would boop https://t.co/XRPvTPF0VH\n",
      "RT @dog_rates: This is Butter. She can have whatever she wants forever. 12/10 would hug softly https://t.co/x5gXRS1abq\n",
      "This is Nimbus (like the cloud). He just bought this fancy af duck raincoat. Only protects one ear tho. 12/10 so h*ckin floofy https://t.co/SIQbb8c3AU\n",
      "This is Laika. She was a space pupper. The first space pupper actually. Orbited earth like a h*ckin boss. 14/10 hero af https://t.co/trSjgY3h4g\n",
      "This is Maximus. His face is stuck like that. Tragic really. Great tongue tho. 12/10 would pet firmly https://t.co/xIfrsMNLBR\n",
      "This is Clark. He was just caught wearing pants. 13/10 game-changing af https://t.co/2Xo19aPrG5\n",
      "RT @dog_rates: When she says you're a good boy and you know you're a good boy because you're a good boy. 13/10 https://t.co/O5IUmRHRIh\n",
      "This is Dobby. I can't stop looking at her feet. 12/10 would absolutely snug https://t.co/LhzPWv6rTv\n",
      "This is Fiona. She's an extremely mediocre copilot. Very distracting. Wink makes up for all the missed turns. 12/10 https://t.co/aF5MmpvPqN\n",
      "This is Moreton. He's the Good Boy Who Lived. 13/10 magical as h*ck https://t.co/rLHGx3VAF3\n",
      "Meet Dave. It's his favorite day of the year. He gets to fulfill his dream of being a dinosaur. 12/10 inspirational af https://t.co/MgQSdfZGPN\n",
      "Oh h*ck look at this spookling right here. Fright level off the charts. 12/10 sufficiently spooked https://t.co/BNy9IIJMb0\n",
      "This is Tucker. He's out here bustin h*ckin ghosts. 13/10 dedicated af https://t.co/Ap477GhwXt\n",
      "This is Juno. She spooked me up real good, but only to get my attention. Above average handwriting for a dog I think. 11/10 https://t.co/hFxxBCWlwj\n",
      "This is Maude. She's the h*ckin happiest wasp you've ever seen. 10/10 would pet with caution https://t.co/etL8FHBrh8\n",
      "Say hello to Lily. She's pupset that her costume doesn't fit as well as last year. 12/10 poor puppo https://t.co/YSi6K1firY\n",
      "This is Newt. He's a strawberry. 11/10 https://t.co/2VhmlwxA1Q\n",
      "This is Benji. He's Air Bud. It's a low effort costume but he pulls it off rather h*ckin well. 12/10 would happily get dunked on https://t.co/IbzT7DJvBo\n",
      "This is Nida. She's a free elf. Waited so long for this day. 11/10 https://t.co/3lE8Izgmkf\n",
      "Your favorite squad is looking extra h*ckin spooky today. 13/10 for all https://t.co/PrgvOyPtDT\n",
      "This is Robin. She's desperately trying to do me a frighten, but her tongue drastically decreases her spook value. Still 11/10 great effort https://t.co/sxMrsOZ8zb\n",
      "Here is a perfect example of someone who has their priorities in order. 13/10 for both owner and Forrest https://t.co/LRyMrU7Wfq\n",
      "This is Bailey. She's rather h*ckin hype for Halloween tomorrow. Carved those pupkins herself. 12/10 https://t.co/v17mFm0Ftz\n",
      "This is Monster. Not an actual monster tho. He's showing you his tongue. Very impressive Monster. 12/10 would snug https://t.co/RhaPExuxJL\n",
      "Meet BeBe. She rocks the messy bun of your dreams. H*ckin flawless. 12/10 would watch her tutorial https://t.co/of0pFNBIl8\n",
      "This is Remus. He's a mop that came to life. Can't see anything. Constantly trips over himself. Still a very good dog. 11/10 https://t.co/S3f1SYylzu\n",
      "RT @dog_rates: This little fella really hates stairs. Prefers bush. 13/10 legendary pupper https://t.co/e3LPMAHj7p\n",
      "RT @dog_rates: I'm not sure what this dog is doing but it's pretty inspirational. 12/10 https://t.co/4Kn9GEHXiE\n",
      "RT @dog_rates: This is Maddie. She gets some wicked air time. Hardcore barkour. 11/10 nimble af https://t.co/bROYbceZ1u\n",
      "Vine will be deeply missed. This was by far my favorite one. 14/10 https://t.co/roqIxCvEB3\n",
      "When she says you're a good boy and you know you're a good boy because you're a good boy. 13/10 https://t.co/O5IUmRHRIh\n",
      "Say hello to Levi. He's a Madagascan Butterbop. One of the more docile Butterbops I've seen. 12/10 would give all the pets https://t.co/Zcw9Sccctc\n",
      "This is Mabel. She's super h*ckin smol. Portable af. Comes with the smol shoe. 12/10 would keep in frocket https://t.co/GGJvxYt3xK\n",
      "RT @dog_rates: This is Alfie. He's touching a butt. Couldn't be happier. 11/10 https://t.co/gx3xF5mZbo\n",
      "This is Misty. She has a cowboy hat on her nose. 12/10 https://t.co/Eno0mypHIr\n",
      "This is Betty. She's assisting with the dishes. Such a good puppo. 12/10 h*ckin helpful af https://t.co/dgvTPZ9tgI\n",
      "RT @dog_rates: This is Happy. He's a bathtub reviewer. Seems to be pleased with this one. 12/10 https://t.co/Ln89R4FP7v\n",
      "This is Mosby. He appears to be rather h*ckin snuggable af. 12/10 keep it up Mosby https://t.co/IiiBq460I7\n",
      "This is Duke. He sneaks into the fridge sometimes. It's his safe place. 11/10 would give little jacket if necessary https://t.co/Fd5WFDTMH4\n",
      "Meet Maggie. She can hear your cells divide. 12/10 can also probably fly https://t.co/ovE2hqXryV\n",
      "This is Bruce. He never backs down from a challenge. 11/10 you got this Bruce https://t.co/aI7umZHIq7\n",
      "RT @dog_rates: This is Leela. She's a Fetty Woof. Lost eye while saving a baby from an avalanche. 11/10 true h*ckin hero https://t.co/2lBg3…\n",
      "This is Happy. He's a bathtub reviewer. Seems to be pleased with this one. 12/10 https://t.co/Ln89R4FP7v\n",
      "RT @dog_rates: This is Buddy. His father was a bear and his mother was a perfectly toasted marshmallow. 12/10 would snug so well https://t.…\n",
      "This is Ralphy. His dreams were just shattered. Poor pupper. 13/10 it'll be ok Ralphy https://t.co/P0kSN6rT6H\n",
      "This is Eli. He can fly. 13/10 magical af https://t.co/huPSJJ7FDI\n",
      "This is Brownie. She's wearing a Halloween themed onesie. 12/10 festive af https://t.co/0R4meWXFOx\n",
      "This is Rizzy. She smiles a lot. 12/10 contagious af https://t.co/TU4sZogVIq\n",
      "HE WAS JUST A LIL SLEEPY FROM BEING SUCH A GOOD DOGGI ALL THE TIME MISTAKES HAPPEN 13/10\n",
      "https://t.co/G2ms0A5jWM\n",
      "RT @dog_rates: This is Meyer. He has to hold somebody's hand during car rides. He's also wearing a seatbelt. 12/10 responsible af https://t…\n",
      "This is Stella. She's happier than I will ever be. 10/10 would trade lives with https://t.co/JSs2bfDtTS\n",
      "This is Bo. He's a West Congolese Bugaboop Snuggle. Rather exotic. Master of the head tilt. 12/10 would pay to pet https://t.co/2jwxxtNzoN\n",
      "This is Lucy. She destroyed not one, but two remotes trying to turn off the debate. 11/10 relatable af https://t.co/3BXh073tDm\n",
      "This is Butter. She can have whatever she wants forever. 12/10 would hug softly https://t.co/x5gXRS1abq\n",
      "RT @dog_rates: Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX\n",
      "This is Dexter. He breaks hearts for a living. 11/10 h*ckin handsome af https://t.co/4DhSsC1W7S\n",
      "Atlas is back and this time he's got doggles. Still 13/10 solarly conscious af https://t.co/s7MgFWDySc\n",
      "This is Leo. He's a golden chow. Rather h*ckin rare. 13/10 would give extra pats https://t.co/xosHjFzVXc\n",
      "RT @dog_rates: This is Bo and Ty. Bo eats paper and Ty felt left out. 11/10 for both https://t.co/1acHQS8rvK\n",
      "Did... did they pick out that license plate? 12/10 for both https://t.co/lRmUUOxgbQ\n",
      "This is Frank. He wears sunglasses and walks himself. 11/10 I'll never be this cool or independent https://t.co/pNNjBtHWPc\n",
      "This is Tonks. She is a service puppo. Can hear a caterpillar hiccup from 7 miles away. 13/10 would follow anywhere https://t.co/i622ZbWkUp\n",
      "This is Moose. He's rather h*ckin dangerous (you can tell by the collar). 11/10 would still attempt to snug https://t.co/lHVHGdDzb3\n",
      "This is Lincoln. He forgot to use his blinker when he changed lanes just now. Guilty as h*ck. Still 10/10 https://t.co/lsrR83SiVp\n",
      "RT @dog_rates: This is Carl. He's very powerful. 12/10 don't mess with Carl https://t.co/v5m2bIukXc\n",
      "This is Rory. He's got an interview in a few minutes. Looking spiffy af. Nervous as h*ck tho. 12/10 would hire https://t.co/ibj5g6xaAj\n",
      "RT @dog_rates: This is Oakley. He has no idea what happened here. Even offered to help clean it up. 11/10 such a heckin good boy https://t.…\n",
      "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",
      "\"Honestly Kathleen I just want more Ken Bone\" 12/10 https://t.co/HmlEvAMP4r\n",
      "This is Dale. He's a real spookster. Did me quite the frighten. 11/10 not too spooky to pet tho https://t.co/L8BWDD4oBX\n",
      "This is Rizzo. He has many talents. A true renaissance doggo. 13/10 entertaining af https://t.co/TVXpEJB7Wn\n",
      "This is Arnie. He's afraid of his own bark. 12/10 would comfort https://t.co/ObT2tSxXit\n",
      "This is Mattie. She's extremely dangerous. Will bite your h*ckin finger right off. Still 11/10 would pet with caution https://t.co/78c9W8kLFh\n",
      "13/10 for breakdancing puppo @shibbnbot\n",
      "RT @dog_rates: This is Scout. He really wants to kiss himself. H*ckin inappropriate. 11/10 narcissistic af https://t.co/x0gV2Ck3AD\n",
      "This is Lucy. She's strives to be the best potato she can be. 12/10 would boop https://t.co/lntsj7Fc4Y\n",
      "Meet Rusty. He appears to be rather h*ckin fluffy. Also downright adorable af. 12/10 would rub my face against his https://t.co/1j9kLGb4wV\n",
      "This is Pinot. He's a sophisticated doggo. You can tell by the hat. Also pointier than your average pupper. Still 10/10 would pet cautiously https://t.co/f2wmLZTPHd\n",
      "This is Dallas. Her tongue is ridiculous. 11/10 h*ckin proud af https://t.co/h4jhlH4EyG\n",
      "Today, 10/10, should be National Dog Rates Day\n",
      "This is Doc. He requested to be carried around like that. 12/10 anything for Doc https://t.co/mWYACm4qnx\n",
      "This is Hero. He was enjoying the car ride until he remembered that bees are dying globally at an alarming rate. 11/10 https://t.co/cubFg7F4qQ\n",
      "This is Rusty. He's going D1 for sure. Insane vertical. 13/10 would draft https://t.co/AsykOwMrXQ\n",
      "This is Frankie. He has yet to learn how to control his tongue. 11/10 maybe one day https://t.co/p6fgYe2dB6\n",
      "This is Stormy. He's curly af. Already pupared for Coachella next year. 12/10 https://t.co/PHA1vtqqpt\n",
      "This is Reginald. He's one magical puppo. Aerodynamic af. 12/10 would catch https://t.co/t0cEeRbcXJ\n",
      "This is Balto. He's very content. Legendary tongue slippage. 12/10 would pet forever https://t.co/T7Jr4Gw4sC\n",
      "This is Riley. His owner put a donut pillow around him and he loves it so much he won't let anyone take it off. 13/10 https://t.co/8TCQcsZCZ8\n",
      "This is Mairi. She has mastered the art of camouflage. 12/10 h*ckin sneaky af https://t.co/STcPjiNAHp\n",
      "This is Loomis. He's the leader of the Kenneth search party. The passion is almost overwhelming. 12/10 one day he will be free https://t.co/kCRKlFg4AY\n",
      "This is Finn. He likes eavesdropping from filing cabinets. It's a real issue but no one has approached him about it. 11/10 would still pet https://t.co/s8W8Del9HQ\n",
      "Meet Godi. He's an avid beachgoer and part time rainbow summoner. Eyeliner flawless af. 13/10 would snug well https://t.co/BO936YdJdi\n",
      "RT @dog_rates: This is Kenny. He just wants to be included in the happenings. 11/10 https://t.co/2S6oye3XqK\n",
      "This is Dave. He's currently in a predicament. Doesn't seem to mind tho. 12/10 someone assist Dave https://t.co/nfprKAXqwu\n",
      "This is Earl. He can't catch. Did his best tho. 11/10 would repair confidence with extra pats https://t.co/IsqyvbjFgM\n",
      "This is Cali. She arrived preassembled. Convenient af. 12/10 appears to be rather h*ckin pettable https://t.co/vOBV1ZqVcX\n",
      "This is Deacon. He's the happiest almost dry doggo I've ever seen. 11/10 would smile back https://t.co/C6fUMnHt1H\n",
      "This is Penny. She fought a bee and the bee won. 10/10 you're fine Penny, everything's fine https://t.co/zrMVdfFej6\n",
      "This is Timmy. He's quite large. According to a trusted source it's actually a dog wearing a dog suit. 11/10 https://t.co/BIUchFwHqn\n",
      "This is Sampson. He just graduated. Ready to be a doggo now. Time for the real world. 12/10 have fun with taxes https://t.co/pgVKxRw0s1\n",
      "RT @dog_rates: This is Harper. She scraped her elbow attempting a backflip off a tree. Valiant effort tho. 12/10 https://t.co/oHKJHghrp5\n",
      "This is Chipson. He weighed in at .3 ounces and is officially super h*ckin smol. Space-saving af. 11/10 would snug delicately https://t.co/FjEsk7A1JV\n",
      "Who keeps sending in pictures without dogs in them? This needs to stop. 5/10 for the mediocre road https://t.co/ELqelxWMrC\n",
      "This is Combo. The daily struggles of being a doggo have finally caught up with him. 11/10 https://t.co/LOKrNo0OM7\n",
      "Idk why this keeps happening. We only rate dogs. Not Bangladeshi Couch Chipmunks. Please only send dogs... 12/10 https://t.co/ya7bviQUUf\n",
      "Pupper butt 1, Doggo 0. Both 12/10 https://t.co/WQvcPEpH2u\n",
      "This is Oakley. He just got yelled at for going 46 in a 45. Churlish af. 11/10 would still pet so well https://t.co/xIYsa6LPA4\n",
      "We normally don't rate lobsters, but this one appears to be a really good lobster. 10/10 would pet with caution https://t.co/YkHc7U7uUy\n",
      "I want to finally rate this iconic puppo who thinks the parade is all for him. 13/10 would absolutely attend https://t.co/5dUYOu4b8d\n",
      "This is Dash. He's very stylish, but also incredibly unimpressed with the current state of our nation. 10/10 would pet ears first https://t.co/YElO4hvXI6\n",
      "This is Koda. He has a weird relationship with tall grass. Slightly concerning. 11/10 would def still pet https://t.co/KQzSR8eCsw\n",
      "Meet Hercules. He can have whatever he wants for the rest of eternity. 12/10 would snug passionately https://t.co/mH0IOyFdIG\n",
      "Here's a perturbed super floof. 12/10 would snug so damn well https://t.co/VG095mi09Q\n",
      "RT @dog_rates: This is Bell. She likes holding hands. 12/10 would definitely pet with other hand https://t.co/BXIuvkQO9b\n",
      "RT @Patreon: Well. @dog_rates is on Patreon. \n",
      "\n",
      "12/10. \n",
      "\n",
      "https://t.co/rnKvzt6RJs https://t.co/v4e2ywe8iO\n",
      "This is Bear. Don't worry, he's not a real bear tho. Contains unreal amounts of squish. 11/10 heteroskedastic af https://t.co/coi4l1T2Sm\n",
      "We only rate dogs. Pls stop sending in non-canines like this Urban Floof Giraffe. I can't handle this. 11/10 https://t.co/zHIqpM5Gni\n",
      "RT @dog_rates: This is Hank. He's mischievous af. Doesn't even know what he was trying to do here. 8/10 quit the shit Hank damn https://t.c…\n",
      "Here's a doggo questioning his entire existence. 10/10 someone tell him he's a good boy  https://t.co/dVm5Hgdpeb\n",
      "This is Scout. He really wants to kiss himself. H*ckin inappropriate. 11/10 narcissistic af https://t.co/x0gV2Ck3AD\n",
      "Have you ever seen such a smol pupper? Portable af. 12/10 would keep in shirt pocket https://t.co/KsqaIzlQ12\n",
      "RT @dog_rates: Meet Hurley. He's the curly one. He hugs every other dog he sees during his walk. 11/10 for spreading the love https://t.co/…\n",
      "This is Reggie. He hugs everyone he meets. 12/10 keep spreading the love Reggie https://t.co/uMfhduaate\n",
      "Everybody drop what you're doing and look at this dog. 13/10 must be super h*ckin rare https://t.co/I1bJUzUEW5\n",
      "This is Jay. He's really h*ckin happy about the start of fall. Sneaky tongue slip in 2nd pic. 11/10 snuggly af https://t.co/vyx1X5eyWI\n",
      "RT @dog_rates: In case you haven't seen the most dramatic sneeze ever... 13/10 https://t.co/iy7ylyZcsE\n",
      "Oh my god it's Narcos but Barkos. 13/10 someone please make this happen\n",
      "https://t.co/tird9cIlzB\n",
      "This is Mya (pronounced \"mmmyah?\"). Her head is round af. 11/10 would pat accordingly https://t.co/1dpEuALnY0\n",
      "Meet Strider. He thinks he's a sorority girl. Already wants to go to NYC for a weekend to say he's \"studied abroad\" 10/10 https://t.co/KYZkPuiC1l\n",
      "This is Penny. She's a sailor pup. 11/10 would take to the open seas with https://t.co/0rRxyBQt32\n",
      "RIP Loki. Thank you for the good times. You will be missed by many. 14/10 https://t.co/gJKD9pst5A\n",
      "RT @dog_rates: This is an East African Chalupa Seal. We only rate dogs. Please only send in dogs. Thank you... 10/10 https://t.co/iHe6liLwWR\n",
      "This is Nala. She's a future Dogue model. Won't respond to my texts. 13/10 would be an honor to pet https://t.co/zP1IvAATWv\n",
      "This is Stanley. He has too much skin. Isn't happy about it. Quite pupset actually. Still 11/10 would comfort https://t.co/hhTfnPrWfb\n",
      "Evolution of a pupper yawn featuring Max. 12/10 groundbreaking stuff https://t.co/t8Y4x9DmVD\n",
      "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",
      "RT @dog_rates: Meet Gerald. He's a fairly exotic doggo. Floofy af. Inadequate knees tho. Self conscious about large forehead. 8/10 https://…\n",
      "This is Wesley. He's clearly trespassing. Seems rather h*ckin violent too. Weaponized forehead. 3/10 wouldn't let in https://t.co/pL7wbMRW7M\n",
      "\"Yep... just as I suspected. You're not flossing.\" 12/10 and 11/10 for the pup not flossing https://t.co/SuXcI9B7pQ\n",
      "RT @dog_rates: This is Arnie. He's a Nova Scotian Fridge Floof. Rare af. 12/10 https://t.co/lprdOylVpS\n",
      "This is Derek. You can't look at him and not smile. Must've just had a blue pupsicle. 12/10 would snug intensely https://t.co/BnVTMtUeI3\n",
      "This is Jeffrey. He's being held so he doesn't fly away. 12/10 would set free https://t.co/d3aLyCykn7\n",
      "RT @dog_rates: Everybody look at this beautiful pupper 13/10 https://t.co/hyAC5Hq9GC\n",
      "Meet Solomon. He was arrested for possession of adorable and attempted extra pats on the head. 12/10 would post bail https://t.co/nFqLaOLUQA\n",
      "This is Huck. He's addicted to caffeine. Hope it's not too latte to seek help. 11/10 stay strong pupper https://t.co/iJE3F0VozW\n",
      "RT @dog_rates: We only rate dogs. Pls stop sending in non-canines like this Mongolian grass snake. This is very frustrating. 11/10 https://…\n",
      "Atlas rolled around in some chalk and now he's a magical rainbow floofer. 13/10 please never take a bath https://t.co/nzqTNw0744\n",
      "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",
      "This is Sampson. He's about to get hit with a vicious draw 2. Has no idea. 11/10 poor pupper https://t.co/FYT9QBEnKG\n",
      "I can't tap the screen to make the hearts appear fast enough. 10/10 for the source of all future unproductiveness https://t.co/wOhuABgj6I\n",
      "RT @dog_rates: Like father (doggo), like son (pupper). Both 12/10 https://t.co/pG2inLaOda\n",
      "This is Blue. He was having an average day until his owner told him about Bront. 12/10 h*ckin hysterical af https://t.co/saRYTcxQeH\n",
      "This is Anakin. He strives to reach his full doggo potential. Born with blurry tail tho. 11/10 would still pet well https://t.co/9CcBSxCXXG\n",
      "This girl straight up rejected a guy because he doesn't like dogs. She is my hero and I give her 13/10 https://t.co/J39lT3b0rH\n",
      "This is Finley. He's an independent doggo still adjusting to life on his own. 11/10 https://t.co/7FNcBaKbci\n",
      "This is Maximus. A little rain won't stop him. He will persevere. 12/10 innovative af  https://t.co/2OmDMAkkou\n",
      "RT @dog_rates: After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https:/…\n",
      "This is Tucker. He would like a hug. 13/10 someone hug him https://t.co/wdgY9oHPrT\n",
      "This is Finley. She's a Beneboop Cumbersplash. 12/10 I'd do unspeakable things for Finley https://t.co/dS8SCbNF9P\n",
      "This is Sprinkles. He's trapped in light jail. 10/10 would post bail for him https://t.co/4s5Xlijogu\n",
      "I WAS SENT THE ACTUAL DOG IN THE PROFILE PIC BY HIS OWNER THIS IS SO WILD. 14/10 ULTIMATE LEGEND STATUS https://t.co/7oQ1wpfxIH\n",
      "Meet Winnie. She just made awkward eye contact with the driver beside her. Poor pupper panicked. 11/10 would comfort https://t.co/RFWtDqTnAz\n",
      "This is Heinrich (pronounced \"Pat\"). He's a Botswanian Vanderfloof. Snazzy af bandana. 12/10 downright puptacular https://t.co/G56ikYAqFg\n",
      "This is Loki. He knows he's adorable. One ear always pupared. 12/10 would snug in depicted fashion forever https://t.co/OqNggd4Oio\n",
      "This is Shakespeare. He appears to be maximum level pettable. Born with no eyes tho (tragic). 10/10 probably wise https://t.co/rA8WUVOLBr\n",
      "This is Chelsea. She forgot how to dog. 11/10 get it together pupper https://t.co/nBJ5RE4yHb\n",
      "RT @dog_rates: Meet Fizz. She thinks love is a social construct consisting solely of ideals perpetuated by mass media 11/10 woke af https:/…\n",
      "This is Bungalo. She uses that face to get what she wants. It works unbelievably well. 12/10 would never say no to https://t.co/0Fcft7jl4N\n",
      "This is Chip. He's a pupholder. Comes with the car. Requires frequent pettings. Shifts for you. 10/10 innovative af https://t.co/hG5WYT9ECn\n",
      "This is Grey. He's the dogtor in charge of your checkpup today. 12/10 I'd never miss an appointment https://t.co/9HEVPJEioD\n",
      "You need to watch these two doggos argue through a cat door. Both 11/10 https://t.co/qEP31epKEV\n",
      "Meet Roosevelt. He's preparing for takeoff. Make sure tray tables are in their full pupright &amp; licked position\n",
      "11/10 https://t.co/7CQkn3gHOQ\n",
      "RT @dog_rates: This is Gromit. He's pupset because there's no need to beware of him. Just wants a pettin. 10/10 https://t.co/eSvz4EapHH\n",
      "Guys this is getting so out of hand. We only rate dogs. This is a Galapagos Speed Panda. Pls only send dogs... 10/10 https://t.co/8lpAGaZRFn\n",
      "This is Willem. He's a Penn State pupper. Thinks the hood makes him more intimidating. It doesn't. 12/10 https://t.co/Dp0s7MRIHK\n",
      "Here's a couple rufferees making sure all the sports are played fairly today. Both 10/10 would bribe with extra pets https://t.co/H9yjI9eo3A\n",
      "Meet Jack. He's a Clemson pup. Appears to be rather h*ckin pettable. Almost makes me want to root for Clemson. 12/10 https://t.co/GHOfbTVQti\n",
      "This is Finn. He's very nervous for the game. Has a lot of money riding on it.10/10 would attempt to comfort https://t.co/CbtNfecWiT\n",
      "This is Penny. She's an OU cheerleader. About to do a triple back handspring down the stairs. 11/10 hype af https://t.co/B2f3XkGU5c\n",
      "Doggo will persevere. 13/10\n",
      "https://t.co/yOVzAomJ6k\n",
      "This is Davey. He'll have your daughter home by 8. Just a stand up pup. 11/10 would introduce to mom https://t.co/E6bGWf9EOm\n",
      "This is Dakota. He's just saying hi. That's all. 12/10 someone wave back https://t.co/1tWe5zZoHv\n",
      "Meet Fizz. She thinks love is a social construct consisting solely of ideals perpetuated by mass media 11/10 woke af https://t.co/sPB5JMnWBn\n",
      "RT @dog_rates: This is Frankie. He's wearing blush. 11/10 really accents the cheek bones https://t.co/iJABMhVidf\n",
      "This is Dixie. She wants to be a ship captain. Won't let anything get in between her and her dreams. 11/10 https://t.co/8VEDZKHddR\n",
      "This is Charlie. He works for @TODAYshow. Super sneaky tongue slip here. 12/10 would pet until someone made me stop https://t.co/K5Jo7QRCvA\n",
      "Another pic without a dog in it? What am I supposed to do? Rate the carpet? Fine I will. 7/10 looks adequately comfy https://t.co/OJZQ6I4gGd\n",
      "RT @katieornah: @dog_rates learning a lot at college 12/10 for my professor thank u for the pupper slides https://t.co/nTFDr99hg0\n",
      "This is Winston. His tongue has gone rogue. Doing him quite a frighten. 10/10 hang in there Winston https://t.co/d0QEbp78Yi\n",
      "This is Sebastian. He's super h*ckin fluffy. That's really all you need to know. 11/10 would snug intensely https://t.co/lqr0NdtwQo\n",
      "RT @dog_rates: Here's a doggo blowing bubbles. It's downright legendary. 13/10 would watch on repeat forever (vid by Kent Duryee) https://t…\n",
      "We only rate dogs. Pls stop sending in non-canines like this Arctic Floof Kangaroo. This is very frustrating. 11/10 https://t.co/qlUDuPoE3d\n",
      "Meet Al Cabone. He's a gangsta puppa. Rather h*ckin ruthless. Shows no mercy sometimes. 11/10 pet w extreme caution https://t.co/OUwWbEKOUV\n",
      "This is Jackson. There's nothing abnormal about him. Just your average really good dog. 10/10 https://t.co/3fEPpj0KYw\n",
      "RT @dog_rates: This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC\n",
      "Say hello to Carbon. This is his first time swimming. He's having a h*ckin blast. 10/10 we should all be this happy https://t.co/mADHGenzFS\n",
      "This is Klein. These pics were taken a month apart. He knows he's a stud now. 12/10 total heartthrob https://t.co/guDkLrX8zV\n",
      "This is Titan. He's trying to make friends. Offering up his favorite stick. 13/10 philanthropic af https://t.co/vhrkz0dK4v\n",
      "RT @dog_rates: Ever seen a dog pet another dog? Both 13/10 truly an awe-inspiring scene. (Vid by @mdougherty20) https://t.co/3PoKf6cw7f\n",
      "This is DonDon. He's way up but doesn't feel blessed. Rather uncomfortable actually. 12/10 I'll save you DonDon https://t.co/OCYLz3fjVE\n",
      "This is Kirby. His bowl weighs more than him. 12/10 would assist https://t.co/UlB2mzw3Xs\n",
      "RT @dog_rates: When it's Janet from accounting's birthday but you can't eat the cake cuz it's chocolate. 10/10 hang in there pupper https:/…\n",
      "This is Jesse. He really wants a belly rub. Will be as cute as possible to achieve that goal. 11/10 https://t.co/1BxxcdVNJ8\n",
      "This is Lou. His sweater is too small and he already cut the tags off. Very very churlish. 10/10 would still pet https://t.co/dZPMLresEr\n",
      "Say hello to Oakley and Charlie. They're convinced that they each have their own stick. Nobody tell them. Both 12/10 https://t.co/J2AJdyxglH\n",
      "RT @dog_rates: This is Nollie. She's waving at you. If you don't wave back you're a monster. She's also portable as hell. 12/10 https://t.c…\n",
      "Meet Chevy. He had a late breakfast and now has to choose between a late lunch or an early dinner. 11/10 very pupset https://t.co/goy9053wC7\n",
      "Meet Gerald. He's a fairly exotic doggo. Floofy af. Inadequate knees tho. Self conscious about large forehead. 8/10 https://t.co/WmczvjCWJq\n",
      "This is Tito. He's on the lookout. Nobody knows for what. 10/10 https://t.co/Qai481H6RA\n",
      "This is Philbert. His toilet broke and he doesn't know what to do. Trying not to panic. 11/10 furustrated af https://t.co/Nb68IsVb9O\n",
      "This is Louie. He's making quite a h*ckin mess. Doesn't seem to care. 12/10 jubilant af https://t.co/Z2g2YWPzX2\n",
      "I don't know any of the backstory behind this picture but for some reason I'm crying. 13/10 for owner and doggo https://t.co/QOKZdus9TT\n",
      "This is Rupert. You betrayed him with bath time but he forgives you. Cuddly af 13/10 https://t.co/IEARC2sRzC\n",
      "RT @dog_rates: We only rate dogs... this is a Taiwanese Guide Walrus. Im getting real heckin tired of this. Please send dogs. 10/10 https:/…\n",
      "This is Rufus. He just missed out on the 100m final at Rio. Already training hard for Tokyo. 10/10 never give pup https://t.co/exrRjjJqeO\n",
      "His name is Charley and he already has a new set of wheels thanks to donations. I heard his top speed was also increased. 13/10 for Charley\n",
      "This is Brudge. He's a Doberdog. Going to be h*ckin massive one day. 11/10 would pat on head approvingly https://t.co/cTlHjEUNK8\n",
      "This is Shadoe. Her tongue flies out of her mouth at random. Can't have a serious conversation with her. 9/10 https://t.co/Tytt15VquG\n",
      "This is Oscar. He has legendary eyebrows and he h*ckin knows it. Curly af too. 12/10 would hug passionately https://t.co/xuxZoObmF0\n",
      "RT @dog_rates: This is Colby. He's currently regretting all those times he shook your hand for an extra treat. 12/10 https://t.co/vtVHtKFtBH\n",
      "This is Juno. She can see your future. 12/10 h*ckin mesmerizing af https://t.co/Z69mShifuk\n",
      "This is Angel. She stole the @ShopWeRateDogs shirt from her owner. Fits pretty well actually. 11/10 would forgive https://t.co/jaivZ1dcUL\n",
      "This is Brat. He has a hard time being ferocious so his owner helps out. H*ckin scary af now. 12/10 would still pet https://t.co/soxdNqZDZ2\n",
      "This is Tove. She's a Balsamic Poinsetter. Surprisingly deadly. 12/10 snug with caution https://t.co/t6RvnVEdRR\n",
      "This is my dog. Her name is Zoey. She knows I've been rating other dogs. She's not happy. 13/10 no bias at all https://t.co/ep1NkYoiwB\n",
      "This is Louie. He's had a long day. Did a lot of pupper things. Also appears to be rather heckin pettable. 11/10 https://t.co/w2qDmoTIZ5\n",
      "This is Gromit. He's pupset because there's no need to beware of him. Just wants a pettin. 10/10 https://t.co/eSvz4EapHH\n",
      "This is Aubie. He has paws for days. Nibbling tables is one of his priorities. Second only to being cuddly af. 12/10 https://t.co/cBIFBsCRz6\n",
      "This is Kota and her son Benedict. She doesn't know why you're staring. They are a normal family. Both 10/10 https://t.co/Q1v9BZylvZ\n",
      "@TheEllenShow I'm not sure if you know this but that doggo right there is a 12/10\n",
      "This is Alfie. He's touching a butt. Couldn't be happier. 11/10 https://t.co/gx3xF5mZbo\n",
      "This is Clark. He collects teddy bears. It's absolutely h*ckin horrifying. 8/10 please stop this Clark https://t.co/EDMcwt86fU\n",
      "RT @dog_rates: 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:/…\n",
      "This is Belle. She's a Butterflop Hufflepoof. Rarer than most. Having trouble with car seat. 10/10 perturbed af https://t.co/VIXT3D26VM\n",
      "This is Leela. She's a Fetty Woof. Lost eye while saving a baby from an avalanche. 11/10 true h*ckin hero https://t.co/2lBg3ZgivD\n",
      "Meet Glenn. Being in public scares him. Frighteningly relatable. 12/10 keep hangin in there Glenn (Imgur - Wuhahha) https://t.co/pA4MDKwRci\n",
      "This is Buddy. His father was a bear and his mother was a perfectly toasted marshmallow. 12/10 would snug so well https://t.co/zGSj1oUgxx\n",
      "This is Scout. He specializes in mid-air freeze frames. 11/10 https://t.co/sAHmwRtfSq\n",
      "This left me speechless. 14/10 heckin heroic af https://t.co/3td8P3o0mB\n",
      "This is Shelby. She finds stuff to put on her head for attention. It works really well. 12/10 talented af https://t.co/WTZ484EntP\n",
      "RT @dog_rates: \"Tristan do not speak to me with that kind of tone or I will take away the Xbox.\" 10/10 https://t.co/VGPH0TfESw\n",
      "Guys.. we only rate dogs. Pls don't send any more pics of the Loch Ness Monster. Only send in dogs. Thank you. 11/10 https://t.co/obH5vMbm1j\n",
      "Ohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboy. 10/10 for all (by happytailsresort) https://t.co/EY8kEFuzK7\n",
      "This is Sephie. According to this picture, she can read. Fantastic at following directions. 11/10 such a good girl https://t.co/7HY9RvCudo\n",
      "RT @dog_rates: Oh. My. God. 13/10 magical af https://t.co/Ezu6jQrKAZ\n",
      "This is Bruce. I really want to hear the joke he was told. 10/10 for chuckle pup https://t.co/ErPLjjJOKc\n",
      "Meet Bonaparte. He's pupset because it's cloudy at the beach. Can't take any pics for his Instagram. 11/10 https://t.co/0THNOfv2Jo\n",
      "This is Albert. He just found out that bees are dying globally at an alarming rate. 10/10 heckin worried af now https://t.co/nhLX27WsDY\n",
      "This is Bo and Ty. Bo eats paper and Ty felt left out. 11/10 for both https://t.co/1acHQS8rvK\n",
      "This is Wishes. He has the day off. Daily struggles of being a doggo have finally caught up with him. 11/10 https://t.co/H9YgrUkYwa\n",
      "This is Rose. Her face is stuck like that. 11/10 would pet so heckin well https://t.co/tl3gNYdoq2\n",
      "This is Theo. He can walk on water. Still coming to terms with it. 12/10 magical af https://t.co/8Kmuj6SFbC\n",
      "This is Atlas. Swinging is his passion. 12/10 would push all day https://t.co/9k8LLjJ0uJ\n",
      "Doggo want what doggo cannot have. Temptation strong, dog stronger. 12/10  https://t.co/IqyTF6qik6\n",
      "This is Rocco. He's doing his best. 13/10 someone help him (IG: rocco_roni) https://t.co/qFsl1nnXMv\n",
      "This is Fido. He can tell the weather. Not good at fetch tho. Never comes when called. 4/10 would probably still pet https://t.co/4gOv2Q3iKP\n",
      "Meet Sadie. She's addicted to balloons. It's tearing her family apart. Won't admit she has a problem. Still 10/10 https://t.co/h6s9Rch0gZ\n",
      "RT @hownottodraw: The story/person behind @dog_rates is heckin adorable af. 11/10, probably would pet. https://t.co/AG5UnRrmzJ\n",
      "Here's a wicked fast pupper. 12/10 camera could barely keep pup https://t.co/HtAR6gpUAu\n",
      "We only rate dogs... this is a Taiwanese Guide Walrus. Im getting real heckin tired of this. Please send dogs. 10/10 https://t.co/49hkNAsubi\n",
      "This is Kirby. He's a Beneblip Cumberpat. Pretty heckin rare. 11/10 would put my face against his face https://t.co/fd6uucghY6\n",
      "Meet Maggie &amp; Lila. Maggie is the doggo, Lila is the pupper. They are sisters. Both 12/10 would pet at the same time https://t.co/MYwR4DQKll\n",
      "RT @dog_rates: This... is a Tyrannosaurus rex. We only rate dogs. Please only send in dogs. Thank you ...10/10 https://t.co/zxw8d5g94P\n",
      "This is Emma. She can't believe her last guess didn't hit. Convinced ur stacking them on top of each other. 10/10 https://t.co/JRV1dhBYwu\n",
      "This is Oakley. He has no idea what happened here. Even offered to help clean it up. 11/10 such a heckin good boy https://t.co/vT3JM8b989\n",
      "No no no this is all wrong. The Walmart had to have run into the dog driving the car. 10/10 someone tell him it's ok\n",
      "https://t.co/fRaTGcj68A\n",
      "This is Luna. She's just heckin precious af I have nothing else to say. 12/10 https://t.co/gQH2mmKIJW\n",
      "RT @dog_rates: AT DAWN...\n",
      "WE RIDE\n",
      "\n",
      "11/10 https://t.co/QnfO7HEQGA\n",
      "Meet Toby. He has a drinking problem. Inflatable marijuana plant in the back is also not a good look. 7/10 cmon Toby https://t.co/Cim4DSj6Oi\n",
      "This is Spencer. He's part of the Queen's Guard. Takes his job very seriously. 11/10 https://t.co/8W5iSOgXfx\n",
      "This is Lilli Bee &amp; Honey Bear. Unfortunately, they were both born with no eyes. So heckin sad. Both 11/10 https://t.co/4UrfOZhztW\n",
      "This doggo is just waiting for someone to be proud of her and her accomplishment. 13/10 legendary af https://t.co/9T2h14yn4Q\n",
      "Meet Boston. He's worried because his tongue won't fit all the way in his mouth. 12/10 it'll be ok deep breaths pup https://t.co/rfWQ4T9iQj\n",
      "This is Brandonald. He accidentally opened the front facing camera. Playing it off rather heckin well. 11/10 https://t.co/uPUAotqQtM\n",
      "Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE\n",
      "This is Odie. He falls asleep wherever he wants. Must be nice. 10/10 https://t.co/M9BXCSDVjh\n",
      "This is Corey. He's a Portobello Corgicool. Trying to convince you that he's not a hipster. 11/10 yea right Corey https://t.co/NzWUrFZydr\n",
      "In case you haven't seen the most dramatic sneeze ever... 13/10 https://t.co/iy7ylyZcsE\n",
      "Teagan reads entire books in store so they're free. Loved 50 Shades of Grey (how dare I make that joke so late) 9/10 https://t.co/l46jwv5WYv\n",
      "This is Leonard. He hides in bushes to escape his problems. 10/10 relatable af https://t.co/TdyGTcX0uo\n",
      "RT @dog_rates: This is Chompsky. He lives up to his name. 11/10 https://t.co/Xl37lQEWd0\n",
      "This is Beckham. He fell asleep at the wheel. Very churlish. Looks to have a backpup driver tho. That's good. 11/10 https://t.co/rptsOm73Wr\n",
      "This is Cooper. He tries to come across as feisty but it never works for very long. 12/10 https://t.co/AVks8DjHwB\n",
      "RT @jon_hill987: @dog_rates There is a cunningly disguised pupper here mate! 11/10 at least. https://t.co/7boff8zojZ\n",
      "Here's another picture without a dog in it. Idk why you guys keep sending these. 4/10 just because that's a neat rug https://t.co/mOmnL19Wsl\n",
      "She walks herself up and down the train to be petted by all the passengers. 13/10 I can't handle this https://t.co/gwKCspY8N2\n",
      "Here's a doggo completely oblivious to the double rainbow behind him. 10/10 someone tell him https://t.co/OfvRoD6ndV\n",
      "This is Devón (pronounced \"Eric\"). He forgot how to eat the apple halfway through. Wtf Devón get it together. 8/10 https://t.co/7waRPODGyO\n",
      "This is Oliver. He's an English Creamschnitzel. The rarest of schnitzels. 11/10 would pet quite firmly https://t.co/qbO5X6dYuj\n",
      "This is Jax. He is a majestic mountain pupper. Thinks flat ground is for the weak. 12/10 would totally hike with https://t.co/KGdeHuFJnH\n",
      "This is Gert. He just wants you to be happy. 11/10 would pat on the head so damn well https://t.co/l0Iwj6rLFW\n",
      "All hail sky doggo. 13/10 would jump super high to pet https://t.co/CsLRpqdeTF\n",
      "Pwease accept dis rose on behalf of dog. 11/10 https://t.co/az5BVcIV5I\n",
      "Here's a heartwarming scene of a single father raising his two pups. Downright awe-inspiring af. 12/10 for everyone https://t.co/hfddJ0OiNR\n",
      "When ur older siblings get to play in the deep end but dad says ur not old enough. Maybe one day puppo. All 10/10 https://t.co/JrDAzMhwG9\n",
      "Here's a frustrated pupper attempting to escape a pool of Frosted Flakes. 12/10 https://t.co/GAYViEweWr\n",
      "This is one of the most inspirational stories I've ever come across. I have no words. 14/10 for both doggo and owner https://t.co/I5ld3eKD5k\n",
      "This is Watson. He trust falls on command. 13/10 it's elementary... (IG: wat.ki) https://t.co/goX3jewkYN\n",
      "RT @dog_rates: This is Rubio. He has too much skin. 11/10 https://t.co/NLOHmlENag\n",
      "This is Winnie. She's not a fan of the fast moving air. 11/10 objects in mirror may be more fluffy than they appear https://t.co/FyHrk20gUR\n",
      "This is Keith. He's pursuing a more 2D lifestyle. Idiosyncratic af. 12/10 follow your dreams Keith https://t.co/G9ufksBMlU\n",
      "This is Milo. He's currently plotting his revenge. 10/10 https://t.co/ca0q9HM8II\n",
      "This is Dex. He can see into your past and future. Mesmerizing af 11/10 https://t.co/0dYI0Cpdge\n",
      "When you hear your owner say they need to hatch another egg, but you've already been on 17 walks today. 10/10 https://t.co/lFEoGqZ4oA\n",
      "This is Charlie. He pouts until he gets to go on the swing. 12/10 manipulative af https://t.co/ilwQqWFKCh\n",
      "\"The dogtor is in hahahaha no but seriously I'm very qualified and that tumor is definitely malignant\" 10/10 https://t.co/ULqThwWmLg\n",
      "Here we are witnessing an isolated squad of bouncing doggos. Unbelievably rare for this time of year. 11/10 for all https://t.co/CCdlwiTwQf\n",
      "This is Scout. Her batteries are low. 12/10 precious af https://t.co/ov05LIoQJX\n",
      "This is Hank. He's mischievous af. Doesn't even know what he was trying to do here. 8/10 quit the shit Hank damn https://t.co/3r7wjfsXHc\n",
      "RT @dog_rates: This is Carly. She's actually 2 dogs fused together. Very innovative. Probably has superpowers. 12/10 for double dog https:/…\n",
      "This is Ace. He's a window washer. One of the best around. 11/10 helpful af https://t.co/sTuRoYfzPv\n",
      "So this just changed my life. 13/10 please enjoy  https://t.co/dsv4xAtfv7\n",
      "Say hello to Tayzie. She's a Barbadian Bugaboop. Seems quite social. A rare quality for a Bugaboop. 10/10 petable af https://t.co/6qF5YZx6OV\n",
      "This is Carl. He's very powerful. 12/10 don't mess with Carl https://t.co/v5m2bIukXc\n",
      "This is Grizzie. She's a semi-submerged Bahraini Buttersplotch. Appears alert af. Snazzy tongue. 11/10 would def pet https://t.co/WZ4zzkXXnW\n",
      "RT @dog_rates: HEY PUP WHAT'S THE PART OF THE HUMAN BODY THAT CONNECTS THE FOOT AND THE LEG? 11/10 so smart https://t.co/XQ1tRUmO3z\n",
      "Nothing better than a doggo and a sunset. 10/10 majestic af https://t.co/xVSodF19PS\n",
      "Hooman used Pokeball\n",
      "*wiggle*\n",
      "*wiggle*\n",
      "Doggo broke free \n",
      "10/10 https://t.co/bWSgqnwSHr\n",
      "Here are three doggos completely misjudging an airborne stick. Decent efforts tho. All 9/10 https://t.co/HCXQL4fGVZ\n",
      "Hopefully this puppo on a swing will help get you through your Monday. 11/10 would push https://t.co/G54yClasz2\n",
      "Here's a doggo trying to catch some fish. 8/10 futile af (vid by @KellyBauerx) https://t.co/jwd0j6oWLE\n",
      "RT @dog_rates: Everyone needs to watch this. 13/10 https://t.co/Bb3xnpsWBC\n",
      "This is Brody. He's a lifeguard. Always prepared for rescue. 12/10 would fake drown just to get saved by him https://t.co/olDmwNjOy1\n",
      "This is Lola. She's a surfing pupper. 13/10 magical af https://t.co/BlGQkhM5EV\n",
      "This is Ruby. Her ice cube is melting. She doesn't know what to do about it. 11/10 https://t.co/Vfc3eAFl2q\n",
      "This is Tucker. He's very camera shy. 12/10 would give stellar belly rubs to https://t.co/BJRsxuLF1w\n",
      "This is Fred. He's having one heck of a summer. 11/10 https://t.co/I7SFchkNk4\n",
      "This is Toby. A cat got his tongue. 13/10 adorable af https://t.co/fHQrBKYSLC\n",
      "Please stop sending it pictures that don't even have a doggo or pupper in them. Churlish af. 5/10 neat couch tho https://t.co/u2c9c7qSg8\n",
      "This is Max. She has one ear that's always slightly more alert than the other. 10/10 wonky af https://t.co/5eJg69G8vY\n",
      "Here's a pupper that's very hungry but too lazy to get up and eat. 12/10 (vid by @RealDavidCortes) https://t.co/lsVAMBq6ex\n",
      "This is Gilbert. He's being chased by a battalion of miniature floof cows. 10/10 we all believe in you Gilbert https://t.co/wayKZkDRTG\n",
      "\"This photographer took pics of her best friend before and after she told them they were beautiful\" 12/10 https://t.co/510gJW9fsy\n",
      "This is Cooper. He's just so damn happy. 10/10 what's your secret puppo? https://t.co/yToDwVXEpA\n",
      "Meet Milo. He hauled ass until he ran out of treadmill and then passed out from exhaustion. 11/10 sleep tight pupper https://t.co/xe1aGZNkcC\n",
      "This is Meyer. He has to hold somebody's hand during car rides. He's also wearing a seatbelt. 12/10 responsible af https://t.co/WS6BoApYyL\n",
      "This is Malcolm. He's absolutely terrified of heights. 8/10 hang in there pupper https://t.co/SVU00Sc9U2\n",
      "This is Arnie. He's a Nova Scotian Fridge Floof. Rare af. 12/10 https://t.co/lprdOylVpS\n",
      "This is Zoe. She was trying to stealthily take a picture of you but you just noticed. 9/10 not so sneaky pupper https://t.co/FfH3o88Vta\n",
      "13/10 such a good doggo\n",
      "@spaghemily\n",
      "And finally, happy 4th of July from the squad 🇺🇸 13/10 for all https://t.co/Mr8Lr3iOUe\n",
      "This is Stewie. He will roundhouse kick anyone who questions his independence. 11/10 free af https://t.co/dDx2gKefYo\n",
      "This is Calvin. He just loves America so much. 10/10 would roll around in flag with https://t.co/RXdzWaCQHm\n",
      "Meet Lilah. She agreed on one quick pic. Now she'd like to go mentally prepare for the onslaught of fireworks. 11/10 https://t.co/enCpXzZHkD\n",
      "This is Spanky. He was a member of the 2002 USA Winter Olympic speed skating team. Accomplished af. 12/10 https://t.co/7tlZPrePXd\n",
      "Pause your cookout and admire this pupper's nifty hat. 10/10 https://t.co/RG4C9IdNJM\n",
      "This is Jameson. He had a few too many in the name of freedom. I can't not respect that. 11/10 'Merica https://t.co/8zQvXM6pG5\n",
      "This is Beau. He's trying to keep his daddy from packing to leave for Annual Training. 13/10 and now I'm crying https://t.co/7JeDfQvzzI\n",
      "Meet Jax &amp; Jil. Jil is yelling the pledge of allegiance. If u cant take the freedom get out the kitchen Jax. 10/10s https://t.co/jrg29NDNhI\n",
      "Meet Piper. She's an airport doggo. Please return your tray table to its full pupright and locked position. 11/10 https://t.co/D17IAcetmM\n",
      "This is Bo. He emanates happiness. 12/10 I could cut the freedom with a knife https://t.co/c7LNFt39eR\n",
      "This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh\n",
      "This is Lucy. She's a Benebop Cumberplop. 12/10 would hold against my face https://t.co/4yXa801fgl\n",
      "This is Finn. He's the most unphotogenic pupper of all time. 11/10 https://t.co/qvA2rCUl6v\n",
      "Duuun dun... duuun dun... dunn  dun. dunn dun. dun dun dun dun dun dun dun dun dun dun dun dun dun dun dun. 10/10 https://t.co/9qdJ2Q1Cwx\n",
      "This is George. He just remembered that bees are dying globally at an alarming rate. Scary stuff George. 10/10 https://t.co/lznl6QGkYc\n",
      "This is Blu. He's a wild bush Floofer. I wish anything made me as happy as bushes make Blu. 12/10 would frolic with https://t.co/HHUAnBb6QB\n",
      "This is Boomer. He's self-baptizing. Other doggo not ready to renounce sins. 11/10 spiritually awakened af https://t.co/cRTJiQQk9o\n",
      "Meet Winston. He's pupset because I forgot to mention that it's Canada Day today. 11/10 please forgive me Winston https://t.co/xEY8dbJxnF\n",
      "This is Dietrich. He hops at random. Other doggos don't understand him. It upsets him greatly. 8/10 would comfort https://t.co/U8cSRz8wzC\n",
      "What jokester sent in a pic without a dog in it? This is not @rock_rates. This is @dog_rates. Thank you ...10/10 https://t.co/nDPaYHrtNX\n",
      "Say hello to Divine Doggo. Must be magical af. 13/10 would be an honor to pet https://t.co/BbcABzohKb\n",
      "#BarkWeek is getting rather heckin terrifying over here. Doin me quite the spooken. 13/10 (vid by @corgi_zero) https://t.co/eA7k1ZQslA\n",
      "Meet Tripp. He's being eaten by a sherk and doesn't even care. Unfazed af. 11/10 keep doin you Tripp https://t.co/gGxjthmG1c\n",
      "That is Quizno. This is his beach. He does not tolerate human shenanigans on his beach. 10/10 reclaim ur land doggo https://t.co/vdr7DaRSa7\n",
      "This is one of the most reckless puppers I've ever seen. How she got a license in the first place is beyond me. 6/10 https://t.co/z5bAdtn9kd\n",
      "This is Cora. She rings a bell for treats. 12/10 precious af (vid by @skyehellenkamp) https://t.co/uUncaAGH18\n",
      "\"So... we meat again\" (I'm so sorry for that pun I couldn't resist pls don't unfollow) 10/10 https://t.co/XFBrrqapZa\n",
      "SWIM AWAY PUPPER SWIM AWAY 13/10 #BarkWeek  https://t.co/QGGhZoTcwy\n",
      "This is Duke. He permanently looks like he just tripped over something. 11/10 https://t.co/1sNtG7GgiO\n",
      "This sherk must've leapt out of the water and into the canoe, trapping the human. Won't even help paddle smh. 7/10 https://t.co/KubWEqOIgO\n",
      "Stop what you're doing and watch this heckin masterpiece right here. Both 13/10 https://t.co/3BOVI2WZoH\n",
      "PUPPER NOOOOO BEHIND YOUUU 10/10 pls keep this pupper in your thoughts https://t.co/ZPfeRtOX0Q\n",
      "Pls don't send more sherks. I don't care how seemingly floofy they are. It does me so much frighten. Thank u. 11/10 https://t.co/oQqlOsla4R\n",
      "This is a mighty rare blue-tailed hammer sherk. Human almost lost a limb trying to take these. Be careful guys. 8/10 https://t.co/TGenMeXreW\n",
      "This is Huxley. He's pumped for #BarkWeek. Even has a hat. Ears are quite magical. 11/10 would remove hat to pat https://t.co/V7h5NMYbYz\n",
      "Viewer discretion is advised. This is a terrible attack in progress. Not even in water (tragic af). 4/10 bad sherk https://t.co/L3U0j14N5R\n",
      "Other pupper asked not to have his identity shared. Probably just embarrassed about the headbutt. Also 12/10 it'll be ok mystery pup\n",
      "This is Keurig. He apparently headbutts other dogs to greet them. Not cool Keurig. So fluffy tho 12/10  https://t.co/zexdr61Q5M\n",
      "This is Bookstore and Seaweed. Bookstore is tired and Seaweed is an asshole. 10/10 and 7/10 respectively https://t.co/eUGjGjjFVJ\n",
      "Again w the sharks guys. This week is about dogs ACTING or DRESSING like sharks. NOT actual sharks. Thank u ...11/10 https://t.co/Ie2mWXWjpr\n",
      "Guys pls stop sending actual sharks. It's too dangerous for me and the people taking the photos. Thank you ...10/10 https://t.co/12lICZN2SP\n",
      "Never seen a shark hold another shark like this before. Must be evolving. Both 10/10 please only send dogs though https://t.co/x4IUNKV79Y\n",
      "This is Linus. He just wanted to say hello but no one's paying attention. 12/10 (vid by @rebeccacollinzz) https://t.co/VCijm2eVpR\n",
      "RT @dog_rates: This pupper killed this great white in an epic sea battle. Now wears it as a trophy. Such brave. Much fierce. 13/10 https://…\n",
      "This is Atticus. He's remaining calm but his costume looks terrified. 11/10 https://t.co/uT7QeZI34U\n",
      "This is Clark. He's deadly af. Clearly part shark (see pic 2). 10/10 would totally still try to pet https://t.co/dmdEBOEctC\n",
      "Guys... I said DOGS with \"shark qualities\" or \"costumes.\" Not actual sharks. This did me a real frighten ...11/10 https://t.co/DX1JUHJVN7\n",
      "PUPDATE: can't see any. Even if I could, I couldn't reach them to pet. 0/10 much disappointment https://t.co/c7WXaB2nqX\n",
      "This is a carrot. We only rate dogs. Please only send in dogs. You all really should know this by now ...11/10 https://t.co/9e48aPrBm2\n",
      "Guys... Dog Jesus 2.0\n",
      "13/10 buoyant af https://t.co/CuNA7OwfKQ\n",
      "When you just can't resist... 10/10 topnotch tongue https://t.co/jeWEGUgbXf\n",
      "This is Maddie. She gets some wicked air time. Hardcore barkour. 11/10 nimble af https://t.co/bROYbceZ1u\n",
      "Meet Abby. She's incredibly distracting. Just wants to help steer. Hazardous af. Still 12/10 would pet while driving https://t.co/gLbLiZtwsp\n",
      "Here's a golden floofer helping with the groceries. Bed got in way. Still 11/10 helpful af (vid by @categoen) https://t.co/6ZRoZUWFmd\n",
      "RT @dog_rates: This is Shaggy. He knows exactly how to solve the puzzle but can't talk. All he wants to do is help. 10/10 great guy https:/…\n",
      "This is Shiloh. She did not pass the soft mouth egg test. 10/10 would absolutely still pet https://t.co/PlR6hjqvr5\n",
      "This is an Iraqi Speed Kangaroo. It is not a dog. Please only send in dogs. I'm very angry with all of you ...9/10 https://t.co/5qpBTTpgUt\n",
      "This is Gustav. He has claimed that plant. It is his now. 10/10 would not try to take his plant away https://t.co/uRI7HBgGJX\n",
      "This is Arlen and Thumpelina. They are best pals. Cuddly af. 11/10 for both puppers https://t.co/VJgbgIzIHx\n",
      "This is Gus. He didn't win the Powerball. Quite perturbed about it. Still 10/10 would comfort in time of need https://t.co/3wc246LOtu\n",
      "This is Percy. He fell asleep at the wheel. Irresponsible af. 7/10 absolute menace on the roadway https://t.co/QHbvtvaw8E\n",
      "This is Lenox. She's in a wheelbarrow. Silly doggo. You don't belong there. 10/10 would push around https://t.co/oYbVR4nBsR\n",
      "We only rate dogs. Pls stop sending in non-canines like this Jamaican Flop Seal. This is very very frustrating. 9/10 https://t.co/nc53zEN0hZ\n",
      "This is Sugar. She excels underwater. 12/10 photogenic af https://t.co/AWMeXJJz64\n",
      "This is Jeffrey. He wasn't prepared to execute such advanced barkour. Still 11/10 would totally pet https://t.co/MuuwkkLrHh\n",
      "This is Oliver. He's downright gorgeous as hell. Should be on the cover of Dogue. 12/10 would introduce to mom https://t.co/BkgU3rrsXA\n",
      "This is Abby. She got her face stuck in a glass. Churlish af. 9/10 rookie move puppo https://t.co/2FPb45NXrK\n",
      "Say hello to Indie and Jupiter. They're having a stellar day out on the boat. Both 12/10 adorbz af https://t.co/KgSEkrPA3r\n",
      "This is Harvey. He's stealthy af. 10/10 would do my best to pet https://t.co/zAzaRT6NnT\n",
      "This is Blanket. She has overthrown her human. Demands walks like this every hour on the hour. 11/10 so damn fluffy https://t.co/hrJugNHs2Z\n",
      "Here's a doggo realizing you can stand in a pool. 13/10 enlightened af (vid by Tina Conrad) https://t.co/7wE9LTEXC4\n",
      "This is actually a pupper and I'd pet it so well. 12/10\n",
      "https://t.co/RNqS7C4Y4N\n",
      "This is Geno. He's a Wrinkled Baklavian Velveeta. Looks sad but that's just the extra skin. 11/10 would smoosh face https://t.co/Kxda28JmQ2\n",
      "When you're given AUX cord privileges from the back seat and accidentally start blasting an audiobook... both 10/10 https://t.co/gCCrY8P0K9\n",
      "RT @dog_rates: Extremely intelligent dog here. Has learned to walk like human. Even has his own dog. Very impressive 10/10 https://t.co/0Dv…\n",
      "Meet Stark. He just had his first ice cream cone. Got some on his nose. Requests your assistance. 10/10 would assist https://t.co/YwfN1lbpKA\n",
      "This is Harold. He looks slippery af. Probably difficult to hug. Would still try tho. 7/10 great with kids I bet https://t.co/EVuqdEO66N\n",
      "Say hello to Bentley and Millie. They do everything together. Besties forever. Both 11/10 https://t.co/vU3tKr4vTn\n",
      "This is Beya. She doesn't want to swim, so she's not going to. 13/10 nonconforming af (vid by @HappyTailsResor) https://t.co/qGeVjHSUKH\n",
      "This is Kilo. He cannot reach the snackum. Nifty tongue, but not nifty enough. 10/10 maybe one day puppo https://t.co/gSmp31Zrsx\n",
      "This is a very rare Great Alaskan Bush Pupper. Hard to stumble upon without spooking. 12/10 would pet passionately https://t.co/xOBKCdpzaa\n",
      "Meet Kayla, an underground poker legend. Players lose on purpose hoping she'll let them pet her. 10/10 strategic af https://t.co/EkLku795aO\n",
      "For anyone who's wondering, this is what happens after a doggo catches it's tail... 11/10 https://t.co/G4fNhzelDv\n",
      "This is Maxaroni. He's pumped as hell for the summer. Been working on his beach bod for so long. 10/10 https://t.co/UHvjxm9B0O\n",
      "Was just informed about this hero pupper and others like her. Another 14/10, would be an absolute honor to pet https://t.co/hBTzPmj36Z\n",
      "This is Bell. She likes holding hands. 12/10 would definitely pet with other hand https://t.co/BXIuvkQO9b\n",
      "This is Phil. That's his comfort stick. He holds onto it whenever he's sad. 11/10 don't be sad Phil https://t.co/ULdPY6CLpq\n",
      "This is Doug. He's trying to float away. 12/10 you got this Doug https://t.co/bZaHC3lvTL\n",
      "This is Edmund. He sends stellar selfies. Cute af. 8/10 would totally snapchat with this pupper https://t.co/PprXoqZuKY\n",
      "When your crush won't pay attention to you. Both 10/10 tragic af https://t.co/d3LELGVlqu\n",
      "Meet Aqua. She's a sandy pupper. Not sure how she feels about being so sandy. Radical tongue slip. 11/10 petable af https://t.co/rYxJ0UQtbE\n",
      "This is Tucker. He's still figuring out couches. 9/10 keep your head up pup https://t.co/pXU77HPbJ5\n",
      "This is Theodore. He just saw an adult wearing crocs. Did him a frighten. Lost other ear back in nam. 12/10 hero af https://t.co/O4iw9NlLaQ\n",
      "This is Ted. He's given up. 11/10 relatable af https://t.co/7muyOQXbGJ\n",
      "This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC\n",
      "This is Leo. He's a vape god. Blows o's for days. Probably drives a Subaru. Definitely owns multiple fedoras. 10/10 https://t.co/nt2x3fHaRJ\n",
      "Here we are witnessing the touchdown of a pupnado. It's not funny it's actually very deadly. 9/10 might still pet https://t.co/CmLoKMbOHv\n",
      "This is Chip. He only mowed half the yard. 8/10 quit the shit Chip we have other things to do https://t.co/LjzZKQ7vmK\n",
      "Meet Baloo. He's expecting a fast ground ball, hence the wide stance. Prepared af. 11/10 nothing runs like a pupper https://t.co/sMbMw5Z2XC\n",
      "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",
      "When the photographer forgets to tell you where to look... 10/10 https://t.co/u1GHWxhC85\n",
      "This is Chase. He's in a predicament. 9/10 help is on the way buddy https://t.co/0HmBk5sSbW\n",
      "This is getting incredibly frustrating. This is a Mexican Golden Beaver. We only rate dogs. Only send dogs ...10/10 https://t.co/0yolOOyD3X\n",
      "This is Nollie. She's waving at you. If you don't wave back you're a monster. She's also portable as hell. 12/10 https://t.co/7AKdkCOlMf\n",
      "Say hello to Rorie. She's zen af. Just enjoying a treat in the sunlight. 10/10 would immediately trade lives with https://t.co/yctnFptdQ1\n",
      "This is Simba. He's the grand prize. The trophy is just for participation. 12/10 would pet so damn well https://t.co/4qiuC0lXq5\n",
      "Here's a doggo that don't need no human. 12/10 independent af (vid by @MichelleLiuCee) https://t.co/vdgtdb6rON\n",
      "Meet Benji. He just turned 1. Has already given up on a traditional pupper physique. Just inhaled that thing. 9/10 https://t.co/sLUC4th3Zj\n",
      "This... is a Tyrannosaurus rex. We only rate dogs. Please only send in dogs. Thank you ...10/10 https://t.co/zxw8d5g94P\n",
      "This is Kyle. He's a heavy drinker and an avid pot user. Just wants to be pupular. 6/10 I can't support this Kyle https://t.co/rRULp7XFnO\n",
      "Here's a doggo blowing bubbles. It's downright legendary. 13/10 would watch on repeat forever (vid by Kent Duryee) https://t.co/YcXgHfp1EC\n",
      "@mount_alex3 13/10\n",
      "This is Charles. He's a Nova Scotian Towel Pouncer. Deadly af. Nifty tongue slip. 11/10 would pet with caution https://t.co/EfejX3iRGr\n",
      "When a single soap orb changes your entire perception of the universe... 10/10 https://t.co/9eCXpVExJc\n",
      "This is Bayley. She fell asleep trying to escape her evil fence enclosure. 11/10 night night puppo https://t.co/AxSiqAKEKu\n",
      "\"Don't talk to me or my son ever again\" ...10/10 for both https://t.co/s96OYXZIfK\n",
      "For the last time, we only rate dogs. Pls stop sending other animals like this Duck-Billed Platypus. Thank you. 9/10 https://t.co/twxYcPOafl\n",
      "This is Axel. He's a professional leaf catcher. 12/10 gifted af https://t.co/P8bgOMMTRs\n",
      "This is Storkson. He's wet and sad. 10/10 cheer up pup https://t.co/nrzvzPuTvC\n",
      "This is Remy. He has some long ass ears (probably magical). Also very proud of broken stick. 10/10 such a good boy https://t.co/EZx0YjPjPK\n",
      "This is Bella. She's ubering home after a few too many drinks. 10/10 socially conscious af https://t.co/KxkOgq80Xj\n",
      "We only rate dogs. Pls stop sending in non-canines like this Slovak Car Bunny. It makes my job very difficult. 11/10 https://t.co/VflvQLH2y5\n",
      "Just wanted to share this super rare Rainbow Floofer in case you guys haven't seen it yet. 13/10 colorful af https://t.co/CaG9MzD3WT\n",
      "Say hello to Lily. She's not injured or anything. Just wants everyone to hear her. 9/10 clever af https://t.co/3xqGVH0Dhw\n",
      "Everybody stop what you're doing and watch these puppers enjoy summer. Both 13/10 https://t.co/wvjqSCN6iC\n",
      "This is Chadrick. He's gnarly af 13/10 https://t.co/447tyBN0mW\n",
      "Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX\n",
      "This is Rory. He's extremely impatient. 11/10 settle down pupper https://t.co/e3tfXJLi40\n",
      "We only rate dogs. Please stop sending in non-canines like this Alaskan Flop Turtle. This is very frustrating. 10/10 https://t.co/qXteK6Atxc\n",
      "Right after you graduate vs when you remember you're on your own now and can barely work a washing machine ...10/10 https://t.co/O1TLuYjsNS\n",
      "This is Maxaroni. He's curly af. Also rather fabulous. 11/10 would hug well https://t.co/A216OjIdca\n",
      "*faints* 12/10 perfection in pupper form https://t.co/t6TxTwTLEK\n",
      "This is Dakota. He hasn't grow into his skin yet. 11/10 would squeeze softly https://t.co/IvFSlNXpgj\n",
      "We only rate dogs. Please stop sending in your 31 year old sons that won't get out of your house. Thank you... 11/10 https://t.co/aTU53NNUkt\n",
      "This is Kellogg. He accidentally opened the front facing camera. 8/10 get it together doggo https://t.co/MRYv7nDPyS\n",
      "Meet Buckley. His family &amp; some neighbors came over to watch him perform but he's nervous af. 9/10 u got this pupper https://t.co/5bdCpPlno9\n",
      "This is Jax. He's a literal fluffball. Sneaky tongue slip. 10/10 would pet nonstop https://t.co/9MGouPwQmK\n",
      "This dog is more successful than I will ever be. 13/10 absolute legend https://t.co/BPoaHySYwA\n",
      "This is Livvie. Someone should tell her it's been 47 years since Woodstock. Magical eyes tho 11/10 would stare into https://t.co/qw07vhVHuO\n",
      "When your friend is turnt af and you're just trying to chill. 10/10 (vid by @presgang) https://t.co/OufVDk23JC\n",
      "This is Terry. The harder you hug him the farther his tongue sticks out. 10/10 magical af https://t.co/RFToQQI8fJ\n",
      "This is Moose. He's a Polynesian Floofer. Dapper af. 10/10 would pet diligently https://t.co/mVfqRdppTL\n",
      "\"Ello this is dog how may I assist\" ...10/10 https://t.co/jeAENpjH7L\n",
      "This is Hermione. Her face is as old as time. Appears fluffy af tho. 11/10 pretty damn majestic https://t.co/0b41Q4DKCA\n",
      "Like father (doggo), like son (pupper). Both 12/10 https://t.co/pG2inLaOda\n",
      "This is Ralpher. He's an East Guinean Flop Dog. Cuddly af. 12/10 https://t.co/rVOLuNRpjH\n",
      "This is Aldrick. He looks wise af. Also exceptionally fluffy. Only two legs tho (unfortunate). 11/10 would still hug https://t.co/QwiCVLPMNL\n",
      "When your teacher agreed on 10,000 RTs and no final but after 24 hours you only have 37... 10/10 https://t.co/sVnJfWVjUp\n",
      "This is Kyle (pronounced 'Mitch'). He strives to be the best doggo he can be. 11/10 would pat on head approvingly https://t.co/aA2GiTGvlE\n",
      "This is Larry. He has no self control. Tongue still nifty af tho 11/10 https://t.co/ghyT4Ubk1r\n",
      "This is Solomon. He's a Beneroo Cumberflop. 12/10 would hug passionately https://t.co/5phLAnGPTP\n",
      "Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv\n",
      "We only rate dogs. Pls stop sending non-canines like this Bulgarian Eyeless Porch Bear. This is unacceptable... 9/10 https://t.co/2yctWAUZ3Z\n",
      "This is Rooney. He can't comprehend glass. 10/10 it'll be ok pupper https://t.co/CnUl2uDBBV\n",
      "This is Crystal. She's flawless. Really wants to be a frat bro. 11/10 who does she even know here? https://t.co/WyqNFvEulG\n",
      "This is Ziva. She doesn't know how her collar works. 11/10 would totally fix for her https://t.co/K7pthJXjWE\n",
      "This is Charles. He's camera shy. Tail longer than average. Doesn't look overwhelmingly fluffy. 6/10 would still pet https://t.co/rXvcElhoog\n",
      "Say hello to Ollie. He conducts this train. He also greets you as you enter. Kind af. 11/10 would pet so firmly https://t.co/jVxOGKEU0z\n",
      "\"Challenge completed\" \n",
      "(pupgraded to 12/10) https://t.co/85dTK7XCXB\n",
      "This is Stefan. He's a downright remarkable pup. 13/10 https://t.co/Ebjt6Y4fMh\n",
      "Meet Pupcasso. You can't afford his art. 13/10 talented af https://t.co/f2VUpy4WO0\n",
      "\"Challenge accepted\"\n",
      "10/10 https://t.co/vNjvr5Bl9u\n",
      "This is Puff. He started out on the streets (first pic), but don't let the new smile fool you, still tough af. 11/10 https://t.co/kiuXRXcg4B\n",
      "When you're way too slow for the \"down low\" portion of a high five. 13/10 https://t.co/Cofwoy7Vpq\n",
      "This is Flurpson. He can't believe it's not butter. 10/10 https://t.co/XD3ort1PsE\n",
      "This is Coleman. Somebody needs to tell him that he's sitting in chairs wrong. 8/10 https://t.co/O10zjJ2Ixs\n",
      "This is Wallace. He's a skater pup. He said see ya later pup. Can easily do a kick flip. Gnarly af. 10/10 v petable https://t.co/5i8fORVKgr\n",
      "This is Enchilada (yes, that's her real name). She's a Low-Cruisin Plopflopple. Very rare. Only a few left. 12/10 https://t.co/SiaiTWgsfP\n",
      "This is Raymond. He controls fountains with his tongue. 11/10 pretty damn magical https://t.co/9aMxSbOaAZ\n",
      "This is all I want in my life. 12/10 for super sleepy pupper https://t.co/4RlLA5ObMh\n",
      "This is Rueben. He has reached ultimate pupper zen state. 11/10 tranquil af https://t.co/Z167HgtnBi\n",
      "This is Cilantro. She's a Fellation Gadzooks. Eyes are super magical af. 12/10 could get lost in https://t.co/yJ26LNuyj5\n",
      "Here's a doggo struggling to cope with the winds. 13/10 https://t.co/qv3aUwaouT\n",
      "This pupper had to undergo emergency haircut surgery so he could hear again. 10/10 miraculous af https://t.co/fUyDIFkBwx\n",
      "This pupper was about to explain where that dirt came from but then decided against it. 11/10 https://t.co/SbaelU6zRs\n",
      "I swear to god if we get sent another Blue Madagascan Peacock we'll deactivate. We 👏 Only 👏 Rate 👏 Dogs... 9/10 https://t.co/bbta2Q4URK\n",
      "This is Karll. He just wants to go kayaking. 10/10 please someone take Karll kayaking already https://t.co/vXLkvyNQHp\n",
      "When you're trying to enjoy yourself but end up having to take care of your way too drunk friend. 11/10 https://t.co/BRkhj6tdN0\n",
      "This is Sprout. He's just precious af. 12/10 I'd do anything for Sprout https://t.co/DxlX1yTVYY\n",
      "This is Blitz. He's a new dad struggling to cope mentally with the pressures of being a father. Sick shades 10/10 https://t.co/2AVcJ2BZsy\n",
      "This is Bloop. He's a Phoenician Winnebago. Tongue is just wow. That box is all he has (tragic). 12/10 would caress https://t.co/DWNrPPXgHA\n",
      "I'm getting super heckin frustrated with you all sending in non canines like this ostrich. We only rate dogs... 9/10 https://t.co/Rgbni2Ns8z\n",
      "This is Colby. He's currently regretting all those times he shook your hand for an extra treat. 12/10 https://t.co/vtVHtKFtBH\n",
      "Say hello to Lillie. She's a Rutabagan Floofem. Poor pupper ate and then passed out. 11/10 relatable af https://t.co/uIdGqug9rw\n",
      "This is Lola. She's a Butternut Splishnsplash. They are known to be ferocious af. 12/10 would absolutely still pet https://t.co/adQt5a6TZU\n",
      "Pup had to be removed cuz it wouldn't have been fair to the opposing team. 13/10 absolute legend ⚽️\n",
      "https://t.co/BHICimO58W\n",
      "This is Fred-Rick. He dabbles in parkour. The elevation gives him power. 12/10 hopefully visiting a mailbox near you https://t.co/qFqLtudIiD\n",
      "Nothin better than a doggo and a sunset. 11/10 https://t.co/JlFqOhrHEs\n",
      "This is Ashleigh. She's having Coachella withdrawals. Didn't even go tho. 10/10 stay strong pupper https://t.co/nRUaKWnJfH\n",
      "This is Kreggory. He just took a look at his student debt. 10/10 can't even comprehend it https://t.co/XTsZTgilnT\n",
      "This is Sarge. Not even he knows what his tongue is doing, but it's pretty damn spectacular. 10/10 https://t.co/pIQEdbBxdL\n",
      "This is Luther. He saw a ghost. Spooked af. 11/10 hang in there pupper https://t.co/EdKG43VvEl\n",
      "This is Sugar. She's a Bolivian Superfloof. Spherical af. 12/10 would never let go of https://t.co/AhMfUu6Onm\n",
      "This is Reginald. He starts screaming at random. 12/10 cuddly af https://t.co/YgNuDQbv89\n",
      "This is Ivar. She is a badass Viking warrior. Will sack your village. 10/10 savage af https://t.co/Dz6MiVssVU\n",
      "This is Jangle. She's addicted to broccoli. It's the only thing she cares about. Tragic af. 8/10 get help pup https://t.co/8dNWp1cSEa\n",
      "Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a\n",
      "Meet Schnitzel. He's a Tropicana Floofboop. Getting too big for his favorite basket. 12/10 just so damn fluffy https://t.co/qjd0UJKYUY\n",
      "This is Panda. He's happy af. 11/10 https://t.co/IOAk9i4UvE\n",
      "This is Oliver. Bath time is upon him. His fear of the wetness postpones his ultimate pupper destiny. 11/10 https://t.co/AFzzKqR4tT\n",
      "This is Archie. He hears everything you say. Doesn't matter where you are. 12/10 https://t.co/0l4I8famYp\n",
      "This is Berkeley. He's in a predicament. 10/10 someone help him https://t.co/XSEXdQupej\n",
      "Garden's coming in nice this year. 10/10 https://t.co/5Lra3e4rrw\n",
      "This is Ralphé. He patrols the lake. Looking for babes. 11/10 https://t.co/Pb6iMmo0wk\n",
      "This is Derek. He just got balled on. Can't even get up. Poor thing. 10/10 hang in there pupper https://t.co/BIRRF3bcWH\n",
      "This is Charleson. He lost his plunger. Looked everywhere. Can't find it. So sad. 9/10 would comfort https://t.co/pRHX8yn9Yu\n",
      "This is Neptune. He's a Snowy Swiss Mountain Floofapolis. Cheeky wink. Tongue nifty af. 11/10 would pet so firmly https://t.co/SoZq2Xoopv\n",
      "This doggo was initially thrilled when she saw the happy cartoon pup but quickly realized she'd been deceived. 10/10 https://t.co/mvnBGaWULV\n",
      "This is Clyde. He's making sure you're having a good train ride. 12/10 great pupper https://t.co/y206kWHAj0\n",
      "This is Harnold. He accidentally opened the front facing camera. 10/10 get it together Harnold https://t.co/S6JHaSMtln\n",
      "Meet Sid &amp; Murphy. Murphy floats alongside Sid and whispers motivational quotes in his ear. Magical af. Both 11/10 https://t.co/7mmjyearQW\n",
      "Say hello to Lucy and Sophie. They think they're the same size. Both 10/10 would snug at same time https://t.co/HW50zkcf2R\n",
      "This is Pippa. She managed to start the car but is waiting for you to buckle up before driving. Responsible af 11/10 https://t.co/htrlmC7saz\n",
      "This is Sadie. She is prepared for battle. 10/10 https://t.co/JRckDkZVRT\n",
      "This is Otis. Everybody look at Otis. 12/10 would probably faint while petting https://t.co/I9qoe1uEih\n",
      "We normally don't rate marshmallows but this one appears to be flawlessly toasted so I'll make an exception. 10/10 https://t.co/D9jbbmPmos\n",
      "This is Carper. He's a Tortellini Angiosperm. In desperate need of a petting. 11/10 would hug softly https://t.co/lK9YDkRzPj\n",
      "Get you a pup that can do both. 10/10 https://t.co/zSbyvm62xZ\n",
      "Meet Bowie. He's listening for underground squirrels. Smart af. Left eye is considerably magical. 9/10 would so pet https://t.co/JyNmyjy3fe\n",
      "This pic is old but I hadn't seen it until today and had to share. Creative af. 13/10 very good boy, would pet well https://t.co/4kD16wMA1Z\n",
      "This is Alexanderson. He's got a weird ass birth mark. Dreadful at fetch. Won't eat kibble. 3/10 wtf @Target https://t.co/FmxOpf2Sgl\n",
      "This is Suki. She was born with a blurry tail (unfortunate). Next level tongue tho. 11/10 nifty hardwood https://t.co/05S8oYztgb\n",
      "This is Barclay. His father was a banana. 11/10 appeeling af https://t.co/ucOEfr2rjV\n",
      "Here's a badass mystery pupper. You weren't aware that you owe him money, but you do. 10/10 shades sick af https://t.co/fv9e9AtzSG\n",
      "People please. This is a Deadly Mediterranean Plop T-Rex. We only rate dogs. Only send in dogs. Thanks you... 11/10 https://t.co/2ATDsgHD4n\n",
      "This is Skittle. He's trying to communicate. 11/10 solid effort https://t.co/6WTfJvtKx6\n",
      "This is Ebby. She's a Zimbabwean Feta. Embarrassed by ridiculously squishy face. 9/10 would squeeze softly https://t.co/LBJqxMGaHi\n",
      "This is Flávio (pronounced Baxter). He's a Benesnoop Cumberdog. Super rare. Symmetrical. 12/10 would pet so well https://t.co/fGgleFiBPq\n",
      "This is Smokey. He's having some sort of existential crisis. 10/10 hang in there pupper https://t.co/JmgF4dMpw0\n",
      "This is Link. He struggles with couches. 10/10 would assist https://t.co/SbX4e6Yg3o\n",
      "Meet Jennifur. She's supposed to be navigating. Not even buckled up. Insubordinate &amp; churlish. 11/10 would still pet https://t.co/h0trcJohYO\n",
      "There has clearly been a mistake. Pup did nothing wrong. 12/10 would help escape\n",
      "https://t.co/Juid3nnLbC\n",
      "This is Ozzy. He's acrobatic af. Legendary pupper status achieved. 13/10 https://t.co/gHWsCTu90E\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 Stephanus. She stays woke. 12/10 https://t.co/WIWabMngQZ\n",
      "Here's a super majestic doggo and a sunset 11/10 https://t.co/UACnoyi8zu\n",
      "This is Bubbles. He's a Yorkshire Piccolope. 11/10 would snug aggressively https://t.co/3BhMojONxq\n",
      "This is old now but it's absolutely heckin fantastic and I can't not share it with you all. 13/10  https://t.co/wJX74TSgzP\n",
      "This is a taco. We only rate dogs. Please only send in dogs. Dogs are what we rate. Not tacos. Thank you... 10/10 https://t.co/cxl6xGY8B9\n",
      "This is Bentley. He gives kisses back. 11/10 precious af (vid by @emmaallen25) https://t.co/9PnKkKzoUp\n",
      "Meet Toby. He's a Lithuanian High-Steppin Stickeroo. One of the more accomplished Stickeroos around. 10/10 so nifty https://t.co/cYPHuJYTjC\n",
      "This is Zeus. He's downright fabulous. 12/10 https://t.co/sSugyyRuTp\n",
      "This is Bertson. He just wants to say hi. 11/10 would boop nose https://t.co/hwv7Wq6gDA\n",
      "This is Oscar. He's a world renowned snowball inspector. It's a ruff job but someone has to do it. 10/10 great guy https://t.co/vSufMAKm3C\n",
      "This is Nico. His selfie game is strong af. Excellent use of a sneaky tongue slip. 10/10 star material https://t.co/1OBdJkMOFx\n",
      "This is Michelangelope. He's half coffee cup. Rare af. 12/10 would hug until someone stopped me https://t.co/tvVDY0G911\n",
      "This is Siba. She's remarkably mobile. Very sleepy as well. 12/10 would happily transport https://t.co/TjnI33RE1i\n",
      "This is Calbert. He forgot to clear his Google search history. 9/10 rookie mistake Calbert https://t.co/jRm5J3YCmj\n",
      "Just in case anyone's having a bad day. 12/10 would bounce with https://t.co/T9sgP9ttnQ\n",
      "This is Curtis. He's an Albino Haberdasher. Terrified of dandelions. They really spook him up. 10/10 it'll be ok pup https://t.co/s8YcfZrWhK\n",
      "This is Benedict. He's a feisty pup. Needs a brushing. Portable af. Looks very angry actually. 4/10 might not pet https://t.co/3oeFfHjv0Z\n",
      "Here are two lil cuddly puppers. Both 12/10 would snug like so much https://t.co/zO4eb7C4tG\n",
      "This is Blitz. He screams. 10/10 (vid by @yeaahliv) https://t.co/MfW2aym5UF\n",
      "Meet Travis and Flurp. Travis is pretty chill but Flurp can't lie down properly. 10/10 &amp; 8/10\n",
      "get it together Flurp https://t.co/Akzl5ynMmE\n",
      "This is Thumas. He hates potted plants. 8/10 wtf Thumas https://t.co/rDVueNIcEi\n",
      "Happy Easter from the squad! 🐇🐶 13/10 for all https://t.co/YMx4KWJUAB\n",
      "I know we only rate dogs, but since it's Easter I guess we could rate a bunny for a change. 10/10 petable as hell https://t.co/O2RlKXigHu\n",
      "This is Kanu. He's a Freckled Ticonderoga. Simply flawless. 12/10 would perform an elaborate heist to capture https://t.co/7vyAzIURrE\n",
      "This is Doug. His nose is legendary af. 12/10 (vid by @probably_trey) https://t.co/7IWKfbfihS\n",
      "Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1\n",
      "This is Piper. She would really like that tennis ball core. Super sneaky tongue slip. 12/10 precious af https://t.co/QP6GHi5az9\n",
      "Here we see an extremely rare Bearded Floofmallow. Only a few left in the wild. 11/10 would pet with a purpose https://t.co/jVJJKlPbvq\n",
      "This is Lance. Lance doesn't give a shit. 10/10 we should all be more like Lance https://t.co/SqnG9Ap28J\n",
      "Say hello to Opie and Clarkus. Clarkus fell asleep so Opie buried him. Ruthless af 10/10 for both https://t.co/xT7XaY4gnW\n",
      "This is Stubert. He just arrived. 10/10 https://t.co/HVGs5aAKAn\n",
      "Please don't send in any more polar bears. We only rate dogs. Thank you... 10/10 https://t.co/83RGhdIQz2\n",
      "Say hello to Sunny and Roxy. They pull things out of water together. 10/10 for both https://t.co/88aedAmxcl\n",
      "This is Kane. He's a semi-submerged Haitian Huffleplop. Happy af. Sick waterfall. 11/10 would pat head approvingly https://t.co/7zjEC501Ul\n",
      "Reminder that we made our first set of stickers available! All are 12/10 would stick\n",
      "Use code \"pupper\" at checkout🐶\n",
      "\n",
      "https://t.co/kJIMNyMNKV\n",
      "I can't even comprehend how confused this dog must be right now. 10/10 https://t.co/8AGcQ4hIfK\n",
      "This is Steven. He's inverted af. Also very helpful. Scans anything you want for free. Takes him a while tho. 7/10 https://t.co/tA0ZiQ7JcG\n",
      "Say hello to Olive and Ruby. They are best buddies. Both 11/10 \n",
      "1 like = 1 buddy https://t.co/yagmFdKlyL\n",
      "This is Chester. He's clearly in charge of the other dogs. Weird ass paws. Not fit for fetch. 6/10 would still pet https://t.co/o2GvskrhHt\n",
      "RT @twitter: @dog_rates Awesome Tweet! 12/10. Would Retweet. #LoveTwitter https://t.co/j6FQGhxYuN\n",
      "Meet Winston. He's trapped in a cup of coffee. Poor pupper. 10/10 someone free him https://t.co/2e6cUtKUuc\n",
      "Meet Roosevelt. He's calculating the best case scenario if he drops out instead of doing math hw. 11/10 relatable af https://t.co/QcSIRDpfVg\n",
      "I want to hear the joke this dog was just told. 10/10 https://t.co/1KiuZqqOD4\n",
      "Oh. My. God. 13/10 magical af https://t.co/Ezu6jQrKAZ\n",
      "This is Gary. He just wanted to say hi. 9/10 very personable pup https://t.co/Sk3CbhmKSW\n",
      "\"Please, no puparazzi\" 11/10 https://t.co/nJIXSPfedK\n",
      "What hooligan sent in pictures w/out a dog in them? Churlish af. 3/10 just bc that's a neat fluffy bean bag chair https://t.co/wcwoGOkZvz\n",
      "This is Chuckles. He had a balloon but he accidentally let go of it and it floated away. 11/10 hang in there pupper https://t.co/68iNM7B5gW\n",
      "Meet Milo and Amos. They are the best of pals. Both 12/10 would pet at the same time https://t.co/Mv37BHEyyD\n",
      "This is Staniel. His selfie game is strong af. 10/10 I'd snapchat with Staniel https://t.co/UgkTw7TKyM\n",
      "Say hello to Sora. She's an Egyptian Pumpernickel. Mesmerizing af. 12/10 would bring home to mom https://t.co/PmTR4kxZkq\n",
      "Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12\n",
      "I've watched this a million times and you probably will too. 12/10 (vid by @emily_galasso) https://t.co/DU7Rb3NDiy\n",
      "This is Beemo. He's a Chubberflop mix. 12/10 would cross the world for https://t.co/kzMVMU8HBV\n",
      "This is Oshie. 12/10 please enjoy (vid by @catherinec1389) https://t.co/VmtzwAuotq\n",
      "This is Gunner. He's a Figamus Newton. King of the peek-a-boo. Cool jeans. 11/10 https://t.co/ONuBILIYXZ\n",
      "We 👏🏻 only 👏🏻 rate 👏🏻 dogs. Pls stop sending in non-canines like this Dutch Panda Worm. This is infuriating. 11/10 https://t.co/odfLzBonG2\n",
      "The squad is back for St. Patrick's Day! ☘ 💚\n",
      "13/10 for all https://t.co/OcCDb2bng5\n",
      "This is Lacy. She's tipping her hat to you. Daydreams of her life back on the frontier. 11/10 would pet so well https://t.co/fG5Pk3Et1I\n",
      "This is Tater. His underbite is fierce af. Doesn't give a damn about your engagement photo. 8/10 https://t.co/nLuPY3pY12\n",
      "This pupper got her hair chalked for her birthday. Hasn't told her parents yet. Rebellious af. 11/10 very nifty https://t.co/h1OX2mLtxV\n",
      "Meet Watson. He's a Suzuki Tickleboop. Leader of a notorious biker gang. Only one ear functional. 12/10 snuggable af https://t.co/R1gLc5vDqG\n",
      "WeRateDogs stickers are here and they're 12/10! Use code \"puppers\" at checkout 🐶🐾\n",
      "\n",
      "Shop now: https://t.co/k5xsufRKYm https://t.co/ShXk46V13r\n",
      "*lets out a tiny whimper and then collapses* ...12/10 https://t.co/BNdVZEHRow\n",
      "This is Olaf. He's gotta be rare. Seems sturdy. Tail is floofy af. 12/10 would do whatever it takes to pet https://t.co/E9jaU59bh9\n",
      "This is Cecil. She's a Gigglefloof Poofer. Outdoorsy af. One with nature. 12/10 would strategically capture https://t.co/ijJB0DuOIC\n",
      "This is Vince. He's a Gregorian Flapjeck. White spot on legs almost looks like another dog (whoa). 9/10 rad as hell https://t.co/aczGAV2dK4\n",
      "Meet Karma. She's just a head. Lost body during the Second Punic War (unfortunate). Loves to travel 10/10 petable af https://t.co/c6af6nYEPo\n",
      "This is Billy. He sensed a squirrel. 8/10 damn it Billy https://t.co/Yu0K98VZ9A\n",
      "This is Walker. He's a Butternut Khalifa. Appears fuzzy af. 11/10 would hug for a ridiculous amount of time https://t.co/k6fEWHSALn\n",
      "This is Penny. She's trying on her prom dress. Stunning af 11/10 https://t.co/qcZDZGCapg\n",
      "From left to right:\n",
      "Cletus, Jerome, Alejandro, Burp, &amp; Titson\n",
      "None know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK\n",
      "This is Sammy. He's in a tree. Very excited about it. 13/10 https://t.co/CLe9ETEjeF\n",
      "Meet Rodney. He's a Ukranian Boomchicka. Outside but would like to be inside. Only has one ear (unfortunate) 10/10 https://t.co/FjAj3ggXrR\n",
      "This is Klevin. He's addicted to sandwiches (yes a hotdog is a sandwich fight me) It's tearing his family apart 9/10 https://t.co/7BkkVNu5pd\n",
      "This is Lucy. She doesn't understand fetch. 8/10 try turning off and back on (vid by @rileyyoungblood) https://t.co/RXjEwpVJf0\n",
      "Here's a pupper with magic eyes. Not wearing a seat belt tho (irresponsible af). Very distracting to driver. 9/10 https://t.co/5DLJB4ssvI\n",
      "Meet Malikai. He was rolling around having fun when he remembered the inevitable heat death of the universe. 10/10 https://t.co/Vd2FqHIIGn\n",
      "This is Mister. He's a wonderful father to his two pups. Heartwarming af. 10/10 for all https://t.co/2KcuJXL2r4\n",
      "This is Coco. She gets to stay on the Bachelor for another week. Super pumped 11/10 https://t.co/wsCB6LFNxD\n",
      "This is Smokey. He really likes tennis balls. 11/10 https://t.co/Ah7WlYTUBQ\n",
      "Meet Bear. He's a Beneboop Cumberclap. Extremely unamused. 13/10 I'm in love with this picture https://t.co/uC8kUqAz0W\n",
      "This is Bobble. He's a Croatian Galifianakis. Hears everything within 400 miles. 11/10 would snug diligently https://t.co/VwDc6PTDzk\n",
      "RT if you are as ready for summer as this pup is 12/10 https://t.co/xdNNEZdGJY\n",
      "This is Oliver. That is his castle. He protects it with his life. He's also squishy af. 10/10 would squish softly https://t.co/oSuEGw0BhX\n",
      "This is River. He's changing the trumpet game. Innovative af. 11/10 such a good boy https://t.co/tK7a0AxQfd\n",
      "This is Jebberson. He's the reigning hide and seek world champion. 10/10 hasn't lost his touch https://t.co/VEFkvWCoHF\n",
      "Please stop sending in non canines like this Guatemalan Twiggle Bunny. We only rate dogs. Only send in dogs... 11/10 https://t.co/XKhobeGuvT\n",
      "This is Cooper. He basks in the glory of rebellion. 9/10 probably a preteen https://t.co/kDamUfeIpm\n",
      "This is Remington. He was caught off guard by the magical floating cheese. Spooked af. 10/10 deep breaths pup https://t.co/mhPSADiJmZ\n",
      "Everybody stop what you're doing and watch this video. Frank is stuck in a loop. 13/10 (Vid by @klbmatty) https://t.co/5AJs8TIV1U\n",
      "This is Farfle. He lost his back legs during the Battle of Gettysburg. Goes 0-60 in 4.3 seconds (damn) 12/10 hero af https://t.co/NiQQWzIzzq\n",
      "@serial @MrRoles OH MY GOD I listened to all of season 1 during a single road trip. I love you guys! I can confirm Bernie's 12/10 rating :)\n",
      "Meet Rufus. He's a Honeysuckle Firefox. Curly af. Badass tie. About to go on his first date ever 11/10 good luck pup https://t.co/dGoTWNfIsm\n",
      "This is Sadie. She's a Bohemian Rhapsody. Remarkably portable. Could sneak on roller coasters with (probably). 11/10 https://t.co/DB8fyeDs8B\n",
      "When your roommate eats your leftover Chili's but you pretend it's no big deal cuz you fat anyway. 10/10 head up pup https://t.co/0nMgoue8IR\n",
      "He's doing his best. 12/10 very impressive that he got his license in the first place  https://t.co/2vRmkkOLcN\n",
      "This is Jiminus. He's in a tub for some reason. What a jokester. Smh 7/10 churlish af https://t.co/84L4ED9Tpi\n",
      "We usually don't rate marshmallows but this one's having so much fun in the snow. 10/10 (vid by @kylejk24) https://t.co/NL2KwOioBh\n",
      "This is Harper. She scraped her elbow attempting a backflip off a tree. Valiant effort tho. 12/10 https://t.co/oHKJHghrp5\n",
      "This is Keurig. He's a rare dog. Laughs like an idiot tho. Head is basically a weapon. Poorly maintained goatee 4/10 https://t.co/xOrUyj7K30\n",
      "\"I shall trip the big pupper with leash. Big pupper will never see it coming. I am a genius.\" Both 11/10 https://t.co/uQsCJ8pf51\n",
      "Meet Clarkus. He's a Skinny Eastern Worcestershire. Can tie own shoes (impressive af) 10/10 would put on track team https://t.co/XP5o7zGn0E\n",
      "This dog just brutally murdered a snowman. Currently toying with its nutritious remains 9/10 would totally still pet https://t.co/iKThgKnW1j\n",
      "This is Finnegus. He's trapped in a snow globe. Poor pupper. 10/10 would make sure no one shook it https://t.co/BjpOa52jQ4\n",
      "This is Cassie. She can go from sweet to scary af in a matter of seconds. 10/10 points deducted for cats on pajamas https://t.co/B6dmZmJBdK\n",
      "Say hello to Cupcake. She's an Icelandic Dippen Dot. Confused by the oddly geometric lawn pattern. 11/10 https://t.co/D7rorf4YKL\n",
      "This is Kathmandu. He sees every move you make. Probably knows Jiu-Jitsu. 10/10 mysterious af https://t.co/z0cs7E4Xjj\n",
      "This is Tucker. He's a Dasani Episcopalian. Good lord what a tongue. 12/10 would never let go of https://t.co/gHtW5cgyy7\n",
      "This is Ellie. She requests to be carried around in a lacrosse stick at all times. 11/10 impossible to say no https://t.co/15yCmd43zU\n",
      "Ever seen a dog pet another dog? Both 13/10 truly an awe-inspiring scene. (Vid by @mdougherty20) https://t.co/3PoKf6cw7f\n",
      "This is Elliot. He's blocking the roadway. Downright rude as hell. Doesn't care that you're already late. 3/10 https://t.co/FMUxir5pYu\n",
      "Say hello to Katie. She's a Mitsubishi Hufflepuff. Curly af. 12/10 I'd do terrible things to acquire such a pup https://t.co/CFPIcGcwJv\n",
      "Meet Shadow. She's tired of the responsibilities associated with being a dog. No longer strives to attain ball. 9/10 https://t.co/cdOkfEpjFw\n",
      "Here's a sneak peek of me on spring break. 10/10 so many tired pups these days https://t.co/6aJrjKfNqX\n",
      "This is Oliver (pronounced \"Ricardo\"). He's a ship captain. Controls these treacherous waters. 11/10 would sail with https://t.co/bxjO45rXKd\n",
      "Please enjoy this pup in a cooler. Permanently ready for someone to throw a tennis ball his way. 12/10 https://t.co/KUS0xl7XIp\n",
      "This is Koda. She's a Beneboom Cumberwiggle. 12/10 petable as hell https://t.co/VZV6oMJmU6\n",
      "Here's a very sleepy pupper. Thinks it's an airplane. 12/10 would snug for eternity https://t.co/GGmcTIkBbf\n",
      "When you're just relaxin and having a swell time but then remember you have to fill out the FAFSA ...11/10 https://t.co/qy33OBcexg\n",
      "This is Kara. She's been trying to solve that thing for 3 days. \"I don't have thumbs,\" she said. 11/10 solid effort https://t.co/lA6a8GefrV\n",
      "He was doing his best. 12/10 I'll be his lawyer\n",
      "https://t.co/WN4C6miCzR\n",
      "This is Dexter. He's a shy pup. Doesn't bark much. Dreadful fetcher. Has rare sun allergy. 7/10 still petable https://t.co/sA7P3JSqiv\n",
      "This is Layla. She's giving you a standing ovation.13/10 just magnificent (vid by @CSBrzezinski) https://t.co/KxYXHUHUi2\n",
      "This is Adele. Her tongue flies out of her mouth at random. It's a debilitating illness. 10/10 stay strong pupper https://t.co/cfn81n3FLO\n",
      "This is Lucy. She's a Venetian Kerploof. Supposed to be navigating. Quite irresponsible. Fancy ass collar tho 12/10 https://t.co/8tjnz1L8DI\n",
      "Meet Max. He's a Fallopian Cephalopuff. Eyes are magical af. Lil dandruff problem. No big deal 10/10 would still pet https://t.co/c67nUjwmFs\n",
      "Seriously, add us 🐶 11/10 for sad wet pupper https://t.co/xwPE9faVZR\n",
      "\"Ma'am, for the last time, I'm not authorized to make that type of transaction\" 11/10 https://t.co/nPTBsdm3BF\n",
      "Say hello to Zara. She found a sandal and couldn't be happier. 12/10 great work https://t.co/zQUuVu812n\n",
      "This is Cooper. He only wakes up to switch gears. 12/10 helpful af https://t.co/EEIkAGVY64\n",
      "This is Ambrose. He's an Alfalfa Ballyhoo. Draws pistol fast af. Pretty much runs the frontier. 11/10 lethal pupper https://t.co/ih6epBOxIA\n",
      "This is Jimothy. He lost his body during the the Third Crusade (tragic). 11/10 heroic af tho https://t.co/wnsblfu7XE\n",
      "This is Bode. He's a heavy sleeper. 9/10 https://t.co/YMkxhGWUqv\n",
      "This is Terrenth. He just stubbed his toe. 10/10 deep breaths Terrenth https://t.co/Pg18CDFC7Z\n",
      "This is Reese. He's a Chilean Sohcahtoa. Loves to swing. Never sure what to do with his feet. 12/10 huggable af https://t.co/VA6jnNUyuW\n",
      "I found a forest Pipsy. 12/10 https://t.co/mIQ1KoVsmU\n",
      "Here is a heartbreaking scene of an incredible pupper being laid to rest. 10/10 RIP pupper https://t.co/81mvJ0rGRu\n",
      "\"Yes hi could I get a number 4 with no pickles\" ...12/10 https://t.co/kQPVxqA3gq\n",
      "This is Chesterson. He's a Bolivian Scoop Dog. Incredibly portable. Can't bark for shit tho. 7/10 would still pet https://t.co/EatAd8JhyW\n",
      "This pupper killed this great white in an epic sea battle. Now wears it as a trophy. Such brave. Much fierce. 13/10 https://t.co/Lu0ECu5tO5\n",
      "When you wake up from a long nap and have no idea who you are. 12/10 https://t.co/dlF93GLnDc\n",
      "13/10 hero af\n",
      "@ABC\n",
      "Meet Lucia. She's a Cumulonimbus Floofmallow. Only has two legs tho (unfortunate). 11/10 would definitely still pet https://t.co/qv6qlEUCEe\n",
      "Say hello to Bisquick. He's a Beneplop Cumbersnug. Even smiles when wet. 12/10 I'd steal Bisquick https://t.co/5zX5XD3i6K\n",
      "This is Ralphson. He's very confused. Wondering why he's sitting on Santa's lap in February. 10/10 stay woke pupper https://t.co/INphk4ltkZ\n",
      "This sneezy pupper is just adorable af. 12/10 (vid by @gwilks1) https://t.co/h5aI0Tim4j\n",
      "Meet Stanley. He's an inverted Uzbekistani water pup. Hella exotic. Floats around all day. 8/10 I want to be Stanley https://t.co/XpYMBQ1FD8\n",
      "Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa\n",
      "\"YOU CAN'T HANDLE THE TRUTH\" both 10/10 https://t.co/ZvxdB4i9AG\n",
      "When you're trying to watch your favorite tv show but your friends keep interrupting. 10/10 relatable af https://t.co/QQZDCYl6zT\n",
      "This is Bella. Based on this picture she's at least 8ft tall (wow)! Must be rare. 11/10 would pet on tippy toes https://t.co/XTVbSRdvcp\n",
      "Meet Scooter. He's experiencing the pupper equivalent of dropping ur phone in a toilet 10/10 put it in some rice pup https://t.co/JSmX1FIEaW\n",
      "Really guys? Again? I know this is a rare Albanian Bingo Seal, but we only rate dogs. Only send in dogs... 9/10 https://t.co/6JYLpUmBrC\n",
      "This pupper doesn't understand gates. 10/10 so close https://t.co/GUbFF4o6dZ\n",
      "This is Charlie. He's a West Side Niddlewog. Mucho fluffy. 12/10 would pet so damn well https://t.co/B9dOrmnPVt\n",
      "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",
      "Happy Friday here's a sleepy pupper 12/10 https://t.co/eBcqv9SPkY\n",
      "This is a Butternut Cumberfloof. It's not windy they just look like that. 11/10 back at it again with the red socks https://t.co/hMjzhdUHaW\n",
      "This is an East African Chalupa Seal. We only rate dogs. Please only send in dogs. Thank you... 10/10 https://t.co/iHe6liLwWR\n",
      "This is Chip. He's an Upper West Nile Pantaloon. Extremely deadly. Will rip your throat out. 6/10 might still pet https://t.co/LUFnwzznaV\n",
      "Say hello to Luna. Her tongue is malfunctioning (tragic). 12/10 please enjoy (vid by @LilyArtz) https://t.co/F9aLnADVIw\n",
      "This is Lucy. She's sick of these bullshit generalizations 11/10 https://t.co/d2b5C2R0aO\n",
      "Meet Rambo &amp; Kiwi. Rambo's the pup with the sharp toes &amp; rad mohawk. One stays woke while one sleeps. 10/10 for both https://t.co/MpH1Fe9LhZ\n",
      "This is Sansa. She's gotten too big for her chair. Not so smol anymore. 11/10 once a pupper, always a pupper https://t.co/IpAoztle2s\n",
      "This is a Wild Tuscan Poofwiggle. Careful not to startle. Rare tongue slip. One eye magical. 12/10 would def pet https://t.co/4EnShAQjv6\n",
      "This is Rudy. He's going to be a star. 13/10 talented af (vid by @madalynrossi) https://t.co/Dph4FDGoMd\n",
      "Please enjoy this picture as much as I did. 12/10 https://t.co/7u8mM99Tj5\n",
      "\"AND IIIIIIIIIIIEIIIIIIIIIIIII WILL ALWAYS LOVE YOUUUUU\" 11/10 https://t.co/rSNCEiTtfI\n",
      "I know it's tempting, but please stop sending in pics of Donald Trump. Thank you ...9/10 https://t.co/y35Y1TJERY\n",
      "This is Fiji. She's a Powdered Stegafloof. Very rare. 12/10 https://t.co/fZRob6eotY\n",
      "Meet Rilo. He's a Northern Curly Ticonderoga. Currently balancing on one paw even in strong wind. Acrobatic af 11/10 https://t.co/KInss2PXyX\n",
      "This is Bilbo. He's not emotionally prepared to enter the water. 11/10 don't struggle Bilbo https://t.co/rH9SQgZUnQ\n",
      "Please pray for this pupper. Nothing wrong with her she just can't stop getting hit with banana peels. 11/10 https://t.co/8sdVenUAqr\n",
      "This is Coopson. He's a Blingin Schnitzel. Built fence himself. One ear is slightly defective. 10/10 would still pet https://t.co/MWw3pVMhJA\n",
      "This is Yoda. He's a Zimbabwean Rutabaga. Freaks out if u stop scratching his belly. Incredibly self-centered. 9/10 https://t.co/yVdMsVYHIx\n",
      "Meet Millie. She's practicing her dive form for Rio. It's nearly perfect. Dedicated af. 10/10 go for gold pupper https://t.co/SDVkc4m96M\n",
      "I'm not sure what's happening here, but it's pretty spectacular. 12/10 for both https://t.co/JKXh0NbBNL\n",
      "This is Chet. He's dapper af. His owners want him to learn how to dance but his true passion is potato guns. 11/10 https://t.co/TBv7Qh1zxZ\n",
      "\"Pupper is a present to world. Here is a bow for pupper.\" 12/10 precious as hell https://t.co/ItSsE92gCW\n",
      "Meet Crouton. He's a Galapagos Boonwiddle. Has a legendary tongue (most Boonwiddles do). Excellent stuff 10/10 https://t.co/110Eeg7KW3\n",
      "This is Daniel. He's a neat pup. Exotic af. Custom paws. Leaps unannounced. Would totally pet. 7/10 daaamn Daniel https://t.co/5XaR0kj8cr\n",
      "We only rate dogs. Pls stop sending in non-canines like this Mongolian grass snake. This is very frustrating. 11/10 https://t.co/22x9SbCYCU\n",
      "This is Vincent. He's the man your girl is with when she's not with you. 10/10 https://t.co/JQGMP7kzjD\n",
      "This is Kaia. She's just cute as hell. 12/10 I'd kill for Kaia https://t.co/5fMdH8GFaq\n",
      "This is Murphy. He's a mini golden retriever. Missing two legs (tragic). Mouth sharp. Looks rather perturbed. 6/10 https://t.co/ALO02IAKCn\n",
      "This is Dotsy. She's stuck as hell. 10/10 https://t.co/A0h4lnhU4s\n",
      "If a pupper gave that to me I'd probably start shaking and faint from all the joy. 11/10 https://t.co/o9aJVPB25n\n",
      "When it's Janet from accounting's birthday but you can't eat the cake cuz it's chocolate. 10/10 hang in there pupper https://t.co/Fbdr5orUrJ\n",
      "This is Eazy-E. He's colorful af. Must be rare. Submerged in Sprite (rad). Doesn't perform well when not wet. 6/10 https://t.co/UtFI7eUCjE\n",
      "This is Coops. His ship is taking on water. Sound the alarm. Much distress. Requesting immediate assistance. 10/10 https://t.co/8Nuny4lLE3\n",
      "This is Thumas. He covered himself in nanners for maximum camouflage. It didn't work. I can still see u Thumas. 9/10 https://t.co/x0ZDlNqfb1\n",
      "This is Cooper. He began to tear up when his bone was taken from him. 11/10 stay strong pupper https://t.co/qI8yvqKG02\n",
      "Say hello to Nala. She's a Freckled High Bruschetta. Petable af. 12/10 https://t.co/5bjrIRqByp\n",
      "Take all my money. 10/10 https://t.co/B28ebc5LzQ\n",
      "Meet Fillup. Spaghetti is his main weakness. Also pissed because he's rewarded with cat treats 11/10 it'll be ok pup https://t.co/TEHu55ZQKD\n",
      "This is Dave. He's a tropical pup. Short lil legs (dachshund mix?) Excels underwater, but refuses to eat kibble 5/10 https://t.co/ZJnCxlIf62\n",
      "This is Archie. He's undercover in all these pics. Not actually a bee, cow, or Hawaiian. Sneaky af. 12/10 https://t.co/9fojElzIxx\n",
      "I know this is a tad late but here's a wonderful Valentine's Day pupper 12/10 https://t.co/hTE2PEwGvi\n",
      "\"Don't ever talk to me or my son again.\" ...both 10/10 https://t.co/b8ncwl6TlE\n",
      "Meet Miley. She's a Scandinavian Hollabackgirl. Incalculably fluffy, unamused af. 11/10 would squeeze aggressively https://t.co/6r4GFZY5WS\n",
      "Say hello to Calbert. He doesn't have enough legs. Wtf Calbert. Still havin a blast tho. 11/10 would pet extra well https://t.co/iNFIHvcVur\n",
      "\"I'm bathing the children what do you want?\"  ...both 10/10 https://t.co/Rizm1LWh4z\n",
      "This is Charl. He's a bully. Chucks that dumbbell around like its nothing. Sharp neck. Exceptionally unfluffy. 3/10 https://t.co/VfLoDZecJ7\n",
      "Meet Reagan. He's a Persnicketus Derpson. Great with kids. Permanently caught off guard. 8/10 https://t.co/A2j2StfNgL\n",
      "ERMAHGERD 12/10 please enjoy https://t.co/7WrAWKdBac\n",
      "This is Yukon. He pukes rainbows. 12/10 magical af https://t.co/n6wND1v7il\n",
      "HAPPY V-DAY FROM YOUR FAV PUPPER SQUAD 13/10 for all https://t.co/7u6VnZ1UFe\n",
      "This is Oliver. He does toe touches in his sleep. 13/10 precious af https://t.co/3BrRIWjG35\n",
      "Meet CeCe. She wanted to take a selfie before her first day as a lumberjack. 11/10 crushing traditional gender roles https://t.co/oW9XMYG3F4\n",
      "This dog is never sure if he's doing the right thing. 10/10 https://t.co/GXq43zFfBu\n",
      "This is Cuddles. He's not entirely sure how doors work. 10/10 I believe in you Cuddles https://t.co/rKjK88D05Z\n",
      "This is Rusty. He has no respect for POULTRY products. Unbelievable af. 7/10 would still pet https://t.co/hEH19t1eFp\n",
      "Here we are witnessing five Guatemalan Birch Floofs in their natural habitat. All 12/10 (Vid by @pootdanielle) https://t.co/rb8nzVNh7F\n",
      "This is Claude. He's trying to be seductive but he forgot to turn on the fireplace. 9/10 damn it Claude https://t.co/EPdQquc1dG\n",
      "This is Jessiga. She's a Tasmanian McCringleberry. Selfies make her uncomfortable. 10/10 would pet in time of need https://t.co/MrdPZz1CGk\n",
      "This is Maximus. He's training for the tetherball world championship. The grind never stops. 11/10 (vid by @Amuly21) https://t.co/VmFfWMjNkp\n",
      "This is Franklin. He's a yoga master. Trying to get rid of those rolls. Dedicated af. 11/10 keep it up pup https://t.co/S712MJXulD\n",
      "Meet Beau &amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https://t.co/GPaoH5qWEk\n",
      "This is Lily. She accidentally dropped all her Kohl's cash overboard. Day officially ruined. 10/10 hang in there pup https://t.co/BJbtCqGwZK\n",
      "\"Dammit hooman quit playin I jus wanna wheat thin\" 11/10 https://t.co/yAASRDPJnQ\n",
      "This is Doug. He's a Draconian Jabbawockee. Rad tongue. Ears are borderline legendary 11/10 would pet with a purpose https://t.co/MVvbQW88Pv\n",
      "This is Cassie. She goes door to door trying to find the owner of this baguette. No luck so far. 10/10 https://t.co/e8bj97CisO\n",
      "This is Carter. He wakes up in the morning and pisses excellence. 10/10 best there is plain and simple https://t.co/pHktDjpFr8\n",
      "Pls make sure ur dogs have gone through some barkour training b4 they attempt stunts like this. 8/10 https://t.co/VmF35YvtqP\n",
      "This pupper doubles as a hallway rug. Very rare. Versatile af. 11/10 https://t.co/Jxd5pR02Cn\n",
      "Here's a pupper with a piece of pizza. Two of everybody's favorite things in one photo. 11/10 https://t.co/5USjFjKI7Z\n",
      "This is Ole. He's not sure how to gravity. 8/10 https://t.co/PsqqotpBBQ\n",
      "Say hello to Pherb. He does parkour. 9/10 https://t.co/LHFfUyLBZT\n",
      "Meet Blipson. He's a Doowap Hufflepuff. That Ugg is his temporary home while he's struggling with unemployment 11/10 https://t.co/YKvt0J5MXr\n",
      "Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ\n",
      "This is Bentley. He got stuck on his 3rd homework problem. Picturing the best case scenario if he drops out. 10/10 https://t.co/7rS33sCKMS\n",
      "Please stop sending in saber-toothed tigers. This is getting ridiculous. We only rate dogs.\n",
      "...8/10 https://t.co/iAeQNueou8\n",
      "Meet Charlie. He likes to kiss all the big milk dogs with the rad earrings. Passionate af. 10/10 just a great guy https://t.co/Oe0XSGmfoP\n",
      "This is Oakley. He has a massive tumor growing on his head. Seems benign tho. 10/10 would pet around tumor https://t.co/7GQ7BTxywN\n",
      "This is Rosie. She's a Benebark Cumberpatch. Sleepy af. 12/10 would snug for days https://t.co/NKuON5Al8i\n",
      "These two pirates crashed their ship and don't know what to do now. Very irresponsible of them. Both 9/10 https://t.co/RJvUjgGH5z\n",
      "Guys I found the dog from Up. 12/10 https://t.co/WqoZtX9jmJ\n",
      "This is Misty. She's in a predicament. Not sure what next move should be. 9/10 stay calm pupper I'm comin https://t.co/XhR7PAgcwF\n",
      "This is Reptar. He specifically asked for his skis to have four bindings. He's not happy. Quite perturbed tbh. 10/10 https://t.co/l9k7TPP7Tp\n",
      "This is Klevin. He doesn't want his family brainwashed by mainstream media. 10/10 (vid by @AshtonHose) https://t.co/ghhbMAFPW8\n",
      "This is Trevith. He's a Swiss Mountain Roadwoof. Breeze too powerful. 9/10 stay strong pupper https://t.co/6J8Ibwy1X6\n",
      "Oh my god 10/10 for every little hot dog pupper\n",
      "After reading the comments I may have overestimated this pup. Downgraded to a 1/10. Please forgive me\n",
      "12/10 revolutionary af https://t.co/zKzq4nIY86\n",
      "This is Berb. He just found out that they have made 31 Kidz Bop CD's. Downright terrifying. 7/10 hang in there Berb https://t.co/CIFLjiTFwZ\n",
      "This poor pupper has been stuck in a vortex since last week. Please keep her in your thoughts. 10/10 https://t.co/7ODQWHwYDx\n",
      "Here's a dog enjoying a sunset. 11/10 would trade lives with https://t.co/VsQdLxrv9h\n",
      "This is Wyatt. His throne is modeled after him. 13/10 Wyatt is a very big deal https://t.co/PccQ1CFEDd\n",
      "If you are aware of who is making these please let me know. 13/10 vroom vroom https://t.co/U0D1sbIDrG\n",
      "Meet Calvin. He's proof that degrees mean absolutely nothing. 8/10 straighten up pup https://t.co/NIvxgSQ9BS\n",
      "We normally don't rate unicorns but this one has 3 ears so it must be super rare. 12/10 majestic af https://t.co/f9qlKiv39T\n",
      "This is Bob. He just got back from his job interview and realized his ear was inside-out the whole time. 10/10 https://t.co/lORINwFXIV\n",
      "This is Colin. He really likes green beans. It's tearing his family apart. 10/10 please pray for Colin https://t.co/ioFy0cmK03\n",
      "This is just a beautiful pupper good shit evolution. 12/10 https://t.co/2L8pI0Z2Ib\n",
      "This is Lorenzo. He's educated af. Just graduated college. 11/10 poor pupper can't even comprehend his debt https://t.co/dH3GzcjCtQ\n",
      "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",
      "Meet Brian (pronounced \"Kirk\"). He's not amused by ur churlish tomfoolery. Once u put him down you're done for. 6/10 https://t.co/vityMwPKKi\n",
      "Please only send in dogs. This t-rex is very scary. 5/10 ...might still pet (vid by @helizabethmicha) https://t.co/Vn6w5w8TO2\n",
      "This is Archie. He's a Bisquick Taj Mapaw. Too many people are touching him. It is doing him a discomfort. 10/10 https://t.co/CJJpjTMzPQ\n",
      "This is Phil. He's an important dog. Can control the seasons. Magical as hell. 12/10 would let him sign my forehead https://t.co/9mb0P2rjk2\n",
      "This pupper only appears through the hole of a Funyun. Much like Phineas, this one is also mysterious af. 10/10 https://t.co/SQsEBWxPyG\n",
      "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",
      "It's okay pup. This happens every time I listen to @adele also. 11/10 (vid by @_larirutschmann) https://t.co/oCImpQuoRb\n",
      "Meet Grady. He's very hungry. Too bad no one can find his food bowl. 9/10 poor pupper https://t.co/oToIkYnEGn\n",
      "\"Martha come take a look at this. I'm so fed up with the media's unrealistic portrayal of dogs these days.\" 10/10 https://t.co/Sd4qAdSRqI\n",
      "This is Lola. She realized mid hug that she's not ready for a committed relationship with a teddy bear. 9/10 https://t.co/pVebzwRioD\n",
      "This is Chester. He's a Benefloof Cumberbark. Fabulous ears. Nifty shirt. Was probably on sale. Nice hardwood. 11/10 https://t.co/YoII7tWXMT\n",
      "These lil fellas are the best of friends. 12/10 for both. 1 like = 1 friend (vid by @CassieBrookee15) https://t.co/gzRghPC61H\n",
      "This is Kobe. He's a Speckled Rorschach. Requests that someone holds his hand during car rides. 10/10 sick interior https://t.co/LCA6Fr3X2M\n",
      "What kind of person sends in a pic without a dog in it? So churlish. Neat rug tho 7/10 https://t.co/LSTAwTdTaw\n",
      "BREAKING PUPDATE: I've just been notified that (if in U.S.) this dog appears to be operating the vehicle. Upgraded to 10/10. Skilled af\n",
      "Meet Freddery. He's a Westminster Toblerone. Seems to enjoy car rides. 9/10 would pat on the head approvingly https://t.co/6BS9XEip9a\n",
      "This pupper is afraid of its own feet. 12/10 would comfort https://t.co/Tn9Mp0oPoJ\n",
      "When you keepin the popcorn bucket in your lap and she reach for some... 10/10 https://t.co/a1IrjaID3X\n",
      "Meet Phil. He's big af. Currently destroying this nice family home. Completely uncalled for. 3/10 not a good pupper https://t.co/fShNNhBWYx\n",
      "Personally I'd give him an 11/10. Not sure why you think you're qualified to rate such a stellar pup.\n",
      "@CommonWhiteGirI\n",
      "This is Lincoln. He doesn't understand his new jacket. 11/10 please enjoy (vid by @GraceIsTheName8) https://t.co/S6cQsIoX27\n",
      "This is Sadie and her 2 pups Shebang &amp; Ruffalo. Sadie says single parenting is challenging but rewarding. All 10/10 https://t.co/UzbhwXcLne\n",
      "This is Oscar. He can wave. Friendly af. 12/10 would totally wave back (IG: Oscar.is.bear) https://t.co/waN6EW0wfM\n",
      "I hope you guys enjoy this beautiful snowy pupper as much as I did. 11/10 https://t.co/DYUsHtL2aR\n",
      "This is Bodie. He's not proud of what he did, but it needed to be done. 9/10 eight days was a pretty good streak tbh https://t.co/bpZsGMqVVP\n",
      "This is Dunkin. He can only see when he's wet (tragic). 12/10 future heartbreaker https://t.co/At8Kxc5H9U\n",
      "\"Thank you friend that was a swell petting\" 11/10 (vid by @MatthewjamesMac) https://t.co/NY3cPAZAIM\n",
      "This is Milo. He doesn't understand your fancy human gestures. Will lick instead. 10/10 can't faze this pupper https://t.co/OhodPIDOpW\n",
      "Please only send in dogs. Don't submit other things like this pic of Kenny Chesney in a bathtub. Thank you. 9/10 https://t.co/TMpDHHGspy\n",
      "This is Wally. He's being abducted by aliens. 10/10 poor pupper https://t.co/EiF659Bgjn\n",
      "\"Fuck the system\" 10/10 https://t.co/N0OADmCnVV\n",
      "Meet Tupawc. He's actually a Christian rapper. Doesn't even understand the concept of dollar signs. 10/10 great guy https://t.co/mCqgtqLDCW\n",
      "This pupper just descended from heaven. 12/10 can probably fly https://t.co/X6X9wM7NuS\n",
      "\"Hello yes could I get one pupper to go please thank you\"\n",
      "Both 13/10 https://t.co/kYWcXbluUu\n",
      "This is Chester. He's been guarding this pumpkin since October. Dedicated af. Hat is nifty as hell. 12/10 would snug https://t.co/CFMjsn3P6B\n",
      "This is Amber. She's a Fetty Woof. 10/10 would pet in a heartbeat https://t.co/Dt360V2MYI\n",
      "Say hello to Cody. He's been to like 80 countries and is way more cultured than you. He wanted me to say that. 10/10 https://t.co/Iv3flDTpXu\n",
      "PUPDATE: just noticed this dog has some extra legs. Very advanced. Revolutionary af. Upgraded to a 9/10\n",
      "Meet Herschel. He's slightly bigger than ur average pupper. Looks lonely. Could probably ride 7/10 would totally pet https://t.co/VGaIMktX10\n",
      "This is a rare Arctic Wubberfloof. Unamused by the happenings. No longer has the appetites. 12/10 would totally hug https://t.co/krvbacIX0N\n",
      "This is Edgar. He's a Sassafras Puggleflash. Nothing satisfies him. Not since the war. 10/10 cheer up pup https://t.co/1NgMb9BTWB\n",
      "These are some pictures of Teddy that further justify his 13/10 rating. Please enjoy https://t.co/tDkJAnQsbQ\n",
      "This is Teddy. His head is too heavy. 13/10 (vid by @jooanrim) https://t.co/sRUpRpGZ3y\n",
      "This is Kingsley Wellensworth III. He owns 7 range rovers. Has a cardigan collection. Would rather be sailing. 9/10 https://t.co/BE4ahQ0IO2\n",
      "This is Brockly. He's an uber driver. Falls asleep at the wheel often. Irresponsible af 8/10 would totally still pet https://t.co/fn1oUlS69Z\n",
      "We usually don't rate penguins but this one is in need of a confidence boost after that slide. 10/10 https://t.co/qnMJHBxPuo\n",
      "THE BRITISH ARE COMING\n",
      "THE BRITISH ARE COMING\n",
      "10/10 https://t.co/frGWV7IP6J\n",
      "This is Richie and Plip. They are the best of pals. Do everything together. 10/10 for both https://t.co/KMdwNgONkV\n",
      "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",
      "Say hello to Leo. He's a Fallopian Puffalope. Precious af. 12/10 would cuddle https://t.co/LZEi0DpRsH\n",
      "This is Bailey. She likes flowers. 12/10 https://t.co/YBENhr24FV\n",
      "I present to you... Dog Jesus. 13/10 (he could be sitting on a rock but I doubt it) https://t.co/fR1P3g5I6k\n",
      "This is Molly. She's a Peruvian Niddlewog. Loves her new hat. 11/10 would totally pet https://t.co/g4fiS8A9Ab\n",
      "Here we see one dog giving a puptalk to another dog. Both are focused af. Left one has powerful feet. 11/10 for both https://t.co/fUacc13OrW\n",
      "Happy Saturday here's a dog in a mailbox. 12/10 https://t.co/MM7tb4HpEY\n",
      "We've got a doggy down. Requesting backup. 12/10 for both. Please enjoy  https://t.co/pmarb2dG0e\n",
      "This golden is happy to refute the soft mouth egg test. Not a fan of sweeping generalizations. 11/10 #notallpuppers https://t.co/DgXYBDMM3E\n",
      "She thought the sunset was pretty, but I thought she was prettier. 10/10 https://t.co/HSL3mnP5NX\n",
      "This is Buddy. He's testing out the water. Such caution. Much reserve. 12/10 https://t.co/FQZGSQIQLS\n",
      "Say hello to Peaches. She's a Dingleberry Zanderfloof. 13/10 would caress lots https://t.co/YrhkrTsoTt\n",
      "This is Vinscent. He was just questioned about his recent credit card spending. 8/10 https://t.co/qOD4G19A2u\n",
      "This is Cedrick. He's a spookster. Did me a discomfort. 10/10 would pet with a purpose https://t.co/yS7T4gxKod\n",
      "This is Hazel. She's a gymnast. Training hard for Rio. 11/10 focused af https://t.co/CneG2ZbxHP\n",
      "12/10 @LightningHoltt\n",
      "This is Lolo. She's America af. Behind in science &amp; math but can say whatever she wants on Twitter. 11/10 ...Merica https://t.co/Nwi3SYe8KA\n",
      "This is Eriq. His friend just reminded him of last year's super bowl. Not cool friend\n",
      "10/10 for Eriq\n",
      "6/10 for friend https://t.co/PlEXTofdpf\n",
      "This is Phred. He's an Albanian Flepperkush. Tongue is rather impressive if I'm honest. Perhaps even legendary 11/10 https://t.co/VpfFCKE28C\n",
      "Stop sending in lobsters. This is the final warning. We only rate dogs. Thank you... 9/10 https://t.co/B9ZXXKJYNx\n",
      "This is Oddie. He's trying to communicate. 12/10 very solid effort (vid by @kaleseyy) https://t.co/JjxriLqZOL\n",
      "This is Maxwell. That's his moped. He rents it out for others to use as long as he can come also. 11/10 great dog https://t.co/IF5kKaO945\n",
      "Say hello to Geoff (pronounced \"Kyle\"). He accidentally opened the front facing camera. 10/10 https://t.co/TmlwQWnmRC\n",
      "This pupper can only sleep on shoes. It's a crippling disease. Tearing his family apart. 12/10 I'd totally pet tho https://t.co/03XlvS8izg\n",
      "\"I'm the only one that ever does anything in this household\" 10/10 https://t.co/V8HcVIh4jt\n",
      "This is Covach. He's trying to melt the snow. 10/10 we all believe in you buddy https://t.co/fgMaP2zDMt\n",
      "Here we are witnessing a rare High Stepping Alaskan Floofer. 12/10 dangerously petable (vid by @TheMrsNux) https://t.co/K4s9IJh2jm\n",
      "Happy Wednesday here's a pup wearing a beret. 12/10 please enjoy https://t.co/MXedEzSHIf\n",
      "Say hello to Gizmo. He's quite the pupper. Confused by bed, but agile af. Can barely catch on camera. 11/10 so quick https://t.co/IE4ZblyZRY\n",
      "This is Durg. He's trying to conquer his fear of trampolines. 9/10 it's not working https://t.co/5iH08ltkoe\n",
      "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",
      "Meet Luca. He's a Butternut Scooperfloof. Glorious tongue. 12/10 would pet really well https://t.co/VcxZQPNZaV\n",
      "This is Ricky. He's being escorted out of the dog park for talking shit about the other dogs. 8/10 not cool Ricky https://t.co/XtDkrsdEfF\n",
      "This is Lucy. She's terrified of the stuffed billed dog. 10/10 stay strong pupper https://t.co/QnvSjjyh7n\n",
      "Here we see 33 dogs posing for a picture. All get 11/10 for superb cooperation https://t.co/TRAri5iHzd\n",
      "Downright majestic af 12/10 https://t.co/WFh2FEbYzj\n",
      "This is Carl. He just wants to make sure you're having a good day. 12/10 just a swell pup https://t.co/Wk3XCnmDvm\n",
      "Someone sent me this without any context and every aspect of it is spectacular. 13/10 please enjoy https://t.co/Rxrd4hPmp4\n",
      "Say hello to Chipson. He's aerodynamic af. No eyes (devastating). 9/10 would make sure he didn't bump into stuff https://t.co/V62rIva61J\n",
      "This is Herald. He wants you to know he could steal your girl at any moment. 10/10 https://t.co/JR7hLnlgeS\n",
      "Meet Lucky. He was showing his friends an extreme pogo stick trick when he completely lost control. 10/10 still rad https://t.co/K55XrIoePl\n",
      "This is Ferg. He swallowed a chainsaw. 1 like = 1 prayer 10/10 remain calm Ferg (vid by @calebturer) https://t.co/gOH51Y8Yh1\n",
      "We normally don't rate birds but I feel bad cos this one forgot to fly south for the winter. 9/10 just wants a bath https://t.co/o47yitCn9N\n",
      "Meet Trip. He likes wearing costumes that aren't consistent with the season to screw with people 10/10 tricky pupper https://t.co/40w7TI5Axv\n",
      "This pupper just wants to say hello. 11/10 would knock down fence for https://t.co/A8X8fwS78x\n",
      "Meet Clarence. He does parkour. 8/10 very talented dog https://t.co/WpSFZm7RPH\n",
      "When you have a ton of work to do but then remember you have tomorrow off. 10/10 https://t.co/MfEaMUFYTx\n",
      "This is Hamrick. He's covered in corn flakes. Silly pupper. Looks congested. 7/10 considerably petable https://t.co/ROPZcAMQKI\n",
      "Say hello to Brad. His car probably has a spoiler. Tan year round. Likes your insta pic but doesn't text back. 9/10 https://t.co/dfCCK3tWfr\n",
      "When you stumble but recover quickly cause your crush is watching. 12/10 https://t.co/PMeq6IedU7\n",
      "Meet Pubert. He's a Kerplunk Rumplestilt. Cannot comprehend flower. Flawless tongue. 8/10 would pat head approvingly https://t.co/2TWxg0rgyG\n",
      "This is Frönq. He got caught stealing a waffle. Damn it Frönq. 9/10 https://t.co/7ycWCUrjmZ\n",
      "This pupper is sprouting a flower out of her head. 12/10 revolutionary af https://t.co/glmvQBRjv4\n",
      "This is Louis. He's takes top-notch selfies. 12/10 would snapchat with https://t.co/vz2DukO0th\n",
      "This is Derby. He's a superstar. 13/10 (vid by @NBohlmann) https://t.co/o4Nfc8WoAO\n",
      "This is Lizzie. She's about to fist bump the large ridable maned pupper. She's very excited. 10/10 for both dogs https://t.co/mFhvtX36om\n",
      "Please send dogs. I'm tired of seeing other stuff like this dangerous pirate. We only rate dogs. Thank you... 10/10 https://t.co/YdLytdZOqv\n",
      "This is Kilo. He's a Pouncing Brioche. Really likes snow. 11/10 https://t.co/GS76SfkraY\n",
      "13/10 I can't stop watching this (vid by @k8lynwright) https://t.co/nZhhMRr5Hp\n",
      "This is Louis. He's a rollercoaster of emotions. Incalculably fluffy. 12/10 would pet firmly https://t.co/17RGvOZO9P\n",
      "With great pupper comes great responsibility. 12/10 https://t.co/hK6xB042EP\n",
      "Meet Trooper &amp; Maya. Trooper protects Maya from bad things like dognappers and Comcast. So touching. 11/10 for both https://t.co/c98k1IoZKy\n",
      "This is Ember. That's the q-tip she owes money to. 11/10 pay up pup. (vid by @leanda_h) https://t.co/kGRcRjRJRl\n",
      "Say hello to Blakely. He thinks that's a hat. Silly pupper. That's a nanner. 9/10 https://t.co/UwOV1jqKRt\n",
      "Meet Opal. He's a Belgian Dijon Poofster. Upset because his hood makes him look like blond Justin Timberlake. 11/10 https://t.co/IAt3jRZ5ez\n",
      "This is Marq. He stole this car. 7/10 wtf Marq? https://t.co/MHScqo5l8c\n",
      "Another magnificent photo. 12/10 https://t.co/X5w387K5jr\n",
      "This is Curtis. He's a fluffball. 11/10 would snug this pupper https://t.co/1DzInODwrj\n",
      "This is Kramer. He's a Picasso Tortellini. Tie couldn't be more accurate. Confident af. Runs his own business. 10/10 https://t.co/jIcVW0xxmH\n",
      "This is Barry. He's very fast. I hope he finds what he's looking for. 10/10 (vid by @KeeganWolfe33) https://t.co/nTAsyvbIiO\n",
      "This is Tyrone. He's a leaf wizard. Self-motivated. No eyes (tragic). Inspirational af. 11/10 enthusiasm is tangible https://t.co/pRp1Npucbz\n",
      "\"You got any games on your phone\" 7/10 for invasive brown Dalmatian pupper https://t.co/yzGR9xjE9Q\n",
      "Meet Gordon. He's an asshole. 9/10 would still pet https://t.co/a34N7QwKbb\n",
      "Say hello to Samson. He's a Firecracker Häagen-Dazs. 11/10 objects in mirror may be more petable than they appear https://t.co/03vR9dn7jy\n",
      "This is Baxter. He looks like a fun dog. Prefers action shots. 11/10 the last one is impeccable https://t.co/LHcH1yhhIb\n",
      "Army of water dogs here. None of them know where they're going. Have no real purpose. Aggressive barks. 5/10 for all https://t.co/A88x73TwMN\n",
      "This pupper's New Year's resolution was to become a Hershey's kiss. 11/10 she's super pumped about it https://t.co/D7jYj6vdwC\n",
      "This is Jackson. He was specifically told not to sleep in the fridge. Damn it Jackson. 11/10 would squeeze softly https://t.co/lJs10ZJsgj\n",
      "This pupper forgot how to walk. 12/10 happens to all of us (vid by @bbuckley96) https://t.co/KFTrkSOuu3\n",
      "Strange pup here. Easily manipulated. Rather inbred. Sharp for a dog. Appears uncomfortable. 8/10 would still pet https://t.co/nSQrhwbk1V\n",
      "I just love this picture. 12/10 lovely af https://t.co/Kc84eFNhYU\n",
      "This is Mona. She's a Yarborough Splishnsplash. Lost body during Nam. 11/10 revolutionary pupper https://t.co/pgD6h0yhgz\n",
      "This is Olivia. She just saw an adult wearing crocs. 11/10 poor pupper. No one should witness such a thing https://t.co/yJVTi1DjJc\n",
      "Meet Horace. He was practicing his levitation, minding his own business when a rogue tennis ball spooked him. 10/10 https://t.co/tB9xYjMyZd\n",
      "This pup's having a nightmare that he forgot to type a paper due first thing in the morning. 12/10 (vid by ... https://t.co/CufnbUT0pB\n",
      "Say hello to Crimson. He's a Speckled Winnebago. Main passions are air hockey &amp; parkour. 11/10 would pet thoroughly https://t.co/J5aI7SjzDc\n",
      "Meet Birf. He thinks he's gone blind. 10/10 very frightened pupper https://t.co/oDkspjNWYX\n",
      "Heartwarming scene here. Son reuniting w father after coming home from deployment. Very moving. 10/10 for both pups https://t.co/95JJevQOWW\n",
      "When bae calls your name from across the room. 12/10 (vid by @christinemcc98) https://t.co/xolcXA6gxe\n",
      "This is Flávio. He's a Macedonian Poppycock. 97% floof. Jubilant af. 11/10 personally I'd pet the hell out of https://t.co/BUyX7isHRg\n",
      "Yes I do realize a rating of 4/20 would've been fitting. However, it would be unjust to give these cooperative pups that low of a rating\n",
      "Your fav crew is back and this time they're embracing cannabis culture. 12/10 for all https://t.co/oSvRDuMm1D\n",
      "This pupper has a magical eye. 11/10 I can't stop looking at it https://t.co/heAGpKTpPW\n",
      "This is Hammond. He's a peculiar pup. Loves long walks. Bark barely audible. Too many legs. 3/10 must be rare https://t.co/NOIiRWr5Jf\n",
      "This is Lorelei. She's contemplating her existence and the eventual heat death of the universe. 11/10 very majestic https://t.co/xbUoULOIS8\n",
      "This is the newly formed pupper a capella group. They're just starting out but I see tons of potential. 8/10 for all https://t.co/wbAcvFoNtn\n",
      "This is Olive. He's stuck in a sleeve. 9/10 damn it Olive https://t.co/NnLjg6BgyF\n",
      "Jack deserves another round of applause. If you missed this earlier today I strongly suggest reading it. Wonderful first 14/10 🐶❤️\n",
      "This is Marty. He has no idea what happened here. Never seen this stuff in his life. 9/10 very suspicious pupper https://t.co/u427woxFpJ\n",
      "Meet Brooks. He's confused by the almighty ball of tennis. 12/10 \n",
      "\n",
      "(vid by @PDolan37) https://t.co/AcVWe39nmM\n",
      "This is Otis. He just passed a cop while going 61 in a 45. Very nervous pupper. 7/10 https://t.co/jJS8qQeuNO\n",
      "Everybody needs to read this. Jack is our first 14/10. Truly heroic pupper https://t.co/3m6bNGXWnM\n",
      "For the last time, WE. DO. NOT. RATE. BULBASAUR. We only rate dogs. Please only send dogs. Thank you ...9/10 https://t.co/GboDG8WhJG\n",
      "\"Tristan do not speak to me with that kind of tone or I will take away the Xbox.\" 10/10 https://t.co/VGPH0TfESw\n",
      "This is Rocky. He sleeps like a psychopath. 10/10 quality tongue slip https://t.co/MbgG95mUdu\n",
      "I would like everyone to appreciate this pup's face as much as I do. 11/10 https://t.co/QIe7oxkSNo\n",
      "Say hello to Petrick. He's an Altostratus Floofer. Just had a run in with a trash bag. Groovy checkered floor. 11/10 https://t.co/rwW7z1JAOF\n",
      "This is Hubertson. He's a Carmel Haberdashery. Enjoys long summer days on his boat. Very peaceful pupper. 10/10 https://t.co/vzCl35fKlZ\n",
      "This is Alfie. That is his time machine. He's very proud of it. Without him life as we know it would not exist 11/10 https://t.co/530Yfbl5xo\n",
      "Meet Gerbald. He just found out he's adopted. Poor pupper. Snazzy tongue tho. 11/10 would hold close in time of need https://t.co/UfGkB9Wrud\n",
      "For those who claim this is a goat, u are wrong. It is not the Greatest Of All Time. The rating of 5/10 should have made that clear. Thank u\n",
      "This is Jerry. He's a neat dog. No legs (tragic). Has more horns than a dog usually does. Bark is unique af. 5/10 https://t.co/85q7xlplsJ\n",
      "This is Oreo. She's a photographer and a model. Living a double pupple life. 12/10 such talent much cute would pet https://t.co/zNeLxJeAoL\n",
      "Meet Bruiser &amp; Charlie. They are the best of pals. Been through it all together. Both 11/10. 1 like=1 friendship https://t.co/PEXHuvSVD4\n",
      "\"Hello yes I'll just get one of each color thanks\" 12/10 for all https://t.co/AMDsllQs7a\n",
      "This is Perry. He's an Augustus Gloopster. Very condescending. Makes up for it with the sneaky tongue slip. 11/10 https://t.co/JVvIrUmTkR\n",
      "Here we have a basking dino pupper. Looks powerful. Occasionally shits eggs. Doesn't want the holidays to end. 5/10 https://t.co/DnNweb5eTO\n",
      "This little fella really hates stairs. Prefers bush. 13/10 legendary pupper https://t.co/e3LPMAHj7p\n",
      "Meet Theodore. He's dapper as hell. Probably owns horses. Uses 'summer' as a verb. Often quotes philosophers. 11/10 https://t.co/J3Ld4fRbSy\n",
      "\"FOR THE LAST TIME I DON'T WANNA PLAY TWISTER ALL THE SPOTS ARE GREY DAMN IT CINDY\" ...10/10 https://t.co/uhQNehTpIu\n",
      "This pupper just got his first kiss. 12/10 he's so happy https://t.co/2sHwD7HztL\n",
      "This is Bobby. He doesn't give a damn about personal space. Convinced he called shotgun first. 4/10 not the best dog https://t.co/b8XW69gSaU\n",
      "After watching this video, we've determined that Pippa will be upgraded to a 12/10. Please enjoy https://t.co/IKoRK4yoxV\n",
      "Meet Pippa. She's an Elfin High Feta. Compact af. Easy to transport. Great for vacations. 10/10 would keep in pocket https://t.co/nBtDeZ4yAb\n",
      "This is Jeph. He's a Western Sagittarius Dookmarriot. Frightened by leaf. Caught him off guard. 10/10 calm down Jeph https://t.co/bicyOV6lju\n",
      "This is Obi. He got camera shy. 12/10 https://t.co/feiPiq7z94\n",
      "Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3\n",
      "Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55\n",
      "Gang of fearless hoofed puppers here. Straight savages. Elevated for extra terror. Front one has killed before 6/10s https://t.co/jkCb25OWfh\n",
      "This is Tino. He really likes corndogs. 9/10 https://t.co/cUxGtnBfc2\n",
      "\"Yo Boomer I'm taking a selfie, grab your stick\"\n",
      "\"Ok make sure to get this rad hole I just dug in there\"\n",
      "\n",
      "Both 10/10 https://t.co/e0gbl9VFpA\n",
      "This is Kulet. She's very proud of the flower she picked. Loves it dearly. 10/10 now I want a flower https://t.co/myUUwqJIs7\n",
      "This is Sweets the English Bulldog. Waves back to other bikers. 12/10 just a fantastic friendly pupper https://t.co/WYiFzuX7D4\n",
      "Heartwarming scene of two pups that want nothing more than to be together. Touching af. Great tongue. Both 11/10 https://t.co/k32mSlRx0j\n",
      "Say hello to Lupe. This is how she sleeps. 10/10 impressive really https://t.co/Fz6iZWlk8C\n",
      "Meet Sadie. She fell asleep on the beach and her friends buried her. 10/10 can't trust fellow puppers these days https://t.co/LoKVvc1xAW\n",
      "Say hello to Tiger. He's a penbroke (little dog pun for ya, no need to applaud I know it was good) 10/10 good dog https://t.co/Yei0HzS3JN\n",
      "This is Jiminy. He's not the brightest dog. Needs to lay off the kibble. 5/10 still petable https://t.co/omln4LOy1x\n",
      "Here we see a faulty pupper. Might need to replace batteries. Try turning off &amp; back on again. 9/10 would still pet https://t.co/O1E4AtHVxO\n",
      "Breathtaking pupper here. Should be on the cover of Dogue. Top-notch tongue. Appears considerably fluffy. 12/10 https://t.co/Eeh3yfdglS\n",
      "This is Buddy. He's gaining strength. Currently an F4 tornado with wind speeds up to 260mph. Very devastating. 9/10 https://t.co/qipZbshNsR\n",
      "Meet Sebastian. He's a womanizer. Romantic af. Always covered in flower petals. Also a poet. 11/10 dreamy as hell https://t.co/eoL1bCpWCg\n",
      "HEY PUP WHAT'S THE PART OF THE HUMAN BODY THAT CONNECTS THE FOOT AND THE LEG? 11/10 so smart https://t.co/XQ1tRUmO3z\n",
      "This is Griffin. He's desperate for both a physical and emotion connection. 11/10 I'd hug the hell out of Griffin https://t.co/ObWcOEekt0\n",
      "Meet Banjo. He's a Peppercorn Shoop Da Whoop. Nails look lethal. Skeptical of luminescent orb 11/10 stay woke pupper https://t.co/H7NZFumpKq\n",
      "\"Hello forest pupper I am house pupper welcome to my abode\" (8/10 for both) https://t.co/qFD8217fUT\n",
      "I just want to be friends with this dog. Appears to be into the sports. A true brobean. 10/10 would introduce to mom https://t.co/1Z7Q6svWpe\n",
      "Say hello to Jack (pronounced \"Kevin\"). He's a Virgo Episcopalian. Can summon rainbows. 11/10 magical as hell https://t.co/YHXrdUTHd6\n",
      "\"Have a seat, son. There are some things we need to discuss\" 10/10 https://t.co/g4G5tvfTVd\n",
      "Meet Brandy. She's a member of the Bloods. Menacing criminal pupper. Soft spot for flowers tho. 9/10 pet w caution https://t.co/hhIA3coiAJ\n",
      "This is Larry. He thought the New Year's parties were tonight. 10/10 poor pupper. Maybe next year https://t.co/h3X0jK8MVM\n",
      "aahhhhkslaldhwnxmzbbs 12/10 for being da smooshiest https://t.co/UOPdXmUz4H\n",
      "Here we see a nifty leaping pupper. Feet look deadly. Sad that the holidays are over. 9/10 undeniably huggable https://t.co/ny8mnXhGOW\n",
      "This is Lulu. She's contemplating all her unreached 2015 goals and daydreaming of a more efficient tomorrow. 10/10 https://t.co/h3ScYuz77J\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",
      "I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible\n",
      "Happy New Year from your fav holiday squad! 🎉 12/10 for all\n",
      "\n",
      "Here's to a pupper-filled year 🍻🐶🐶🐶 https://t.co/ZSdEj59FGf\n",
      "Meet Taco. He's a speckled Garnier Fructis. Loves to shadow box. Ears out of control. Friend clearly impressed 9/10 https://t.co/85X1GHohFr\n",
      "NAAAAAAA ZAPENYAAAAA MABADI-CHIBAWAAA 12/10 https://t.co/Ny4iM6FDtz\n",
      "Meet Joey and Izzy. Joey only has one ear that works and Izzy wants 2015 to be over already. Both great pups. 11/10s https://t.co/WgQTIQ93BB\n",
      "I have no words. Just a magnificent pup. 12/10 https://t.co/viwWHZgX8j\n",
      "I know we joke around on here, but this is getting really frustrating. We rate dogs. Not T-Rex. Thank you... 8/10 https://t.co/5aFw7SWyxU\n",
      "This is Patrick. He's a bigass pupper. 7/10 https://t.co/J9DXBFoAQe\n",
      "This is Kreg. He's riding an invisible jet ski. 11/10 that's downright legendary https://t.co/BA5AV5dx6Y\n",
      "Meet Brody. He's a Downton Abbey Falsetto. Addicted to grating cheese. He says he can stop but we know he can't\n",
      "9/10 https://t.co/vBeiQq6SaZ\n",
      "This is Todo. He's screaming because he doesn't want to wear his sweater or a seat belt. 9/10 gotta buckle up pup https://t.co/Nm8Spw4HbD\n",
      "Meet Jax. He's an Iglesias Hufflepoof. Quite the jokester. Takes it too far sometimes. Can be very hurtful. 9/10 https://t.co/i5TeG0KYcW\n",
      "This is Samson. He patrols his waters on the back of his massive shielded battle dog. 11/10 https://t.co/f8dVgDYDFf\n",
      "I'm not sure what this dog is doing but it's pretty inspirational. 12/10 https://t.co/4Kn9GEHXiE\n",
      "This is Tess. Her main passions are shelves and baking too many cookies. 11/10 https://t.co/IriJlVZ6m4\n",
      "We normally don't rate bears but this one seems nice. Her name is Thea. Appears rather fluffy. 10/10 good bear https://t.co/fZc7MixeeT\n",
      "This is Ulysses. He likes holding hands and his eyes are magic. 11/10 https://t.co/gPmJHmtgak\n",
      "Unique dog here. Wrinkly as hell. Weird segmented neck. Finger on fire. Doesn't seem to notice. 5/10 might still pet https://t.co/Hy9La4xNX3\n",
      "This is Jimothy. He's a Trinidad Poliwhirl. Father was a velociraptor. Exceptionally unamused. 12/10 would adopt https://t.co/VwdIk0OwVx\n",
      "Say hello to Charlie. He's scholarly af. Quite intimidating with all his pupper knowledge 10/10 even built that fire https://t.co/9KThv6z8u5\n",
      "This is Bo. He's a Benedoop Cumbersnatch. Seems frustrated with own feet. Portable as hell. 11/10 very solid pupper https://t.co/TONMhRoQh7\n",
      "Can you spot Toby the guilty pupper? 7/10 would be higher but he made quite the mess shredding his stuffed pals https://t.co/3uCcDEJLXs\n",
      "This is Toffee. He's a happy pupper. Appears dangerously fluffy. Extraordinarily spherical. 12/10 would pet firmly https://t.co/oEXEKt3MHu\n",
      "*collapses* 12/10 https://t.co/C7M8mnzHIK\n",
      "This is Apollo. He thought you weren't coming back so he had a mental breakdown. 8/10 we've all been there https://t.co/ojUBrDCHLT\n",
      "This is Carly. She's actually 2 dogs fused together. Very innovative. Probably has superpowers. 12/10 for double dog https://t.co/GQn2IopLud\n",
      "I've been told there's a slight possibility he's checking his mirror. We'll bump to 9.5/10. Still a menace\n",
      "This is Asher. He's not wearing a seatbelt or keeping both paws on the wheel. Absolute menace on the roadways. 9/10 https://t.co/V3SWuHACkh\n",
      "This is Glacier. He's a very happy pup. Loves to sing in the sunlight. 11/10 https://t.co/jTBPqKgkz7\n",
      "This is Chuck. He's a neat dog. Very flexible. Trapped in a glass case of emotion. Devastatingly unfluffy 3/10 https://t.co/YqbU9xHV3p\n",
      "This is actually a lion. We only rate dogs. For the last time please only send dogs. Thank u.\n",
      "12/10 would still pet https://t.co/Pp26dMQxap\n",
      "Meet Sarge. His parents signed him up for dancing lessons but his true passion is roller coasters 11/10 very petable https://t.co/KvVoBIgkje\n",
      "Say hello to Panda. He's a Quackadilly Shooster. Not amused by your fake ball throwing motion. 9/10 would hug lots https://t.co/wL1iDvbcVk\n",
      "This is Champ. He's being sacrificed to the Aztec sun god Huitzilopochtli. So sad. 10/10 Champ doesn't deserve this https://t.co/VGsziXImoy\n",
      "I just love this pic. 11/10 this pupper is going places https://t.co/P16uhh1PbI\n",
      "This is Aspen. He's astronomically fluffy. I wouldn't stop petting this dog if the world was ending around me 11/10 https://t.co/oBlgL9nxpx\n",
      "I thought I made this very clear. We only rate dogs. Stop sending other things like this shark. Thank you... 9/10 https://t.co/CXSJZ4Stk3\n",
      "This is Ozzie. He was doing fine until he lost traction in those festive socks. Now he's tired. 9/10 still killin it https://t.co/u4FYdIRKnY\n",
      "This is Alice. She's an idiot. 4/10 https://t.co/VQXdwJfkyS\n",
      "Say hello to Sadie. She's a Tortellini Sidewinder. Very jubilant pup. Seems loyal. Leaves on point. 10/10 petable af https://t.co/g2bTu4ayPl\n",
      "Meet Griswold. He's dapper as hell. Already pumped for next Christmas. 11/10 https://t.co/5NrpNDyFzN\n",
      "This is Cheesy. It's her birthday. She's patiently waiting to eat her party muffin. 9/10 happy birthday pup https://t.co/cH2H7mch2H\n",
      "This is Ellie. She's secretly ferocious. 12/10 very deadly pupper https://t.co/BF4BW8LUgb\n",
      "This guy's dog broke. So sad. 9/10 would still pet https://t.co/BYiXJDEzv7\n",
      "Great picture here. Dog on the right panicked &amp; forgot about his tongue. Middle green dog must've fainted. All 10/10 https://t.co/31npKUAox0\n",
      "Say hello to Moofasa. He must be a powerful dog. Fenced in for your protection. Just got his ear pierced. 6/10 https://t.co/w6fRfQ3RXD\n",
      "This is Brody. That is his chair. He loves his chair. Never leaves it. 9/10 might be stuck actually https://t.co/WvJRg0XJit\n",
      "This is Penny. Her tennis ball slowly rolled down her cone and into the pool. 8/10 bad things happen to good puppers https://t.co/YNWU7LeFgg\n",
      "Meet Percy. He's a Latvian Yuletide Heineken. Refuses to take off sweater. Kinda feisty. 12/10 would keep in pocket https://t.co/QGM5Fcuv7s\n",
      "Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD\n",
      "This is Hector. He thinks he's a hammer. Silly Hector. You're a pupper, not a hammer. 10/10 https://t.co/OdUFuZIXiI\n",
      "Merry Christmas. My gift to you is this tiny unicorn running into a wall in slow motion. 11/10 https://t.co/UKqIAnR3He\n",
      "This is CeCe. She's patiently waiting for Santa. 10/10 https://t.co/ZJUypFFwvg\n",
      "I hope everyone enjoys this picture as much as I do. This is Toby. 12/10 https://t.co/vHnu1g9EJm\n",
      "Here's a sleepy Christmas pupper 11/10 https://t.co/KXg0f8GNQ9\n",
      "This pupper is patiently waiting to scare the shit out of Santa. 10/10 https://t.co/NhXo67K6yt\n",
      "Meet Goliath. He's an example of irony. Head is phenomenally round. Wants to be an ornament. 12/10 would hug gently https://t.co/72Dil0Aktw\n",
      "Say hello to Kawhi. He was doing fine until his hat fell off. He got it back though. 10/10 deep breaths pupper https://t.co/N5pM6WBx7e\n",
      "This is Reggie. His Santa hat is a little big. 10/10 he's still having fun https://t.co/w0dcGXq7qK\n",
      "This is Ozzy. He woke up 2 minutes before he had to be ready for the Christmas party. 9/10 classic Ozzy https://t.co/Kt9vmw0Fap\n",
      "This pupper is not coming inside until she catches a snowflake on her tongue. 11/10 the determination is palpable https://t.co/lvMYbmKq8H\n",
      "This is by far the most coordinated series of pictures I was sent. Downright impressive in every way. 12/10 for all https://t.co/etzLo3sdZE\n",
      "Say hello to Emmie. She's trapped in an ornament. Tragic af. Looks pretty content tho. Maybe it's meant to be. 9/10 https://t.co/Fh7geodBCU\n",
      "Meet Sammy. At first I was like \"that's a snowflake. we only rate dogs,\" but he would've melted by now, so 10/10 https://t.co/MQfPK4zwuh\n",
      "Meet Penelope. She's a bacon frise. Total babe (lol get it like the movie). Doesn't bark tho. 5/10 very average dog https://t.co/SDcQYg0HSZ\n",
      "This is Rocco. He's in a very intense game of freeze tag. Currently waiting to be unfrozen 10/10 https://t.co/xZXUKVXJ7l\n",
      "\"Dammit hooman I'm jus trynna lik the fler\" 11/10 https://t.co/eRZRI8OTj7\n",
      "This is Bruce. He's a rare pup. Covered in Frosted Flakes. Nifty gold teeth. Overall good dog. 7/10 would pet firmly https://t.co/RtxxACzZ8A\n",
      "This is Willie. He's floating away and needs your assistance. Please someone help Willie. 10/10 https://t.co/MJqygWqt8X\n",
      "Everybody look at this beautiful pupper 13/10 https://t.co/hyAC5Hq9GC\n",
      "This is Rinna. She's melting. 10/10 get inside pupper https://t.co/PA0czwucsb\n",
      "This pup's name is Sabertooth (parents must be cool). Ears for days. Jumps unannounced. 9/10 would pet diligently https://t.co/iazoiNUviP\n",
      "This is Hunter. He was playing with his ball minding his own business. Has no idea what happened to the carpet. 8/10 https://t.co/DbUTDI3u1R\n",
      "This is Mike. He is a Jordanian Frito Pilates. Frowning because he can't see directly in front of him. 8/10 https://t.co/NL5QJwdEpF\n",
      "Guys this really needs to stop. We've been over this way too many times. This is a giraffe. We only rate dogs.. 7/10 https://t.co/yavgkHYPOC\n",
      "This little pupper just arrived. 11/10 would snug https://t.co/DA5aqnSGfB\n",
      "Say hello to William. He makes fun of others because he's terrified of his own deep-seated insecurities. 7/10 https://t.co/bwuV6FlRxr\n",
      "This is Dwight. He's a pointy pupper. Very docile. Attracts marshmallows. Hurts to pet but definitely worth it 8/10 https://t.co/jjW7zTxY9Z\n",
      "This is Evy. She doesn't want to be a Koala. 9/10 https://t.co/VITeF0Kl9L\n",
      "Meet Hurley. He's the curly one. He hugs every other dog he sees during his walk. 11/10 for spreading the love https://t.co/M6vqkt2GKV\n",
      "Crazy unseen footage from Jurassic Park. 10/10 for both dinosaur puppers https://t.co/L8wt2IpwxO\n",
      "This is Rubio. He has too much skin. 11/10 https://t.co/NLOHmlENag\n",
      "I know everyone's excited for Christmas but that doesn't mean you can send in reindeer. We only rate dogs... 8/10 https://t.co/eWjWgbOCYL\n",
      "This is Louis. He's a river dancer. His friends think it's badass. All are very supportive. 10/10 for Louis https://t.co/qoIvjKMY58\n",
      "This is officially the greatest yawn of all time. 12/10 https://t.co/4R0Cc0sLVE\n",
      "This is Chompsky. He lives up to his name. 11/10 https://t.co/Xl37lQEWd0\n",
      "This dog doesn't know how to stairs. Quite tragic really. 9/10 get it together pup https://t.co/kTpr9PTMg1\n",
      "This is Rascal. He's paddling an imaginary canoe. 11/10 https://t.co/Ajquq6oGSg\n",
      "If your Monday isn't going so well just take a look at this. Both 12/10 https://t.co/GJT6SILPGU\n",
      "Meet Lola. She's a Metamorphic Chartreuse. Plays with her food. Insubordinate and churlish. Exquisite hardwood 11/10 https://t.co/etpBNXwN7f\n",
      "Here's a pupper with some mean tan lines. Snazzy sweater though 12/10 https://t.co/DpCSVsl6vu\n",
      "This is Linda. She fucking hates trees. 7/10 https://t.co/blaY85FIxR\n",
      "This is Tug. He's not required to wear the cone he just wants his voice to project more clearly. 11/10 https://t.co/Sp739Ou2qx\n",
      "This is Mia. She makes awful decisions. 8/10 https://t.co/G6TQVgTcZz\n",
      "Meet Wilson. He got caught humping the futon. He's like \"dude, help me out here\" 10/10 I'd help Wilson out https://t.co/m6XoclB0qv\n",
      "This is Dash. He didn't think the water would be that cold. Damn it Dash it's December. Think a little. 10/10 https://t.co/NqcOwG8pxW\n",
      "Meet Tango. He's a large dog. Doesn't care much for personal space. Owner isn't very accepting. Tongue slip. 6/10 https://t.co/p2T5kGebxe\n",
      "Here we are witnessing a wild field pupper. Lost his wallet in there. Rather unfortunate. 10/10 good luck pup https://t.co/sZy9Co74Bw\n",
      "Exotic pup here. Tail long af. Throat looks swollen. Might breathe fire. Exceptionally unfluffy 2/10 would still pet https://t.co/a8SqCaSo2r\n",
      "Meet Grizz. He just arrived. Couldn't wait until Christmas. Worried bc he saw the swastikas on the carpet. 10/10 https://t.co/QBGwYrT7rv\n",
      "Touching scene here. Really stirs up the emotions. The bond between father &amp; son. So beautiful. 10/10 for both pups https://t.co/AJWJHov5gx\n",
      "This is Crystal. She's a shitty fireman. No sense of urgency. People could be dying Crystal. 2/10 just irresponsible https://t.co/rtMtjSl9pz\n",
      "Say hello to Jerome. He can shoot french fries out of his mouth at insane speeds. Deadly af. 10/10 https://t.co/dIy88HwrX8\n",
      "This made my day. 12/10 please enjoy https://t.co/VRTbo3aAcm\n",
      "These little fellas have opposite facial expressions. Both 12/10 https://t.co/LmThv0GWen\n",
      "This is Bella. She just learned that her final grade in chem was a 92.49 \n",
      "poor pupper 11/10 https://t.co/auOoKuoveM\n",
      "This is Crumpet. He underestimated the snow. Quickly retreating. 10/10 https://t.co/a0Zx5LDFZa\n",
      "This pupper likes tape. 12/10 https://t.co/cSp6w5GWgm\n",
      "This is Rosie. She has a snazzy bow tie and a fin for a tail. Probably super fast underwater. Cool socks 10/10 https://t.co/GO76MdGBs0\n",
      "Another spooky pupper here. Most definitely floating. No legs. Probably knows some dark magic. 10/10 very spooked https://t.co/JK8MByRzgj\n",
      "This is Jessifer. She is a Bismoth Teriyaki. Flowers being attacked by hurricanes on bandana (rad). 9/10 stellar pup https://t.co/nZhmRwZzWv\n",
      "After getting lost in Reese's eyes for several minutes we're going to upgrade him to a 13/10\n",
      "This is Reese. He likes holding hands. 12/10 https://t.co/cbLroGCbmh\n",
      "This is Izzy. She's showing off the dance moves she's been working on. 11/10 I guess hard work pays off https://t.co/4JS92YAxTi\n",
      "\"Everything looks pretty good in there. Make sure to brush your gums. Been flossing? How's school going?\" Both 10/10 https://t.co/lWL2IMJqLR\n",
      "Guys this was terrifying. Really spooked me up. We don't rate ghosts. We rate dogs. Please only send dogs... 9/10 https://t.co/EJImi1udYb\n",
      "IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq\n",
      "This is Ralph. He's an interpretive dancer. 10/10 https://t.co/zoDdPyPFsa\n",
      "This is Sadie. She got her holidays confused. 9/10 damn it Sadie https://t.co/fm7HxOsuPK\n",
      "This was Cindy's face when she heard Susan forgot the snacks for after the kid's soccer game. 11/10 https://t.co/gzkuVGRgAD\n",
      "Endangered triangular pup here. Could be a wizard. Caught mid-laugh. No legs. Just fluff. Probably a wizard. 9/10 https://t.co/GFVIHIod0Z\n",
      "In honor of the new Star Wars movie. Here's Yoda pug. 12/10 pet really well, would I https://t.co/pvjdRn00XH\n",
      "This is a dog swinging. I really enjoyed it so I hope you all do as well. 11/10 https://t.co/Ozo9KHTRND\n",
      "This is Sandy. He's sexually confused. Thinks he's a pigeon. Also an All-American cheese catcher. 10/10 so petable https://t.co/Htu8plSqEu\n",
      "Contortionist pup here. Inside pentagram. Clearly worships Satan. Known to slowly push fragile stuff off tables 6/10 https://t.co/EX9oR55VMe\n",
      "Reckless pupper here. Not even looking at road. Absolute menace. No regard for fellow pupper lives. 10/10 still cute https://t.co/96IBkOYB7j\n",
      "Not much to say here. I just think everyone needs to see this. 12/10 https://t.co/AGag0hFHpe\n",
      "Say hello to Axel. He's a Black Chevy Pinot on wheels. 0 to 60 in 5.7 seconds (if downhill). 9/10 I call shotgun https://t.co/DKe9DBnnHE\n",
      "Downright inspiring 12/10 https://t.co/vSLtYBWHcQ\n",
      "This dog gave up mid jump. 9/10 https://t.co/KmMv3Y2zI8\n",
      "Meet Humphrey. He's a Northern Polyp Viagra. One ear works. Face stuck like that. Always surprised. 9/10 petable af https://t.co/FS7eJQM2F4\n",
      "This is Derek. All the dogs adore Derek. He's a great guy. 10/10 really solid pup https://t.co/KgcsGNb61s\n",
      "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",
      "This is Juckson. He's totally on his way to a nascar race. 5/10 for Juckson https://t.co/IoLRvF0Kak\n",
      "This is the happiest pupper I've ever seen. 10/10 would trade lives with https://t.co/ep8ATEJwRb\n",
      "Say hello to Chuq. He just wants to fit in. 11/10 https://t.co/hGkMCjZzn4\n",
      "Here we see a Byzantine Rigatoni. Very aerodynamic. No eyes. Actually not windy here they just look like that. 9/10 https://t.co/gzI0m6wXRo\n",
      "This is Cooper. He doesn't know how cheese works. Likes the way it feels on his face. Cheeky tongue slip. 11/10 https://t.co/j1zczS0lI5\n",
      "10/10 I'd follow this dog into battle no questions asked https://t.co/ngTNXYQF0L\n",
      "This is Tyrus. He's a Speckled Centennial Ticonderoga. Terrified of floating red ball. Nifty bandana. 8/10 v petable https://t.co/HqM3YhCaaa\n",
      "This is Karl. Karl thinks he's slick. 6/10 sneaky pup https://t.co/Lo4ALwjVh4\n",
      "This pups goal was to get all four feet as close to each other as possible. Valiant effort 12/10 https://t.co/2mXALbgBTV\n",
      "Who leaves the last cupcake just sitting there? 9/10 https://t.co/PWMqAoEx2a\n",
      "Here we see a rare pouched pupper. Ample storage space. Looks alert. Jumps at random. Kicked open that door. 8/10 https://t.co/mqvaxleHRz\n",
      "Super speedy pupper. Does not go gentle into that goodnight. 10/10 https://t.co/uPXBXS1XNb\n",
      "Exotic handheld dog here. Appears unathletic. Feet look deadly. Can be thrown a great distance. 5/10 might pet idk https://t.co/Avq4awulqk\n",
      "Meet Ash. He's just a head now. Lost his body during the Third Crusade. Still in good spirits. 10/10 would pet well https://t.co/NJj2uP0atK\n",
      "Finally some constructive political change in this country. 11/10 https://t.co/mvQaETHVSb\n",
      "Watch out Airbud. This pupper is also good at the sports. 12/10 I'm thinking D1 https://t.co/1HrFdo7M0C\n",
      "Say hello to Penny &amp; Gizmo. They are practicing their caroling. The ambition in the room is tangible. 9/10 for both https://t.co/aqBHjjh5VD\n",
      "When someone yells \"cops!\" at a party and you gotta get your drunk friend out of there. 10/10 https://t.co/4rMZi5Ca1k\n",
      "I promise this wasn't meant to be a cuteness overload account but ermergerd look at this cozy pupper. 13/10 https://t.co/mpQl2rJjDh\n",
      "This is the saddest/sweetest/best picture I've been sent. 12/10 😢🐶 https://t.co/vQ2Lw1BLBF\n",
      "*screeches for a sec and then faints* 12/10 https://t.co/N5QL4ySBEx\n",
      "This is Godzilla pupper. He had a ruff childhood &amp; now deflects that pain outward by terrorizing cities. Tragic 9/10 https://t.co/g1tLGkyaxr\n",
      "This pupper loves leaves. 11/10 for committed leaf lover https://t.co/APvLqbEhkF\n",
      "After some outrage from the crowd. Bubbles is being upgraded to a 7/10. That's as high as I'm going. Thank you\n",
      "This is Bubbles. He kinda resembles a fish. Always makes eye contact with u no matter what. Sneaky tongue slip. 5/10 https://t.co/Nrhvc5tLFT\n",
      "Meet Vinnie. He's having fun while being safe. Well not a lot of fun, but definitely safe, and that's important 8/10 https://t.co/vZYtynZZlH\n",
      "This pupper is very passionate about Christmas. Wanted to give the tree a hug. So cute. 8/10 https://t.co/NsGyECJuq7\n",
      "ITSOFLUFFAYYYYY 12/10 https://t.co/bfw13CnuuZ\n",
      "Say hello to Griffin. He's upset because his costume for Halloween didn't arrive until today. 9/10 cheer up pup https://t.co/eoBCjSFajX\n",
      "Three generations of pupper. 11/10 for all https://t.co/tAmQYvzrau\n",
      "Hope your Monday isn't too awful. Here's two baseball puppers. 11/10 for each https://t.co/dB0H9hdZai\n",
      "Meet Duke. He's an Urban Parmesan. They know he's scared of the green rubber dog. \"Why u do dis?\" thinks Duke. 10/10 https://t.co/3bim9U5Idr\n",
      "All this pupper wanted to do was go skiing. No one told him about the El Niño. Poor pupper. 10/10 maybe next year https://t.co/fTgbq1UBR9\n",
      "Say hello to Winston. He has no respect for the system. Much rebellion. I think that's a palm tree... nice. 8/10 https://t.co/dOLQddhXLZ\n",
      "This is Kenneth. He's stuck in a bubble. 10/10 hang in there Kenneth https://t.co/uQt37xlYMJ\n",
      "This is Herm. He just wants to be like the other dogs. Sneaky tongue slip. Super fuzzy. 9/10 would cuddle firmly https://t.co/tg8h9lzCHv\n",
      "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",
      "This is Bert. He likes flowers. 10/10 https://t.co/lmQRrNxaQu\n",
      "Here we are witnessing a very excited dog. Clearly has no control over neck movements. 8/10 would still pet https://t.co/ICNIjSkrXs\n",
      "Meet Striker. He's ready for Christmas. 11/10 https://t.co/B3xxSLjQSH\n",
      "Extremely rare pup here. Very religious. Always praying. Too many legs. Not overwhelmingly fluffy. Won't bark. 3/10 https://t.co/REyE5YKVBb\n",
      "\"Yes hello I'ma just snag this here toasted bagel real quick. carry on.\" 9/10 https://t.co/Cuz0Osnekp\n",
      "I'm sure you've all seen this pupper. Not prepared at all for the flying disc of terror. 10/10 https://t.co/G0pQiFGM7O\n",
      "This is Donny. He's summoning the demon monster Babadook. 6/10 Donny please no that won't be a good time for anyone https://t.co/kiW6Knb7Gp\n",
      "Breathtaking scene. A father taking care of his newborn pup. Tugs at the heartstrings. 10/10 restores my faith https://t.co/06oZdehGEa\n",
      "Ok, I'll admit this is a pretty adorable bunny hopping towards the ocean but please only send in dogs... 11/10 https://t.co/sfsVCGIipI\n",
      "&amp; this is Yoshi. Another world record contender 11/10 (what the hell is happening why are there so many contenders?) https://t.co/QG708dDNH6\n",
      "Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw\n",
      "This dog is being demoted to a 9/10 for not wearing a helmet while riding. Gotta stay safe out there. Thank you\n",
      "This is Pepper. She's not fully comfortable riding her imaginary bike yet. 10/10 don't worry pupper, it gets easier https://t.co/40dj4eTsXG\n",
      "🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10s https://t.co/GK2HJtkdQk\n",
      "Here's a handful of sleepy puppers. All look unaware of their surroundings. Lousy guard dogs. Still cute tho 11/10s https://t.co/lyXX3v5j4s\n",
      "This is Bernie. He just touched a boob for the first time. 10/10 https://t.co/whQKMygnK6\n",
      "Say hello to Buddah. He was Waldo for Halloween. 11/10 https://t.co/DVAqAnb624\n",
      "Here's a pupper licking in slow motion. 12/10 please enjoy https://t.co/AUJi8ujxw9\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is Lenny. He was just told that he couldn't explore the fish tank. 12/10 smh all that work for nothing https://t.co/JWi6YrpiO1\n",
      "We've got ourselves a battle here. Watch out Reggie. 11/10 https://t.co/ALJvbtcwf0\n",
      "This is a Sizzlin Menorah spaniel from Brooklyn named Wylie. Lovable eyes. Chiller as hell. 10/10 and I'm out.. poof https://t.co/7E0AiJXPmI\n",
      "Seriously guys?! Only send in dogs. I only rate dogs. This is a baby black bear... 11/10 https://t.co/H7kpabTfLj\n",
      "This is Ellie AKA Queen Slayer of the Orbs. Very self-motivated. Great yard. Rad foliage. 10/10 would pet diligently https://t.co/c9jmg3Xtzn\n",
      "Meet Sammy. He's a Motorola Firefox. Hat under hoodie (must be a half-decent up and coming white rapper) 10/10 https://t.co/rO2zxf0OQ0\n",
      "12/10 stay woke https://t.co/XDiQw4Akiw\n",
      "I shall call him squishy and he shall be mine, and he shall be my squishy. 13/10 https://t.co/WId5lxNdPH\n",
      "Meet Reggie. He's going for the world record. Must concentrate. Focus up pup. 11/10 we all believe in you Reggie https://t.co/h3AWz4AzuC\n",
      "RT until we find this dog. Clearly a cool dog (front leg relaxed out window). Looks to be a superb driver. 10/10 https://t.co/MnTrKaQ8Wn\n",
      "Rare shielded battle dog here. Very happy about abundance of lettuce. Painfully slow fetcher. Still petable. 5/10 https://t.co/C3tlKVq7eO\n",
      "Happy Friday. Here's some golden puppers. 12/10 for all https://t.co/wNkqAED6lG\n",
      "The tail alone is 13/10. Great dog, better owner https://t.co/IyAXinfyju\n",
      "This is Daisy. She loves that shoe. Still no seat belt. Super churlish. 12/10 the dogs are killing it today https://t.co/cZlkvgRPdn\n",
      "Everyone needs to watch this. 13/10 https://t.co/Bb3xnpsWBC\n",
      "Yea I lied. Here's more. All 13/10 https://t.co/ZQZf2U4xCP\n",
      "Good morning here's a grass pupper. 12/10 https://t.co/2d68FmWGGs\n",
      "This is Arnold. He broke his leg saving a handicapped child from a forest fire. True hero. 10/10 inspirational dog https://t.co/bijCeHeX4C\n",
      "What kind of person sends in a picture without a dog in it? 1/10 just because that's a nice table https://t.co/RDXCfk8hK0\n",
      "holy shit 12/10 https://t.co/p6O8X93bTQ\n",
      "When you're presenting a group project and the 4th guy tells the teacher that he did all the work. 10/10 https://t.co/f50mbB4UWS\n",
      "This is Coops. He's yelling at the carpet. Not very productive Coops. 7/10 https://t.co/Uz52oYnHzF\n",
      "What an honor. 3 dogs here. Blond one is clearly a gymnast. Other two just confused. Very nifty pups. 9/10 for all https://t.co/YDgstgIDGs\n",
      "This is Steven. He got locked outside. Damn it Steven. 5/10 nice grill tho https://t.co/zf7Sxxjfp3\n",
      "Meet Zuzu. He just graduated college. Astute pupper. Needs 2 leashes to contain him. Wasn't ready for the pic. 10/10 https://t.co/2H5SKmk0k7\n",
      "Say hello to Oliver. He thought what was inside the pillow should be outside the pillow. Blurry since birth. 8/10 https://t.co/lFU9W31Fg9\n",
      "C'mon guys. We've been over this. We only rate dogs. This is a cow. Please only submit dogs. Thank you...... 9/10 https://t.co/WjcELNEqN2\n",
      "This is a fluffy albino Bacardi Columbia mix. Excellent at the tweets. 11/10 would hug gently https://t.co/diboDRUuEI\n",
      "Meet Moe. He's a golden Fetty Woof. Doesn't respect the authorities. Might own a motorhome? 10/10 revolutionary pup https://t.co/JAncIdNp8G\n",
      "Say hello to Mollie. This pic was taken after she bet all her toys on Ronda Rousey. 10/10 hang in there pupper https://t.co/QMmAqA9VqO\n",
      "Meet Laela. She's adorable. Magnificent eyes. But I don't see a seat belt. Insubordinate.. and churlish. Still 12/10 https://t.co/pCGDgLkLo6\n",
      "Ok last one of these. I may try to make some myself. Anyway here ya go. 13/10 https://t.co/i9CDd1oEu8\n",
      "When your entire life is crumbling before you and you're trying really hard to hold your shit together.\n",
      "10/10 https://t.co/vqFkgYPCW8\n",
      "This is Tedders. He broke his leg saving babies from the Pompeii eruption. 11/10 where's his Purple Heart? @POTUS https://t.co/cMI2AcLm4B\n",
      "I have found another. 13/10 https://t.co/HwroPYv8pY\n",
      "ER... MER... GERD 13/10 https://t.co/L1puJISV1a\n",
      "Say hello to Maggie. She's a Western Septic Downy. Pretends to be Mexican. Great hardwood flooring. 9/10 https://t.co/P3ElQ2wsjb\n",
      "Bedazzled pup here. Fashionable af. Super yellow. Looks hella fluffy. Webbed paws for efficient fetching. 8/10 https://t.co/ot8yMUGodj\n",
      "This is Superpup. His head isn't proportional to his body. Has yet to serve any justice. 11/10 maybe one day pupper https://t.co/gxIFgg8ktm\n",
      "This pup was carefully tossed to make it look like she's riding that horse. I have no words this is fabulous. 12/10 https://t.co/Bob33W4sfD\n",
      "These two pups are masters of camouflage. Very dedicated to the craft. Both must've spent decades practicing. 10/10s https://t.co/RBiQ8hPqwr\n",
      "Just received another perfect photo of dogs and the sunset. 12/10 https://t.co/9YmNcxA2Cc\n",
      "Everyone please just appreciate how perfect these two photos are. 12/10 for both https://t.co/rLf7asnHxO\n",
      "This is Sophie. She just saw a spider. 10/10 don't just stand there Sophie https://t.co/VagYftZccT\n",
      "Some clarification is required. The dog is singing Cher and that is more than worthy of an 11/10. Thank you\n",
      "\"🎶 DO YOU BELIEVE IN LIFE AFTER LOVE 🎶\"\n",
      "11/10 https://t.co/URNs5zFskc\n",
      "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",
      "Meet Patrick. He's an exotic pup. Jumps great distances for a dog. Always gets injured when I toss him a ball. 3/10 https://t.co/Unz1uNrOzo\n",
      "Meet Jeb &amp; Bush. Jeb is somehow stuck in that fence and Bush won't stop whispering sweet nothings in his ear. 9/10s https://t.co/NRNExUy9Hm\n",
      "This is Rodman. He's getting destroyed by the surfs. Valiant effort though. 10/10 better than most puppers probably https://t.co/S8wCLemrNb\n",
      "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",
      "When you see sophomores in high school driving. 11/10 https://t.co/m6aC8d1Kzp\n",
      "This pupper is fed up with being tickled. 12/10 I'm currently working on an elaborate heist to steal this dog https://t.co/F33n1hy3LL\n",
      "Rare submerged pup here. Holds breath for a long time. Frowning because that spoon ignores him. 5/10 would still pet https://t.co/EJzzNHE8bE\n",
      "The 13/10 also takes into account this impeccable yard. Louis is great but the future dad in me can't ignore that luscious green grass\n",
      "This is Louis. He thinks he's flying. 13/10 this is a legendary pup https://t.co/6d9WziPXmx\n",
      "This pupper just wants a belly rub. This pupper has nothing to do w the tree being sideways now. 10/10 good pupper https://t.co/AyJ7Ohk71f\n",
      "Meet Bailey. She plays with her food. Very childish. Doesn't even need a battle helmet smh. Still cute though. 9/10 https://t.co/CLEOjxhTEx\n",
      "This is Ava. She doesn't understand flowers. 12/10 would caress firmly https://t.co/BxTJAFSIgk\n",
      "This is Jonah. He's a Stinted Fisher Price. Enjoys chewing on his miniature RipStik. 10/10 very upbeat fellow https://t.co/7qjXy1uUYY\n",
      "This is Lenny. He wants to be a sprinkler. 10/10 you got this Lenny https://t.co/CZ0YaB40Hn\n",
      "This is Gary. He's a hide and seek champion. Second only to Kony. 8/10 Gary has a gift https://t.co/cAlB4XCcsi\n",
      "Meet Chesney. On the outside he stays calm &amp; collected. On the inside he's having a complete mental breakdown. 10/10 https://t.co/G4m0TFY9uc\n",
      "13/10\n",
      "@ABC7\n",
      "This is Lennon. He's in quite the predicament. 8/10 hang in there pupper https://t.co/7mf8XXPAZv\n",
      "This is life-changing. 12/10 https://t.co/SroTpI6psB\n",
      "This is Kenny. He just wants to be included in the happenings. 11/10 https://t.co/2S6oye3XqK\n",
      "\"AT DAWN, WE RIDE\"\n",
      "10/10 for both dogs https://t.co/3aXX6wH6it\n",
      "This is Bob. He's a Juniper Fitzsimmons. His body is 2, but his face is 85. Always looks miserable. Nice stool. 8/10 https://t.co/vYe9RlVz2N\n",
      "This is Henry. He's a shit dog. Short pointy ears. Leaves trail of pee. Not fluffy. Doesn't come when called. 2/10 https://t.co/Pu9RhfHDEQ\n",
      "This is Gus. He's super stoked about being an elephant. Couldn't be happier. 9/10 for elephant pupper https://t.co/gJS1qU0jP7\n",
      "Say hello to Bobbay. He's a marshmallow wizard. 10/10 https://t.co/r6LZN1o1Gx\n",
      "This is a Sagitariot Baklava mix. Loves her new hat. 11/10 radiant pup https://t.co/Bko5kFJYUU\n",
      "Say hello to Mitch. He thinks that's a hat. Nobody has told him yet. 11/10 please no one tell him https://t.co/7jOPktauh4\n",
      "This is Earl. Earl is lost. Someone help Earl. He has no tags. Just trying to get home. 5/10 hang in there Earl https://t.co/1ZbfqAVDg6\n",
      "This is Stanley. Yes he is aware of the spoon's presence, he just doesn't know what he should do about it. 10/10 https://t.co/gQAMg5ypW5\n",
      "This is Lucy. She knits. Specializes in toboggans. 10/10 I'd buy a toboggan from Lucy https://t.co/YE2XDHy4Yk\n",
      "Herd of wild dogs here. Not sure what they're trying to do. No real goals in life. 3/10 find your purpose puppers https://t.co/t5ih0VrK02\n",
      "Yea I can't handle the cuteness anymore. Curls for days. 12/10 for all https://t.co/sAI6gCGZYX\n",
      "This is Kaiya. She's an aspiring shoe model. 12/10 follow your dreams pupper https://t.co/nX8FiGRHvk\n",
      "Meet Daisy. She has no eyes &amp; her face has been blurry since birth. Quite the trooper tho. Still havin a blast. 9/10 https://t.co/jcNdw43BIP\n",
      "When you realize it doesn't matter how hard you study. You're still going to fail. 10/10 https://t.co/qzYXbyv0SJ\n",
      "This is Acro. You briefly see her out of the corner of your eye. You look and she's not there. 10/10 mysterious pup https://t.co/fqiEsTduEs\n",
      "Say hello to Aiden. His eyes are magical. Loves his little Guy Fieri friend. Sneaky tongue slip. 11/10 would caress https://t.co/Ac37LOe3xD\n",
      "This pup is sad bc he didn't get to be the toy car. Also he has shitty money management skills. 10/10 still cute tho https://t.co/PiSXXZjDSJ\n",
      "This is one esteemed pupper. Just graduated college. 10/10 what a champ https://t.co/nyReCVRiyd\n",
      "This is Obie. He is on guard watching for evildoers from the comfort of his pumpkin. Very brave pupper. 11/10 https://t.co/cdwPTsGEAb\n",
      "Guys I'm getting real tired of this. We only rate dogs. Please don't send in other things like this Bulbasaur. 3/10 https://t.co/t5rQHl6W8M\n",
      "When you're having a great time sleeping and your mom comes in and turns on the lights. 10/10 https://t.co/6qYd6BNSPd\n",
      "The millennials have spoken and we've decided to immediately demote to a 1/10. Thank you\n",
      "This is a heavily opinionated dog. Loves walls. Nobody knows how the hair works. Always ready for a kiss. 4/10 https://t.co/dFiaKZ9cDl\n",
      "🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10 https://t.co/MTOOksRzvH\n",
      "I know a lot of you are studying for finals. Good luck! Here's this. It should help somehow. 12/10 https://t.co/s2ktuPQd79\n",
      "This is Riley. She's just an adorable football fan. 12/10 I'd watch the sports with her https://t.co/kLV8zUCfc8\n",
      "This is Raymond. He's absolutely terrified of floating tennis ball. 10/10 it'll be ok pupper https://t.co/QyH1CaY3SM\n",
      "This is Dot. He found out you only pretended to throw the ball that one time. You don't fuck with Dot. 8/10 https://t.co/Ymg4fwKlZd\n",
      "Large blue dog here. Cool shades. Flipping us off w both hands. Obviously a preteen. 3/10 for rude blue preteen pup https://t.co/mcPd5AFfhA\n",
      "This is Pickles. She's a tiny pointy pupper. Average walker. Very skeptical of wet leaf. 8/10 https://t.co/lepRCaGcgw\n",
      "When you're having a blast and remember tomorrow's Monday. 11/10 https://t.co/YPsJasNVGe\n",
      "Meet Larry. He doesn't know how to shoe. 9/10 damn it Larry https://t.co/jMki5GOV3y\n",
      "This is George. He's upset that the 4th of July isn't everyday. 11/10 https://t.co/wImU0jdx3E\n",
      "This is Shnuggles. I would kill for Shnuggles. 13/10 https://t.co/GwvpQiQ7oQ\n",
      "This is Kendall. 12/10 would cuddle the hell out of https://t.co/fJulMurnfj\n",
      "This is Albert AKA King Banana Peel. He's a kind ruler of the kitchen. Very jubilant pupper. 10/10 overall great dog https://t.co/PN8hxgZ9We\n",
      "This is a Lofted Aphrodisiac Terrier named Kip. Big fan of bed n breakfasts. Fits perfectly. 10/10 would pet firmly https://t.co/gKlLpNzIl3\n",
      "This is Jeffri. He's a speckled ice pupper. Very lazy. Enjoys the occasional swim. Rather majestic really. 7/10 https://t.co/0iyItbtkr8\n",
      "This is Sandy. She loves her spot by the tree. Contemplating her true purpose in the universe. Wears socks. 11/10 https://t.co/JpoEvgbDug\n",
      "When you ask your professor about extra credit on the last day of class. 8/10 https://t.co/H6rqZyE4NP\n",
      "Sun burnt dog here. Quite large. Wants to promote peace. Looks unemployed. Ears for days. 7/10 would pet profusely https://t.co/WlKiN3ll0w\n",
      "This little pupper can't wait for Christmas. He's pretending to be a present. S'cute. 11/10 twenty more days 🎁🎄🐶 https://t.co/m8r9rbcgX4\n",
      "This is Steve. He was just relaxing in hot tub when he was intruded upon. 8/10 poor little pup https://t.co/EPq0MRAraJ\n",
      "This is Koda. She's a boss. Helps shift gears. Can even drive herself. Still no seat belt (reckless af). 11/10 https://t.co/0zUxlrhZrQ\n",
      "*lets out a tiny screech and then goes into complete cardiac arrest* 12/10 https://t.co/az5PLGzVNJ\n",
      "This is Bella. She's a Genghis Flopped Canuck. Stuck in trash can. 9/10 not to happy about it https://t.co/RMv9EAv57u\n",
      "This is Gerald. He's a fluffy lil yellow pup. Always looks like his favorite team just lost on a hail mary. 7/10 https://t.co/GpSkpN8kXS\n",
      "IT'S SO SMALL ERMERGERF 11/10 https://t.co/dNUbKOSiWW\n",
      "This is Django. He's a skilled assassin pupper. 10/10 https://t.co/w0YTuiRd1a\n",
      "This is Frankie. He's wearing blush. 11/10 really accents the cheek bones https://t.co/iJABMhVidf\n",
      "Take a moment and appreciate how these two dogs fell asleep. Simply magnificent. 10/10 for both https://t.co/juX48bWpng\n",
      "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",
      "This is Mac. His dad's probably a lawyer. 11/10 https://t.co/mjC0QpXGum\n",
      "Magical floating dog here. Very calm. Always hangs by the pond. Rather moist. Good listener. 6/10 personally I'd pet https://t.co/1euKoOvy49\n",
      "This is Dexter. He just got some big news. 10/10 https://t.co/CbvCUE6PFI\n",
      "This is Fletcher. He's had a ruff night. No more Fireball for Fletcher. 8/10 it'll be over soon pupper https://t.co/tA4WpkI2cw\n",
      "Say hello to Kenzie. She is a fluff ball. 12/10 you'd need to taser me for me to let go of her https://t.co/dph1UHNJrg\n",
      "This is Pumpkin. He can look in two different directions at once. Great with a screwdriver. 8/10 https://t.co/odpuqtz2Fq\n",
      "This is Schnozz. He's had a blurred tail since birth. Hasn't let that stop him. 10/10 inspirational pupper https://t.co/a3zYMcvbXG\n",
      "Very happy pup here. Always smiling. Loves his little leaf. Carries it everywhere with him. 9/10 https://t.co/81BCQAyvcs\n",
      "Extraordinary dog here. Looks large. Just a head. No body. Rather intrusive. 5/10 would still pet https://t.co/ufHWUFA9Pu\n",
      "This is Chuckles. He is one skeptical pupper. 10/10 stay woke Chuckles https://t.co/ZlcF0TIRW1\n",
      "This is Chet. He's having a hard time. Really struggling. 7/10 hang in there pupper https://t.co/eb4ta0xtnd\n",
      "This is Gustaf. He's a purebred Chevy Equinox. Loves to shred. Gnarly lil pup. Great with the babes. 11/10 https://t.co/7CbO2eMAgJ\n",
      "This is Terry. He's a Toasty Western Sriracha. Doubles as a table. Great for parties. 10/10 would highly recommend https://t.co/1ui7a1ZLTT\n",
      "This is Jimison. He's stuck in a pot. Damn it Jimison. 9/10 https://t.co/KpLyca3o3E\n",
      "This is Cheryl AKA Queen Pupper of the Skies. Experienced fighter pilot. Much skill. True hero. 11/10 https://t.co/i4XJEWwdsp\n",
      "Marvelous dog here. Rad ears. Not very soft. Large tumor on nose. Has a pet rock. Good w kids. 6/10 overall neat pup https://t.co/g5YkRqP0dg\n",
      "This is Oscar. He's getting bombarded with the snacks. Not sure he's happy about it. 8/10 for Oscar https://t.co/dJHI7uC2y3\n",
      "This is Ed. He's not mad, just disappointed. 10/10 https://t.co/BIljU0zhLN\n",
      "This is Jerry. He's a Timbuk Slytherin. Eats his pizza from the side first. Crushed that cup with his bare paws 9/10 https://t.co/fvxHL6cRRs\n",
      "This is Leonidas. He just got rekt by a snowball. 9/10 doggy down https://t.co/uNrmYDUa9M\n",
      "This lil pupper is sad because we haven't found Kony yet. RT to spread awareness. 12/10 would pet firmly https://t.co/Cv7dRdcMvQ\n",
      "This is Norman. Doesn't bark much. Very docile pup. Up to date on current events. Overall nifty pupper. 6/10 https://t.co/ntxsR98f3U\n",
      "This is Caryl. Likes to get in the microwave. 9/10 damn it Caryl https://t.co/YAVwvNaois\n",
      "This is a baby Rand Paul. Curls for days. 11/10 would cuddle the hell out of https://t.co/xHXNaPAYRe\n",
      "Meet Scott. Just trying to catch his train to work. Doesn't need everybody staring. 9/10 ignore the haters pupper https://t.co/jyXbZ35MYz\n",
      "This is Taz. He boxes leaves. 10/10 https://t.co/bWQ0iIcP0w\n",
      "Lots of pups here. All are Judea Hazelnuts. Exceptionally portable. 8/10 for all https://t.co/Pa8EmpDCuI\n",
      "Meet Darby. He's a Fiscal Tutankhamen Waxbeard. Really likes steak. 7/10 https://t.co/rSndxTL0Ap\n",
      "When she says she'll be ready in a minute but you've been waiting in the car for almost an hour. 10/10 https://t.co/EH0N3dFKUi\n",
      "This is Jackie. She was all ready to go out, but her friends just cancelled on her. 10/10 hang in there Jackie https://t.co/rVfi6CCidK\n",
      "This is light saber pup. Ready to fight off evil with light saber. 10/10 true hero https://t.co/LPPa3btIIt\n",
      "Say hello to Jazz. She should be on the cover of Vogue. 12/10 gorgeous pupper https://t.co/mVCMemhXAP\n",
      "This is Buddy. He's photogenic af. Loves to sexily exit pond. Very striped. Comes with shield. 8/10 would pet well https://t.co/mYhQvAdV4f\n",
      "This is Franq and Pablo. They're working hard getting ready for Christmas. 12/10 for both. Amazing pups https://t.co/8lKFBOQ2J5\n",
      "This is Pippin. He is terrified of his new little yellow giraffe. 11/10 https://t.co/ZICNl6tIr5\n",
      "When you accidentally open up the front facing camera. 10/10 https://t.co/jDXxZARQIZ\n",
      "This is Kreg. He has the eyes of a tyrannical dictator. Will not rest until household is his. 10/10 https://t.co/TUeuaOmunV\n",
      "Mighty rare dogs here. Long smooth necks. Great knees. Travel in squads. 1 out of every 14 is massive. 8/10 for all https://t.co/PoMKKnKpRd\n",
      "This is Rolf. He's having the time of his life. 11/10 good pupper https://t.co/OO6MqEbqG3\n",
      "10/10 for dog. 7/10 for cat. 12/10 for human. Much skill. Would pet all https://t.co/uhx5gfpx5k\n",
      "Meet Snickers. He's adorable. Also comes in t-shirt mode. 12/10 I would aggressively caress Snickers https://t.co/aCRKDaFmVr\n",
      "This is Ridley. He doesn't know how to couch. 7/10 https://t.co/UHJE0UgMf7\n",
      "Exotic underwater dog here. Very shy. Wont return tennis balls I toss him. Never been petted. 5/10 I bet he's soft https://t.co/WH7Nzc5IBA\n",
      "This is Cal. He's a Swedish Geriatric Cheddar. Upset because the pope is laughing at his eyebrows. 9/10 https://t.co/EW4MsOrF5O\n",
      "This is Opal. He's a Royal John Coctostan. Ready for transport. Basically indestructible. 9/10 good pupper https://t.co/yRBQF9OS7D\n",
      "This is Bradley. That is his sandwich. He carries it everywhere. 10/10 https://t.co/AjBkGTyCeO\n",
      "This is Bubba. He's a Titted Peebles Aorta. Evolutionary masterpiece. Comfortable with his body. 8/10 great pupper https://t.co/aNkkl5nH3W\n",
      "This pup has a heart on its ass and that is downright legendary. 12/10 https://t.co/0OI927mmNJ\n",
      "This is just impressive I have nothing else to say. 11/10 https://t.co/LquQZiZjJP\n",
      "This is Tuco. That's the toast that killed his father. 9/10 https://t.co/ujnWy26RMe\n",
      "This is Patch. He wants to be a Christmas tree. 11/10 https://t.co/WTJtf9O8Jg\n",
      "Say hello to Gizmo. He's upset because he's not sure if he's really big or the shopping cart is really small. 7/10 https://t.co/XkMtCGhr4a\n",
      "This is Lola. She fell asleep on a piece of pizza. 10/10 frighteningly relatable https://t.co/eqmkr2gmPH\n",
      "This is Mojo. Apparently he's too cute for a seat belt. Hella careless. I'd still pet him tho. 11/10 buckle up pup https://t.co/dzZYx2NByW\n",
      "This is Batdog. He's sleeping now but when he wakes up he'll fight crime and such. Great tongue. 11/10 for Batdog https://t.co/Clg16EVy9O\n",
      "This is Brad. He's a chubby lil pup. Doesn't really need the food he's trying to reach. 5/10 you've had enough Brad https://t.co/vPXKSaNsbE\n",
      "This is Mia. She was specifically told not get on top of the hutch or play in the fridge. 10/10 what a rebel https://t.co/3J7wkwW4FG\n",
      "Meet Dylan. He can use a fork but clearly can't put on a sweatshirt correctly. Looks like a disgruntled teen. 10/10 https://t.co/FWJQ1zQLiI\n",
      "Remarkable dog here. Walks on back legs really well. Looks extra soft. 8/10 would cuddle with https://t.co/gpWLdbposg\n",
      "This is space pup. He's very confused. Tries to moonwalk at one point. Super spiffy uniform. 13/10 I love space pup https://t.co/SfPQ2KeLdq\n",
      "When you try to recreate the scene from Lady &amp; The Tramp but then remember you don't have a significant other. 10/10 https://t.co/TASnD8Q08S\n",
      "Say hello to Mark. He's a good dog. Always ready to go for a walk. Excellent posture. 9/10 keep it up Mark https://t.co/m9NleZ1i80\n",
      "Very fit horned dog here. Looks powerful. Not phased by wind. Great beard. Big enough to ride? 6/10 would cuddle https://t.co/wwwYO9C9kl\n",
      "This is a Tuscaloosa Alcatraz named Jacob (Yacōb). Loves to sit in swing. Stellar tongue. 11/10 look at his feet https://t.co/2IslQ8ZSc7\n",
      "This is Oscar. He's ready for Christmas. 11/10 https://t.co/TON0Irzgwr\n",
      "I'm just going to leave this one here as well. 13/10 https://t.co/DaD5SyajWt\n",
      "This is the best thing I've ever seen so spread it like wildfire &amp; maybe we'll find the genius who created it. 13/10 https://t.co/q6RsuOVYwU\n",
      "After 22 minutes of careful deliberation this dog is being demoted to a 1/10. The longer you look at him the more terrifying he becomes\n",
      "This is Marley. She chews shoes then feels extremely guilty about it and refuses to look at them. 10/10 https://t.co/f99MV0htAV\n",
      "Interesting dog here. Very large. Purple. Manifests rainbows. Perfect teeth. No ears. Surprisingly knowledgable 6/10 https://t.co/QVaEMsB9tS\n",
      "This is JD (stands for \"just dog\"). He's like Airbud but with trading card games instead of sports. 10/10 much skill https://t.co/zzueJV9jCF\n",
      "This is Baxter. He's very calm. Hasn't eaten in weeks tho. Not good at fetch. Never blinks. 8/10 would still pet https://t.co/fUuiyu2QTD\n",
      "This is Reginald. He's pondering what life would be like without so much damn skin. 9/10 it'll be ok buddy https://t.co/1U5Ro5FA4c\n",
      "Super rare dog here. Spiffy mohawk. Sharp mouth. Shits eggs. Cool chariot wheel in background. 6/10 v confident pup https://t.co/pcx8jm1J1K\n",
      "Meet Jax. He's in the middle of a serious conversation and is trying unbelievably hard not to laugh. 10/10 https://t.co/HwiLcDPaCi\n",
      "Meet Alejandro. He's an extremely seductive pup. 10/10 https://t.co/C7dPcCUNpF\n",
      "This is Scruffers. He's being violated on multiple levels and is not happy about it. 9/10 hang in there Scruffers https://t.co/nLQoltwEZ7\n",
      "Say hello to Hammond. He's just a wee lil pup. Jumps around a shit ton. 8/10 overall very good dog https://t.co/OgDF2ES3Q9\n",
      "This is Charlie. He was just informed that dogs can't be Jedi. 11/10 https://t.co/mGW5c50mPA\n",
      "This is Pip. He is a ship captain. Many years of experience sailing the treacherous open sea. 11/10 https://t.co/EY1uZJUGYJ\n",
      "This is Julius. He's a cool dog. Carries seashell everywhere. Rad segmented legs. Currently attacking castle. 8/10 https://t.co/CwUK5AIgeD\n",
      "This is Malcolm. He just saw a spider. 10/10 https://t.co/ympkwF65Dx\n",
      "Meet Penelope. She is a white Macadamias Duodenum. Very excited about wall. Lives on Frosted Flakes. 11/10 good pup https://t.co/CqcRagJlyS\n",
      "Striped dog here. Having fun playing on back. Sturdy paws. Looks like an organized Dalmatian. 7/10 would still pet https://t.co/U1mSS3Ykez\n",
      "This is Tanner. He accidentally dropped all his hard-earned Kohl's cash in the tub. 11/10 https://t.co/onC3uMpFF2\n",
      "Tfw she says hello from the other side. 9/10 https://t.co/lS1TIDagIb\n",
      "This is Lou. He's a Petrarch Sunni Pinto. Well-behaved pup. Little legs just hang there. 10/10 would pet firmly https://t.co/FoCULrC3rD\n",
      "This is Lola. She was not fully prepared for the water slide. 9/10 https://t.co/svlkUlg3NH\n",
      "This is Sparky. That's his pancake now. He will raise it as his own. 10/10 https://t.co/96tMaWyoWt\n",
      "This pup holds the secrets of the universe in his left eye. 12/10 https://t.co/F7xwE0wmnu\n",
      "This is Herm. It's his first day of potty training. He's doing great. You got this Herm. 10/10 stellar pup https://t.co/gFl60yFJ0w\n",
      "Pack of horned dogs here. Very team-oriented bunch. All have weird laughs. Bond between them strong. 8/10 for all https://t.co/U7DQQdZ0mX\n",
      "This is Anthony. He just finished up his masters at Harvard. Unprofessional tattoos. Always looks perturbed. 5/10 https://t.co/iHLo9rGay1\n",
      "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",
      "*struggling to breathe properly* 12/10 https://t.co/NKHx0pcOii\n",
      "This is a Helvetica Listerine named Rufus. This time Rufus will be ready for the UPS guy. He'll never expect it 9/10 https://t.co/34OhVhMkVr\n",
      "Neat pup here. Enjoys lettuce. Long af ears. Short lil legs. Hops surprisingly high for dog. 9/10 still very petable https://t.co/HYR611wiA4\n",
      "Me running from commitment. 10/10 https://t.co/ycVJyFFkES\n",
      "Say hello to Clarence. He's a western Alkaline Pita. Very proud of himself for dismembering his stuffed dog pal 8/10 https://t.co/BHxr9O7wJY\n",
      "Two miniature golden retrievers here. Webbed paws. Don't walk very efficiently. Can't catch a tennis ball. 4/10s https://t.co/WzVLdSHJU7\n",
      "Meet Phred. He isn't steering, looking at the road, or wearing a seatbelt. Phred is a rolling tornado of danger 6/10 https://t.co/mZD7Bo7HfV\n",
      "This is Toby. He asked for chocolate cake for his birthday but was given vanilla instead. 8/10 it'll be ok Toby https://t.co/sYi2G0he4H\n",
      "Yea I can't handle this job anymore your dogs are too adorable. 12/10 https://t.co/N9W5L7BLTm\n",
      "After so many requests... here you go.\n",
      "\n",
      "Good dogg. 420/10 https://t.co/yfAAo1gdeY\n",
      "Meet Colby. He's that one cool friend that gets you into every party. Great hat. Sneaky tongue slip. 10/10 good pup https://t.co/jBnz3MjTzX\n",
      "Pink dogs here. Unreasonably long necks. Left guy has only 1 leg. Quite nimble. Don't bark tho 4/10s would still pet https://t.co/QY5uvMmmQk\n",
      "This is Jett. He is unimpressed by flower. 7/10 https://t.co/459qWNnV3F\n",
      "This is Amy. She is Queen Starburst. 10/10 unexplainably juicy https://t.co/Hj2HtxpcSx\n",
      "Scary dog here. Too many legs. Extra tail. Not soft, let alone fluffy. Won't bark. Moves sideways. Has weapon. 2/10 https://t.co/XOPXCSXiUT\n",
      "This is Remington. He's a man dime. 12/10 https://t.co/m3ufSDwHHJ\n",
      "Can't do better than this lol. 10/10 for the owner https://t.co/yrqGyMZhW6\n",
      "This is Sage. He likes to burn shit. 10/10 https://t.co/nLYruSMRe6\n",
      "Meet Maggie. She enjoys her stick in the yard. Very content. Much tranquility. 10/10 keep it up pup https://t.co/eYP9i9gfYn\n",
      "Say hello to Andy. He can balance on one foot, obliterate u in checkers, &amp; transform into a rug. 11/10 much talents https://t.co/idzH8JH06g\n",
      "Meet Mason. He's a total frat boy. Pretends to be Hawaiian. Head is unbelievably round. 10/10 would pet so damn well https://t.co/DM3ZP3AA7b\n",
      "I would do radical things in the name of Dog God. I'd believe every word in that book. 10/10 https://t.co/9ZuGAmLZDR\n",
      "This is Trigger. He was minding his own business on stair when he overheard someone say they don't like bacon. 11/10 https://t.co/yqohZK4CL0\n",
      "This is Antony. He's a Sheraton Tetrahedron. Skips awkwardly. Doesn't look when he crosses the road (reckless). 7/10 https://t.co/gTy4WMXu8l\n",
      "Two obedient dogs here. Left one has extra leg sticking out of its back. They each get 9/10. Would pet both at once https://t.co/RGcNPsmAfY\n",
      "This is Creg. You offered him a ride to work but you're late and you just missed his exit. 8/10 https://t.co/3r7wznfuoa\n",
      "Flamboyant pup here. Probably poisonous. Won't eat kibble. Doesn't bark. Slow af. Petting doesn't look fun. 1/10 https://t.co/jxukeh2BeO\n",
      "This dude slaps your girl's ass what do you do?\n",
      "5/10 https://t.co/6dioUL6gcP\n",
      "This is Traviss. He has no ears. Two rare dogs in background. I bet they all get along nicely. 7/10s I'd pet all https://t.co/Viu56hVhhP\n",
      "\"To bone or not to bone?\"\n",
      "10/10 https://t.co/4g5kFdxp6g\n",
      "Meet Vincent. He's a wild Adderall Cayenne. Shipped for free. Always fresh. Never frozen. 10/10 great purchase https://t.co/ZfS7chSsi7\n",
      "Say hello to Gin &amp; Tonic. They're having a staring contest. Very very intense. 9/10 for both https://t.co/F6bI9dF16E\n",
      "This is Jerry. He's a great listener. Low maintenance. Hard to get leash on tho. 8/10 still good dog https://t.co/NsDIt8Z80Z\n",
      "This is Jeffrie. He's a handheld pup. Excellent ears. Super fluffy. 10/10 overall topnotch canine https://t.co/SWnrQAFOtt\n",
      "*screams for a little bit and then crumples to the floor shaking* 12/10 https://t.co/W2MCt9pTed\n",
      "Meet Danny. He's too good to look at the road when he's driving. Absolute menace. 6/10 completely irresponsible https://t.co/I1lMUy1FqH\n",
      "This is Ester. He has a cocaine problem. This is an intervention Ester. We all care about you. 8/10 https://t.co/eCVj2xT59V\n",
      "This is Pluto. He's holding little waddling dog hostage. Little waddling dog very desperate at this point sos. 8/10 https://t.co/HMcD9SLOAN\n",
      "This is Bloo. He's a Westminster Cîroc. Doesn't think Bart deserves legs. Nice flowers. 8/10 https://t.co/IAc1QCczMc\n",
      "This is Phineas. He's a magical dog. Only appears through the hole of a donut. 10/10 mysterious pup https://t.co/NECxEHN5YU\n",
      "Honor to rate this dog. Great teeth. Nice horns. Unbelievable posture. Fun to pet. Big enough to ride. 10/10 rad dog https://t.co/7JMAHdJ6A4\n",
      "This is Edd. He's a Czechoslovakian Googolplex Merlot. Ready for Christmas. Take that Starbucks. Very poised. 10/10 https://t.co/dupWSIpSrG\n",
      "Silly dog here. Wearing bunny ears. Nice long tail. Unique paws. Not crazy soft but will do. Extremely agile. 7/10 https://t.co/2BnCLtJMxD\n",
      "This dog can't see its haters. 11/10 https://t.co/35BcGFdEAK\n",
      "Vibrant dog here. Fabulous tail. Only 2 legs tho. Has wings but can barely fly (lame). Rather elusive. 5/10 okay pup https://t.co/cixC0M3P1e\n",
      "This is Paull. He just stubbed his toe. 10/10 deep breaths Paull https://t.co/J5Mqn8VeYq\n",
      "Meet Koda. He's large. Looks very soft. Great bangs. Powerful owner. 11/10 would pet the hell out of https://t.co/mzPoS9wCqp\n",
      "Two unbelievably athletic dogs here. Great form. Perfect execution. 10/10 for both https://t.co/sQuKwSKtDE\n",
      "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",
      "This is Sam. He's trying to escape the inordinate monotony of conforming to everyday status quo. 10/10 https://t.co/PXnCdz8qzK\n",
      "This is Willy. He's millennial af. 11/10 https://t.co/Fm1SvVLsad\n",
      "This is a Deciduous Trimester mix named Spork. Only 1 ear works. No seat belt. Incredibly reckless. 9/10 still cute https://t.co/CtuJoLHiDo\n",
      "Meet Herb. 12/10 https://t.co/tLRyYvCci3\n",
      "This is Damon. The newest presidential candidate for 2016. 10/10 he gets my vote https://t.co/Z5nqlfjYJi\n",
      "Sharp dog here. Introverted. Loves purple. Not fun to pet. Hurts to cuddle with. 6/10 still good dog tho https://t.co/Dfv2YaHPMn\n",
      "Meet Scooter. He's ready for his first day of middle school. Remarkable tongue. 12/10 https://t.co/1DJfHmfBQN\n",
      "This is Peanut. He was the World Table Tennis Champion back in 2003. Now he just does it for recreation. 10/10 https://t.co/LXVEHo9JMY\n",
      "This is Nigel. He accidentally popped his ball after dunking so hard the backboard shattered. 10/10 great great pup https://t.co/vSd1TWFK1I\n",
      "Meet Larry. He's a Panoramic Benzoate. Can shoot lasers out of his eyes. Very neat. Stuck in that position tho. 8/10 https://t.co/MAZx8MPF0S\n",
      "Meet Daisy. She's rebellious. Full of teen angst. Thought her food should be evenly dispersed around the room. 12/10 https://t.co/8yzgYzP94K\n",
      "This is a Rich Mahogany Seltzer named Cherokee. Just got destroyed by a snowball. Isn't very happy about it. 9/10 https://t.co/98ZBi6o4dj\n",
      "This is Butters. He's not ready for Thanksgiving to be over. 10/10 poor Butters https://t.co/iTc578yDmY\n",
      "AT DAWN...\n",
      "WE RIDE\n",
      "\n",
      "11/10 https://t.co/QnfO7HEQGA\n",
      "This is a Speckled Cauliflower Yosemite named Hemry. He's terrified of intruder dog. Not one bit comfortable. 9/10 https://t.co/yV3Qgjh8iN\n",
      "This is Sandra. She's going skydiving. Nice adidas sandals. Stellar house plant. 11/10 https://t.co/orbkAq9kYF\n",
      "This is Wally. He's a Flaccid Mitochondria. Going on vacation. Bag definitely full of treats. Great hat. 9/10 https://t.co/vYs9IVzHY9\n",
      "\"Hi yes this is dog. I can't help with that s- sir please... the manager isn't in right n- well that was rude\"\n",
      "10/10 https://t.co/DuQXATW27f\n",
      "Meet Fabio. He's a wonderful pup. Can't stay away from the devil's lettuce but other than that he's a delight. 10/10 https://t.co/Qvj4JZGdQD\n",
      "Meet Winston. He wants to be a power drill. Very focused. 10/10 I believe in you Winston https://t.co/exGrzT9O88\n",
      "This is Randall. He's from Chernobyl. Built playground himself. Has been stuck up there quite a while. 5/10 good dog https://t.co/pzrvc7wKGd\n",
      "This is Liam. He has a particular set of skills. He will look for you, he will find you, and he will kill you. 11/10 https://t.co/uQMFKv1vjn\n",
      "This is Tommy. He's a cool dog. Hard not to step on. Won't let go of seashell. Not fast by any means. 3/10 https://t.co/0gY6XTOpn3\n",
      "This is Ben &amp; Carson. It's impossible for them to tilt their heads in the same direction. Cheeky wink by Ben. 11/10s https://t.co/465sIBdvzU\n",
      "😂😂😂 10/10 for the dog and the owner https://t.co/5iYF0Ci0EK\n",
      "Awesome dog here. Not sure where it is tho. Spectacular camouflage. Enjoys leaves. Not very soft. 5/10 still petable https://t.co/rOTOteKx4q\n",
      "This is Raphael. He is a Baskerville Conquistador. Entertains at all the gatherings. 10/10 simply magnificent https://t.co/3NTykJmtHt\n",
      "This is Zoey. Her dreams of becoming a hippo ballerina don't look promising. 9/10 it'll be ok puppers https://t.co/kR1fqy4NKK\n",
      "Here we see really big dog cuddling smaller dog. Very touching. True friendship. 10/10s would pet both at once https://t.co/A6XnvxHiUQ\n",
      "This is Julio. He was one of the original Ringling Bros. Exceptional balance. Very alert. Ready for anything. 10/10 https://t.co/aeURGO9Qs8\n",
      "This is Andru. He made his very own lacrosse stick. Much dedication. Big dreams. Tongue slip. 11/10 go get em Andru https://t.co/1VJoY3OJ1F\n",
      "I've never seen a dog so genuinely happy about a tennis ball. 12/10 s'cute https://t.co/9RYY2NtHDw\n",
      "This is a spotted Lipitor Rumpelstiltskin named Alphred. He can't wait for the Turkey. 10/10 would pet really well https://t.co/6GUGO7azNX\n",
      "Meet Chester. He just ate a lot and now he can't move. 10/10 that's going to be me in about 17 hours https://t.co/63jh1tYZa5\n",
      "Say hello to Clarence. Clarence thought he saw a squirrel. He was just trying to help. 8/10 poor Clarence https://t.co/tbFaTUHLJB\n",
      "After countless hours of research and hundreds of formula alterations we have concluded that Dug should be bumped to an 11/10\n",
      "This is Kloey. Her mother was a unicorn. 10/10 https://t.co/NvKJRYDosA\n",
      "Meet Louie. He just pounded that bottle of wine. 9/10 goodnight Louie https://t.co/RAwZvMKRZB\n",
      "This is Shawwn. He's a Turkish Gangrene Robitussin. Spectacular tongue. Cranks out push-ups. 8/10 #NoDaysOff #swole https://t.co/IQFZKNUlXx\n",
      "This is a brave dog. Excellent free climber. Trying to get closer to God. Not very loyal though. Doesn't bark. 5/10 https://t.co/ODnILTr4QM\n",
      "This is Penny. She's having fun AND being safe. 12/10 very responsible pup https://t.co/eqeWw67oU7\n",
      "Very human-like. Cute overbite smile *finger to earpiece* I'm being told that the dog is actually on the right\n",
      "10/10 https://t.co/MSIbWu4YYs\n",
      "This is Skye. He is a Bretwaldian Altostratus. Not amused at all. Just saved small dog from avalanche. 10/10 hero af https://t.co/XmCvma01fF\n",
      "Special dog here. Pretty big. Neck kinda long for dog. Cool spots. Must be a Dalmatian variant. 6/10 would still pet https://t.co/f8GXeDbFzu\n",
      "This is Linda. She just looked up and saw you glancing at your neighboring classmate's test. 10/10 https://t.co/UpFFYhA1Id\n",
      "This is Keith. He's had 13 DUIs. 7/10 that's too many Keith https://t.co/fa7olwrF9Y\n",
      "Meet Kollin. He's a Parakeetian Badminton from Denmark. Great artist. Taking break from research. Loves wicker 9/10 https://t.co/XPLB3eoXiX\n",
      "This is a Coriander Baton Rouge named Alfredo. Loves to cuddle with smaller well-dressed dog. 10/10 would hug lots https://t.co/eCRdwouKCl\n",
      "Meet Ronduh. She's a Finnish Checkered Blitzkrieg. Ears look fake. Shoes on point. 10/10 would pet extra well https://t.co/juktj5qiaD\n",
      "This is Billl. He's trying to be a ghost but he's not very good at it. 6/10 c'mon Billl https://t.co/ero0XfdGtY\n",
      "This is Oliviér. He's a Baptist Hindquarter. Also smooth af with the babes. 10/10 I'd totally get in a car with him https://t.co/fj4c170cxk\n",
      "This is Chip. Chip's pretending to be choked. 10/10 lol classic Chip https://t.co/yoB0SM1AAP\n",
      "Here we have a Gingivitis Pumpernickel named Zeus. Unmatched tennis ball capacity. 10/10 would highly recommend https://t.co/jPkd7hhX7m\n",
      "Meet Saydee. She's a Rochester  Ecclesiastical. Jumped off cliff and caught stick on way down. 11/10 1st round pick https://t.co/Eh2v0AyJbi\n",
      "Meet Dug. Dug fucken loves peaches. 8/10 https://t.co/JtA1TG21Xx\n",
      "This is Tessa. She is also very pleased after finally meeting her biological father. 10/10 https://t.co/qDS1aCqppv\n",
      "This is Sully. He's a Leviticus Galapagos. Very powerful. Borderline unstoppable. Cool goggles. 10/10 https://t.co/zKNF77dxEA\n",
      "This is Kirk. He just saw a bacon wrapped tennis ball and literally died. So sad. 12/10 RIP Kirk https://t.co/0twoigv5jP\n",
      "Just got home from college. Dis my dog. She does all my homework. Big red turd in background. 13/10 no bias at all https://t.co/6WGFp9cuj6\n",
      "Meet Ralf. He's a miniature Buick DiCaprio. Can float (whoa). Loves to beach. Snazzy green vest. 11/10 I'd hug Ralf https://t.co/R5Z6jBTdhc\n",
      "This is Clarq. He's a golden Quetzalcoatl. Clarq enjoys eating his own foot. Damn it Clarq. 8/10 would pet firmly https://t.co/d8ybynaRwZ\n",
      "This is Jaspers. He is a northeastern Gillette. Just got his license. Very excited. 10/10 they grow up so fast https://t.co/cieaOI0RuT\n",
      "This is Samsom. He is sexually confused. Really wants to be a triceratops. 9/10 just a great guy https://t.co/HPoce45SI3\n",
      "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",
      "Super rare dog right here guys. Doesn't bark. Seems strong. Blue. Very family friendly pet. 10/10 overall good dog https://t.co/Jykq2iq3qN\n",
      "This is Tucker. He is 100% ready for the sports. 12/10 I would watch anything with him https://t.co/k0ddVUWTcu\n",
      "Meet Terrance. He's being yelled at because he stapled the wrong stuff together. 11/10 hang in there Terrance https://t.co/ixcuUYCbdD\n",
      "Two gorgeous pups here. Both have cute fake horns(adorable). Barn in the back looks on fire. 5/10 would pet rly well https://t.co/w5oYFXi0uh\n",
      "This is Harrison. He braves the snow like a champ. Perched at all times. Hasn't blinked in months. 8/10 v nifty dog https://t.co/tiVuq6MNwl\n",
      "This is Bernie. He's taking his Halloween costume very seriously. Wants to be baked. 3/10 not a good idea Bernie smh https://t.co/1zBp1moFlX\n",
      "Honor to rate this dog. Lots of fur on him. Two massive tumors on back. Should get checked out. Very neat tho. 7/10 https://t.co/bMhs18elNF\n",
      "This is Ruby. She's a Bimmington Fettuccini. One ear works a lil better than other. Looks startled. Cool carpet 9/10 https://t.co/j0Wpa42KCH\n",
      "Unique dog here. Oddly shaped tail. Long pink front legs. I don't think dogs breath underwater sos. 4/10 bad owner https://t.co/0EJXxE9UxW\n",
      "This is Chaz. He's an X Games half pipe superstar. 6 gold medals. Lost back legs saving a baby from a tornado 12/10 https://t.co/uxdOfblUB0\n",
      "This is Jeremy. He hasn't grown into his skin yet. Ears hit the floor. Probably trips on them sometimes. 11/10 https://t.co/LqAMlFVBoY\n",
      "12/10 good shit Bubka\n",
      "@wane15\n",
      "Meet Jaycob. He got scared of the vacuum. Hide &amp; seek champ. Almost better than Kony. Solid shampoo selection. 10/10 https://t.co/952hUV6RiK\n",
      "This is a Slovakian Helter Skelter Feta named Leroi. Likes to skip on roofs. Good traction. Much balance. 10/10 wow! https://t.co/Dmy2mY2Qj5\n",
      "This is Herald. He likes to swing. Subtle tongue slip. Owner good at b-ball. Creepy person on bench back there. 9/10 https://t.co/rcrKkL7eB6\n",
      "Meet Lambeau. He's a Whistling Haiku from the plains of southern Guatemala. 11/10 so. damn. majestic. https://t.co/UqCvpSgMJe\n",
      "This is Ruffles. He is an Albanian Shoop Da Whoop. He just noticed the camera. Patriotic af. Classy hardwood. 11/10 https://t.co/HyDpTU5Jhj\n",
      "This is Amélie. She is a confident white college girl. Extremely intimidating. Literally can't rn omg. 11/10 fab https://t.co/up0MHRxelf\n",
      "Say hello to Bobb. Bobb is a Golden High Fescue &amp; a proud father of 8. Bobb sleeps while the little pups play. 11/10 https://t.co/OmxouCZ8IY\n",
      "This is Banditt. He is a brown LaBeouf retriever. Loves cold weather. 4 smaller dogs are his sons (probably). 10/10 https://t.co/Ko7eCsFpnI\n",
      "This is a wild Toblerone from Papua New Guinea. Mouth always open. Addicted to hay. Acts blind. 7/10 handsome dog https://t.co/IGmVbz07tZ\n",
      "This is Kevon. He is not physically or mentally prepared to start his Monday. 10/10 totes relatable https://t.co/YVAJgWHzPW\n",
      "Say hello to Winifred. He is a Papyrus Hydrangea mix. Can tie shoes. 11/10 inspiring pup https://t.co/mwnBN6ZkPt\n",
      "Incredibly rare dog here. Good at bipedalism. Rad blue spikes. Ready to dance. 11/10 https://t.co/70X1TIXn38\n",
      "Fascinating dog here. Loves beach. Oddly long nose for dog. Massive ass paws. Hard to cuddle w. 3/10 would still pet https://t.co/IiSdmhkC5N\n",
      "Meet Hanz. He heard some thunder. 10/10 https://t.co/pKJK23j0QZ\n",
      "This is an Irish Rigatoni terrier named Berta. Completely made of rope. No eyes. Quite large. Loves to dance. 10/10 https://t.co/EM5fDykrJg\n",
      "This is Churlie. He likes bagels. 10/10 https://t.co/k8P6FZlzAG\n",
      "Meet Zeek. He is a grey Cumulonimbus. Zeek is hungry. Someone should feed Zeek asap. 5/10 absolutely terrifying https://t.co/fvVNScw8VH\n",
      "This is Timofy. He's a pilot for Southwest. It's Christmas morning &amp; everyone has gotten kickass gifts but him. 9/10 https://t.co/3FuNbzyPwo\n",
      "This is Maks. Maks just noticed something wasn't right. 10/10 https://t.co/0zBycaxyvs\n",
      "This is Jomathan. He is not thrilled about the length of the grass. 10/10 https://t.co/TIhVKEIPqj\n",
      "Say hello to Kallie. There was a tornado in the area &amp; the news guy said everyone should wear a helmet. 10/10 adorbz https://t.co/AGyogHtmXx\n",
      "Here is a horned dog. Much grace. Can jump over moons (dam!). Paws not soft. Bad at barking. 7/10 can still pet tho https://t.co/2Su7gmsnZm\n",
      "Never forget this vine. You will not stop watching for at least 15 minutes. This is the second coveted.. 13/10 https://t.co/roqIxCvEB3\n",
      "This is Marvin. He can tie a bow tie better than me. 11/10 https://t.co/81kzPgqjQ3\n",
      "It is an honor to rate this pup. He is a Snorklhuahua from Amarillo. A true renaissance dog. Also part Rudolph 10/10 https://t.co/ALNyYuGui7\n",
      "There's a lot going on here but in my honest opinion every dog pictured is pretty fabulous. 10/10 for all. Good dogs https://t.co/VvYVbsi6c3\n",
      "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",
      "This is Gòrdón. He enjoys his razberrita by pool. Not a care in the world. 12/10 this dog has a better life than me https://t.co/zpdBQCcYgW\n",
      "This is a Birmingham Quagmire named Chuk. Loves to relax and watch the game while sippin on that iced mocha. 10/10 https://t.co/HvNg9JWxFt\n",
      "This is Jo. Jo is a Swedish Queso. Tongue bigger than face. Tiny lil legs. Still no seatbelt. Simply careless. 8/10 https://t.co/Edy7B5vOp2\n",
      "Good teamwork between these dogs. One is on lookout while other eats. Long necks. Nice big house. 9/10s good pups https://t.co/uXgmECGYEB\n",
      "Say hello to DayZ. She is definitely stuck on that stair. Just looking for someone to help her. 11/10 I would help https://t.co/be3zMW0Qj5\n",
      "Here is a mother dog caring for her pups. Snazzy red mohawk. Doesn't wag tail. Pups look confused. Overall 4/10 https://t.co/YOHe6lf09m\n",
      "2 rare dogs. They waddle (v inefficient). Sometimes slide on bellies. Right one wants to be aircraft Marshall. 9/10s https://t.co/P8bivfp5sU\n",
      "I can't do better than he did. 10/10 https://t.co/fM0KXns7Or\n",
      "Meet Rusty. Rusty's dreaming of a world where Twitter never got rid of favorites. Looks like a happy world. 11/10 https://t.co/C8U6cxI1Jc\n",
      "Meet Sophie. Her son just got in the car to leave for college. Very touching. Perfect dramatic sunlight. 10/10 yaass https://t.co/3j9kZRcpVB\n",
      "Here we have an Azerbaijani Buttermilk named Guss. He sees a demon baby Hitler behind his owner. 10/10 stays alert https://t.co/aeZykWwiJN\n",
      "This is Jareld. Jareld rules these waters. Ladies and Gentleman... 13/10. This dog is utterly fucking spectacular. https://t.co/L6qAEV5PAd\n",
      "Say hello to Bisquick. He is a Brown Douglass Fir terrier. Very inbred. Looks terrified. 8/10 still cute tho https://t.co/1XYRh8N00K\n",
      "This is Torque. He served his nickel. Better not owe Torque money. Torque will find u. 10/10 cause I'm scared of him https://t.co/TnSRDqYO5i\n",
      "Sneaky dog here. Tuba player has no clue. 10/10 super sneaky https://t.co/jWVwSppaa2\n",
      "These two dogs are Bo &amp; Smittens. Smittens is trying out a new deodorant and wanted Bo to smell it. 10/10 true pals https://t.co/4pw1QQ6udh\n",
      "This is Ron. Ron's currently experiencing a brain freeze. Damn it Ron. 8/10 https://t.co/4ilfcR5SlK\n",
      "This is Skittles. I would kidnap Skittles. Pink dog in back hasn't moved in days. 12/10 https://t.co/2wm0POA9N2\n",
      "This is a Trans Siberian Kellogg named Alfonso. Huge ass eyeballs. Actually Dobby from Harry Potter. 7/10 https://t.co/XpseHBlAAb\n",
      "Fun dogs here. Top one clearly an athlete. Bottom one very stable. Not very soft tho. 9/10s would still cuddle both https://t.co/79sHR36NsI\n",
      "This lil pup is Oliver. Hops around. Has wings but doesn't fly (lame). Annoying chirp. Won't catch tennis balls 2/10 https://t.co/DnhUw0aBM2\n",
      "This is Alfie. He's that one hypocritical gym teacher who made you run laps. Great posture. Cool bench. 6/10 https://t.co/GCJzm3YsfX\n",
      "This dog resembles a baked potato. Bed looks uncomfortable. No tail. Comes with butter tho. 3/10 petting still fun https://t.co/x89NSCEZCq\n",
      "This is Jiminy. He has always wanted to be a cheerleader. Can jump high enough to get on other dog. Go Jiminy. 9/10 https://t.co/fW6kIPFGD2\n",
      "Meet Otis. He is a Peruvian Quartzite. Pic sponsored by Planters. Ears on point. Killer sunglasses. 10/10 ily Otis https://t.co/tIaaBIMlJN\n",
      "Wow. Armored dog here. Ready for battle. Face looks dangerous. Not very loyal. Lil dog on back havin a blast. 5/10 https://t.co/SyMoWrp368\n",
      "This is Cleopatricia. She is a northern Paperback Maple. Set up hammock somehow. 9/10 would chill in hammock with https://t.co/sJeHdGUt0W\n",
      "This is Erik. He's fucken massive. But also kind. Let's people hug him for free. Looks soft. 11/10 I would hug Erik https://t.co/MT7Q4aDQS1\n",
      "Meet Stu. Stu has stacks on stacks and an eye made of pure gold. 10/10 pay for my tuition pls https://t.co/7rkYZQdKEd\n",
      "This is Tedrick. He lives on the edge. Needs someone to hit the gas tho. Other than that he's a baller. 10&amp;2/10 https://t.co/LvP1TTYSCN\n",
      "Neat dog. Lots of spikes. Always in push-up position. Laid a shit ton of eggs earlier. Super stellar pup. 10/10 https://t.co/ODqrL3zXYE\n",
      "This is Shaggy. He knows exactly how to solve the puzzle but can't talk. All he wants to do is help. 10/10 great guy https://t.co/SBmWbfAg6X\n",
      "This is a Shotokon Macadamia mix named Cheryl. Sophisticated af. Looks like a disappointed librarian. Shh (lol) 9/10 https://t.co/J4GnJ5Swba\n",
      "THE EYES 12/10\n",
      "\n",
      "I'm sorry. These are supposed to be funny but your dogs are too adorable https://t.co/z1xPTgVLc7\n",
      "This is Filup. He is overcome with joy after finally meeting his father. 10/10 https://t.co/TBmDJXJB75\n",
      "OMIGOD 12/10 https://t.co/SVMF4Frf1w\n",
      "Dogs only please. Small cows and other non canines will not be tolerated. Sick tattoos tho 8/10 https://t.co/s1z7mX4c9O\n",
      "Super rare dog. Endangered (?). Thinks it's funny. Mocks everything I say. Colorful af. Has wings (dope). 9/10 https://t.co/BY8nQAMz0x\n",
      "This is a rare Hungarian Pinot named Jessiga. She is either mid-stroke or got stuck in the washing machine. 8/10 https://t.co/ZU0i0KJyqD\n",
      "This is Calvin. He is a Luxembourgian Mayo. Having issues with truck. Has it under control tho. 9/10 responsible af https://t.co/3Bbba7y8Xe\n",
      "Meet Olive. He comes to spot by tree to reminisce of simpler times and truly admire his place in the universe. 11/10 https://t.co/LwrCwlWwPB\n",
      "What a dog to start the day with. Very calm. Likes to chill by pond. Corkscrews sticking out of head. Obedient. 7/10 https://t.co/0nIxPTDWAZ\n",
      "RT @dogratingrating: Exceptional talent. Original humor. Cutting edge, Nova Scotian comedian. 12/10 https://t.co/uarnTjBeVA\n",
      "RT @dogratingrating: Unoriginal idea. Blatant plagiarism. Curious grammar. -5/10 https://t.co/r7XzeQZWzb\n",
      "Never seen dog like this. Breathes heavy. Tilts head in a pattern. No bark. Shitty at fetch. Not even cordless. 1/10 https://t.co/i9iSGNn3fx\n",
      "Here is George. George took a selfie of his new man bun and that is downright epic. (Also looks like Rand Paul) 9/10 https://t.co/afRtVsoIIb\n",
      "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",
      "This is a southwest Coriander named Klint. Hat looks expensive. Still on house arrest :(\n",
      "9/10 https://t.co/IQTOMqDUIe\n",
      "This is Frank (pronounced \"Fronq\"). Too many boxing gloves, not enough passion. Frank is a lover not a fighter. 8/10 https://t.co/CpPxD28IpV\n",
      "Meet Naphaniel. He doesn't necessarily enjoy his day job, but he's damn good at it. 10/10 https://t.co/xoRWyQTcmy\n",
      "Another topnotch dog. His name is Big Jumpy Rat. Massive ass feet. Superior tail. Jumps high af. 12/10 great pup https://t.co/seESNzgsdm\n",
      "This is Dook &amp; Milo. Dook is struggling to find who he really is and Milo is terrified of what that might be. 8/10s https://t.co/fh5KflzBR0\n",
      "This a Norwegian Pewterschmidt named Tickles. Ears for days. 12/10 I care deeply for Tickles https://t.co/0aDF62KVP7\n",
      "Say hello to Hall and Oates. Oates is winking and Hall is contemplating the artistic entropy of the universe. 11/10s https://t.co/n5Wtb5Hvsl\n",
      "This is Philippe from Soviet Russia. Commanding leader. Misplaced other boot. Hung flag himself. 9/10 charismatic af https://t.co/5NhPV8E45i\n",
      "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",
      "This is a northern Wahoo named Kohl. He runs this town. Chases tumbleweeds. Draws gun wicked fast. 11/10 legendary https://t.co/J4vn2rOYFk\n",
      "This is Reese and Twips. Reese protects Twips. Both think they're too good for seat belts. Simply reckless. 7/10s https://t.co/uLzRi1drVK\n",
      "Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://t.co/6uLCWR9Efa\n",
      "Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N\n",
      "Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://t.co/97HuBrVuOx\n",
      "Ermergerd 12/10 https://t.co/PQni2sjPsm\n",
      "This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1\n",
      "This is Fwed. He is a Canadian Asian Taylormade. Was having a blast until pink spiky football attacked. 8/10 https://t.co/A37eGLz5WS\n",
      "Here we have a neat pup. Very white. Cool shades. Upcoming cruise? Great dog 10/10 https://t.co/LEaviT37v1\n",
      "This is Genevieve. She is a golden retriever cocktail mix. Comfortable close to wall. Shows no emotions. 9/10 https://t.co/azEoGqVonH\n",
      "This is Joshwa. He is a fuckboy supreme. He clearly relies on owner but doesn't respect them. Dreamy eyes tho 11/10 https://t.co/60xYFRATPZ\n",
      "*takes several long deep breaths* omg omg oMG OMG OMG OMGSJYBSNDUYWJO 12/10 https://t.co/QCugm5ydl6\n",
      "Quite an advanced dog here. Impressively dressed for canine. Has weapon. About to take out trash. 10/10 good dog https://t.co/8uCMwS9CbV\n",
      "This is Timison. He just told an awful joke but is still hanging on to the hope that you'll laugh with him. 10/10 https://t.co/s2yYuHabWl\n",
      "This is a Dasani Kingfisher from Maine. His name is Daryl. Daryl doesn't like being swallowed by a panda. 8/10 https://t.co/jpaeu6LNmW\n",
      "These are strange dogs. All have toupees. Long neck for dogs. In a shed of sorts? Work in groups? 4/10 still petable https://t.co/PZxSarAfSN\n",
      "This is Clarence. His face says he doesn't want to be a donkey, but his tail is super pumped about it. 9/10 https://t.co/fGDWgukcBs\n",
      "Say hello to Kenneth. He likes Reese's Puffs. 10/10 https://t.co/6RHNRsByOY\n",
      "This is Churlie. AKA Fetty Woof. Lost eye saving a school bus full of toddlers from a tsunami. Great guy. 10/10 https://t.co/li2XYBVuAY\n",
      "This is Bradlay. He is a Ronaldinho Matsuyama mix. Can also mountain bike (wow). Loves that blue light lime. 11/10 https://t.co/DKhgkMx4N1\n",
      "This is Pipsy. He is a fluffball. Enjoys traveling the sea &amp; getting tangled in leash. 12/10 I would kill for Pipsy https://t.co/h9R0EwKd9X\n",
      "Extremely intelligent dog here. Has learned to walk like human. Even has his own dog. Very impressive 10/10 https://t.co/0DvHAMdA4V\n",
      "This is Gabe. He is a southern Baklava. Gabe has always wanted to fit in with the other bananas. 10/10 fabulous https://t.co/3LZrJzg3BJ\n",
      "This is Clybe. He is an Anemone Valdez. One ear works. Can look in 2 different directions at once. Tongue slip. 7/10 https://t.co/Ks0jZtdIrr\n",
      "Here is Dave. He is actually just a skinny legged seal. Happy birthday Dave. 10/10 https://t.co/DPSamreuRq\n",
      "After much debate this dog is being upgraded to 10/10. I repeat 10/10\n",
      "Here we have a Hufflepuff. Loves vest. Eyes wide af. Flaccid tail. Matches carpet. Always a little blurry. 8/10 https://t.co/7JdgVqDnvR\n",
      "This is Keet. He is a Floridian Amukamara. Absolutely epic propeller hat. Pristine tongue. Nice plaid. 10/10 https://t.co/tz1lpuvXLA\n",
      "12/10 gimme now https://t.co/QZAnwgnOMB\n",
      "This is Klevin. He laughs a lot. Very cool dog. 9/10 https://t.co/bATAbPNv0m\n",
      "This is Carll. He wants to be a donkey. But also a soccer star. Dreams big. 10/10 https://t.co/SVpNbhaIMk\n",
      "This is a curly Ticonderoga named Pepe. No feet. Loves to jet ski. 11/10 would hug until forever https://t.co/cyDfaK8NBc\n",
      "My goodness. Very rare dog here. Large. Tail dangerous. Kinda fat. Only eats leaves. Doesn't come when called 3/10 https://t.co/xYGdBrMS9h\n",
      "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",
      "12/10 simply brilliant pup https://t.co/V6ZzG45zzG\n",
      "This is Jeph. He is a German Boston Shuttlecock. Enjoys couch. Lost body during French Revolution. True hero 9/10 https://t.co/8whlkYw3mO\n",
      "This is Jockson. He is a Pinnacle Sagittarius. Fancy bandana. Enjoys lightly sucking on hot dog in nature. 8/10 https://t.co/RdKbAOEpDK\n",
      "Unfamiliar with this breed. Ears pointy af. Won't let go of seashell. Won't eat kibble. Not very fast. Bad dog 2/10 https://t.co/EIn5kElY1S\n",
      "This is a purebred Bacardi named Octaviath. Can shoot spaghetti out of mouth. 10/10 https://t.co/uEvsGLOFHa\n",
      "This is Josep. He is a Rye Manganese mix. Can drive w eyes closed. Very irresponsible. Menace on the roadways. 5/10 https://t.co/XNGeDwrtYH\n",
      "This is Lugan. He is a Bohemian Rhapsody. Very confused dog. Thinks his name is Rocky. Not amused by the snows 10/10 https://t.co/tI3uFLDHBI\n",
      "This is a golden Buckminsterfullerene named Johm. Drives trucks. Lumberjack (?). Enjoys wall. 8/10 would hug softly https://t.co/uQbZJM2DQB\n",
      "This is Christoper. He is a spotted Penne. Can easily navigate stairs. 8/10 https://t.co/bg4TqvvkuF\n",
      "Cool dog. Enjoys couch. Low monotone bark. Very nice kicks. Pisses milk (must be rare). Can't go down stairs. 4/10 https://t.co/vXMKrJC81s\n",
      "This is Jimothy. He is a Botwanian Gouda. Can write (impressive). Very erect tail. Still looking for hoco date. 9/10 https://t.co/LEkZjZxESQ\n",
      "I'll name the dogs from now on. This is Kreggory. He does parkour. 10/10 https://t.co/uPqPeXAcua\n",
      "This is Scout. She is a black Downton Abbey. Isn't afraid to get dirty. 9/10 nothing bad to say https://t.co/kH60oka1HW\n",
      "Here we see a lone northeastern Cumberbatch. Half ladybug. Only builds with bricks. Very confident with body. 7/10 https://t.co/7LtjBS0GPK\n",
      "\"Can you behave? You're ruining my wedding day\"\n",
      "DOG: idgaf this flashlight tastes good as hell\n",
      "\n",
      "10/10 https://t.co/GlFZPzqcEU\n",
      "Oh boy what a pup! Sunglasses take this one to the next level. Weirdly folds front legs. Pretty big. 6/10 https://t.co/yECbFrSArM\n",
      "Here we have an Austrian Pulitzer. Collectors edition. Levitates (?). 7/10 would garden with https://t.co/NMQq6HIglK\n",
      "*internally screaming* 12/10 https://t.co/YMcrXC2Y6R\n",
      "This is Walter. He is an Alaskan Terrapin. Loves outdated bandanas. One ear still working. Cool house plant. 10/10 https://t.co/qXpcwENTvn\n",
      "This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 https://t.co/aMCTNWO94t\n",
      "This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 https://t.co/LopTBkKa8h\n",
      "Oh goodness. A super rare northeast Qdoba kangaroo mix. Massive feet. No pouch (disappointing). Seems alert. 9/10 https://t.co/Dc7b0E8qFE\n",
      "Those are sunglasses and a jean jacket. 11/10 dog cool af https://t.co/uHXrPkUEyl\n",
      "Unique dog here. Very small. Lives in container of Frosted Flakes (?). Short legs. Must be rare 6/10 would still pet https://t.co/XMD9CwjEnM\n",
      "Here we have a mixed Asiago from the Galápagos Islands. Only one ear working. Big fan of marijuana carpet. 8/10 https://t.co/tltQ5w9aUO\n",
      "Look at this jokester thinking seat belt laws don't apply to him. Great tongue tho 10/10 https://t.co/VFKG1vxGjB\n",
      "This is an extremely rare horned Parthenon. Not amused. Wears shoes. Overall very nice. 9/10 would pet aggressively https://t.co/QpRjllzWAL\n",
      "This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 https://t.co/IIXis0zta0\n",
      "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",
      "Can take selfies 11/10 https://t.co/ws2AMaNwPW\n",
      "Very concerned about fellow dog trapped in computer. 10/10 https://t.co/0yxApIikpk\n",
      "Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/Asgdc6kuLX\n",
      "Oh my. Here you are seeing an Adobe Setter giving birth to twins!!! The world is an amazing place. 11/10 https://t.co/11LvqN4WLq\n",
      "Can stand on stump for what seems like a while. Built that birdhouse? Impressive. Made friends with a squirrel. 8/10 https://t.co/Ri4nMTLq5C\n",
      "This appears to be a Mongolian Presbyterian mix. Very tired. Tongue slip confirmed. 9/10 would lie down with https://t.co/mnioXo3IfP\n",
      "Here we have a well-established sunblockerspaniel. Lost his other flip-flop. 6/10 not very waterproof https://t.co/3RU6x0vHB7\n",
      "Let's hope this flight isn't Malaysian (lol). What a dog! Almost completely camouflaged. 10/10 I trust this pilot https://t.co/Yk6GHE9tOY\n",
      "Here we have a northern speckled Rhododendron. Much sass. Gives 0 fucks. Good tongue. 9/10 would caress sensually https://t.co/ZoL8kq2XFx\n",
      "This is the happiest dog you will ever see. Very committed owner. Nice couch. 10/10 https://t.co/RhUEAloehK\n",
      "Here is the Rand Paul of retrievers folks! He's probably good at poker. Can drink beer (lol rad). 8/10 good dog https://t.co/pYAJkAe76p\n",
      "My oh my. This is a rare blond Canadian terrier on wheels. Only $8.98. Rather docile. 9/10 very rare https://t.co/yWBqbrzy8O\n",
      "Here is a Siberian heavily armored polar bear mix. Strong owner. 10/10 I would do unspeakable things to pet this dog https://t.co/rdivxLiqEt\n",
      "This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc\n",
      "This is a truly beautiful English Wilson Staff retriever. Has a nice phone. Privileged. 10/10 would trade lives with https://t.co/fvIbQfHjIe\n",
      "Here we have a 1949 1st generation vulpix. Enjoys sweat tea and Fox News. Cannot be phased. 5/10 https://t.co/4B7cOc1EDq\n",
      "This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx\n",
      "Here is a very happy pup. Big fan of well-maintained decks. Just look at that tongue. 9/10 would cuddle af https://t.co/y671yMhoiR\n",
      "This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI\n",
      "Here we have a Japanese Irish Setter. Lost eye in Vietnam (?). Big fan of relaxing on stair. 8/10 would pet https://t.co/BLDqew2Ijj\n"
     ]
    }
   ],
   "source": [
    "for text in df_1[\"text\"]:\n",
    "    print(text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Accessing the second dataset (\"imgae_prediction\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>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": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loading few lines from the dataset\n",
    "df_2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": [
    "#Getting information about the dataset\n",
    "df_2.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2075, 12)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checcking the shape of the dataset\n",
    "df_2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>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": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the description of the dataset\n",
    "df_2.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'jpg_url',\n",
       " 'img_num',\n",
       " 'p1',\n",
       " 'p1_conf',\n",
       " 'p1_dog',\n",
       " 'p2',\n",
       " 'p2_conf',\n",
       " 'p2_dog',\n",
       " 'p3',\n",
       " 'p3_conf',\n",
       " 'p3_dog']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the list of columns in the dataset\n",
    "list(df_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id    0\n",
       "jpg_url     0\n",
       "img_num     0\n",
       "p1          0\n",
       "p1_conf     0\n",
       "p1_dog      0\n",
       "p2          0\n",
       "p2_conf     0\n",
       "p2_dog      0\n",
       "p3          0\n",
       "p3_conf     0\n",
       "p3_dog      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking for null cells in each of the columns\n",
    "df_2.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking for duplicates\n",
    "df_2.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Accessing the dataset df_3 (from Twitter API JSON file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>created_at</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>Tue Aug 01 16:23:56 +0000 2017</td>\n",
       "      <td>33712</td>\n",
       "      <td>6975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>Tue Aug 01 00:17:27 +0000 2017</td>\n",
       "      <td>29238</td>\n",
       "      <td>5276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>Mon Jul 31 00:18:03 +0000 2017</td>\n",
       "      <td>21982</td>\n",
       "      <td>3466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>Sun Jul 30 15:58:51 +0000 2017</td>\n",
       "      <td>36811</td>\n",
       "      <td>7197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>Sat Jul 29 16:00:24 +0000 2017</td>\n",
       "      <td>35195</td>\n",
       "      <td>7721</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   id                      created_at  favorite_count  \\\n",
       "0  892420643555336193  Tue Aug 01 16:23:56 +0000 2017           33712   \n",
       "1  892177421306343426  Tue Aug 01 00:17:27 +0000 2017           29238   \n",
       "2  891815181378084864  Mon Jul 31 00:18:03 +0000 2017           21982   \n",
       "3  891689557279858688  Sun Jul 30 15:58:51 +0000 2017           36811   \n",
       "4  891327558926688256  Sat Jul 29 16:00:24 +0000 2017           35195   \n",
       "\n",
       "   retweet_count  \n",
       "0           6975  \n",
       "1           5276  \n",
       "2           3466  \n",
       "3           7197  \n",
       "4           7721  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loading few lines from the dataset\n",
    "df_3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2327 entries, 0 to 2326\n",
      "Data columns (total 4 columns):\n",
      "id                2327 non-null int64\n",
      "created_at        2327 non-null object\n",
      "favorite_count    2327 non-null int64\n",
      "retweet_count     2327 non-null int64\n",
      "dtypes: int64(3), object(1)\n",
      "memory usage: 72.8+ KB\n"
     ]
    }
   ],
   "source": [
    "#Getting information about the various columns of the dataset\n",
    "df_3.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1181    Fri Apr 01 00:26:15 +0000 2016\n",
       "1180    Fri Apr 01 00:58:13 +0000 2016\n",
       "1179    Fri Apr 01 02:51:22 +0000 2016\n",
       "1178    Fri Apr 01 04:30:16 +0000 2016\n",
       "1177    Fri Apr 01 15:46:52 +0000 2016\n",
       "208     Fri Apr 07 00:38:06 +0000 2017\n",
       "207     Fri Apr 07 13:04:55 +0000 2017\n",
       "206     Fri Apr 07 16:10:12 +0000 2017\n",
       "1162    Fri Apr 08 00:30:51 +0000 2016\n",
       "1161    Fri Apr 08 01:19:36 +0000 2016\n",
       "1160    Fri Apr 08 15:05:29 +0000 2016\n",
       "1159    Fri Apr 08 15:26:28 +0000 2016\n",
       "1158    Fri Apr 08 20:46:50 +0000 2016\n",
       "196     Fri Apr 14 15:51:39 +0000 2017\n",
       "195     Fri Apr 14 17:27:40 +0000 2017\n",
       "1142    Fri Apr 15 00:46:48 +0000 2016\n",
       "1141    Fri Apr 15 01:26:47 +0000 2016\n",
       "1140    Fri Apr 15 15:44:11 +0000 2016\n",
       "185     Fri Apr 21 02:22:29 +0000 2017\n",
       "184     Fri Apr 21 16:33:22 +0000 2017\n",
       "169     Fri Apr 28 00:00:54 +0000 2017\n",
       "168     Fri Apr 28 16:08:49 +0000 2017\n",
       "167     Fri Apr 28 23:57:28 +0000 2017\n",
       "1123    Fri Apr 29 00:21:01 +0000 2016\n",
       "847     Fri Aug 05 01:19:35 +0000 2016\n",
       "846     Fri Aug 05 16:28:54 +0000 2016\n",
       "845     Fri Aug 05 21:19:27 +0000 2016\n",
       "832     Fri Aug 12 04:35:10 +0000 2016\n",
       "819     Fri Aug 19 17:47:52 +0000 2016\n",
       "818     Fri Aug 19 19:14:16 +0000 2016\n",
       "                     ...              \n",
       "2126    Wed Nov 25 19:46:30 +0000 2015\n",
       "2125    Wed Nov 25 21:17:12 +0000 2015\n",
       "2124    Wed Nov 25 23:39:47 +0000 2015\n",
       "535     Wed Nov 30 01:31:12 +0000 2016\n",
       "534     Wed Nov 30 18:16:08 +0000 2016\n",
       "698     Wed Oct 05 00:40:09 +0000 2016\n",
       "697     Wed Oct 05 15:47:27 +0000 2016\n",
       "682     Wed Oct 12 02:53:11 +0000 2016\n",
       "681     Wed Oct 12 03:50:17 +0000 2016\n",
       "680     Wed Oct 12 15:55:59 +0000 2016\n",
       "679     Wed Oct 12 19:24:27 +0000 2016\n",
       "662     Wed Oct 19 01:29:35 +0000 2016\n",
       "661     Wed Oct 19 15:37:03 +0000 2016\n",
       "640     Wed Oct 26 16:14:55 +0000 2016\n",
       "639     Wed Oct 26 22:31:36 +0000 2016\n",
       "772     Wed Sep 07 01:47:12 +0000 2016\n",
       "771     Wed Sep 07 15:44:53 +0000 2016\n",
       "770     Wed Sep 07 23:52:41 +0000 2016\n",
       "757     Wed Sep 14 03:27:11 +0000 2016\n",
       "756     Wed Sep 14 16:00:49 +0000 2016\n",
       "755     Wed Sep 14 17:40:06 +0000 2016\n",
       "754     Wed Sep 14 23:30:38 +0000 2016\n",
       "739     Wed Sep 21 00:00:35 +0000 2016\n",
       "738     Wed Sep 21 00:53:04 +0000 2016\n",
       "737     Wed Sep 21 01:39:11 +0000 2016\n",
       "736     Wed Sep 21 16:00:17 +0000 2016\n",
       "735     Wed Sep 21 17:42:10 +0000 2016\n",
       "716     Wed Sep 28 00:46:20 +0000 2016\n",
       "715     Wed Sep 28 16:07:23 +0000 2016\n",
       "714     Wed Sep 28 21:56:36 +0000 2016\n",
       "Name: created_at, Length: 2327, dtype: object"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sorting the date column to ensuring its not beyond \"2017-08-01\"\n",
    "df_3.created_at.sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2327, 4)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the shape of the dataset\n",
    "df_3.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.327000e+03</td>\n",
       "      <td>2327.000000</td>\n",
       "      <td>2327.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.417930e+17</td>\n",
       "      <td>7030.568543</td>\n",
       "      <td>2460.240653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.820795e+16</td>\n",
       "      <td>10925.377346</td>\n",
       "      <td>4166.560910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.781394e+17</td>\n",
       "      <td>1221.000000</td>\n",
       "      <td>492.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.178418e+17</td>\n",
       "      <td>3038.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.986547e+17</td>\n",
       "      <td>8570.000000</td>\n",
       "      <td>2846.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>144338.000000</td>\n",
       "      <td>70382.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id  favorite_count  retweet_count\n",
       "count  2.327000e+03     2327.000000    2327.000000\n",
       "mean   7.417930e+17     7030.568543    2460.240653\n",
       "std    6.820795e+16    10925.377346    4166.560910\n",
       "min    6.660209e+17        0.000000       1.000000\n",
       "25%    6.781394e+17     1221.000000     492.500000\n",
       "50%    7.178418e+17     3038.000000    1144.000000\n",
       "75%    7.986547e+17     8570.000000    2846.000000\n",
       "max    8.924206e+17   144338.000000   70382.000000"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the description of the dataset\n",
    "df_3.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id', 'created_at', 'favorite_count', 'retweet_count']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the list of columns in the dataset\n",
    "list(df_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                0\n",
       "created_at        0\n",
       "favorite_count    0\n",
       "retweet_count     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking for null cells in the various columns\n",
    "df_3.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking for duplicates\n",
    "df_3.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### OBSERVED QUALITY AND TIDINESS ISSUES WITH THE VARIOUS DATASETS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quality issues\n",
    "> 1. The dataset df_1 contains retweet data in some of its columns (in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp, expanded_urls).\n",
    "\n",
    "> 2. Wrong datatype for the column \"timestamp\" in df_1 (given as \"object\" instead of \"datetime\").\n",
    "\n",
    "> 3. Wrong datatype  for the column \"created_at\" in df_3\" (given as 'object' instead of 'datetime').\n",
    "\n",
    "> 4. Date created is given as \"created_as\" and \"timestamp\" in df_3 and df_1 respectively. This is same record having different column name.\n",
    "\n",
    "> 5. The time \"created_at\" and \"timestamp\" in df_3 and df_1 respectively contains an invalid timezone.\n",
    "\n",
    "> 6. df_3 has the column \"id\" instead of tweet_id.\n",
    "\n",
    "> 7. df_2 column labels contains abbreviated names.\n",
    "\n",
    "> 8. The rating_numerator and rating_denominator in df_1 contains erroneous values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 0,
        "height": 7,
        "hidden": false,
        "row": 40,
        "width": 12
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "### Tidiness issues\n",
    "> 1. The column \"tweet_id\" is contained in the 3 datasets (df_1, df_2, df_3)\n",
    "\n",
    "> 2. The \"timestamp\"(created_at) is also contained in 2 dataframes (df_1 and df_3) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 4,
        "height": 4,
        "hidden": false,
        "row": 32,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "## Cleaning Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Making copies of the original pieces of data\n",
    "df1_clean = df_1.copy()\n",
    "df2_clean = df_2.copy()\n",
    "df3_clean = df_3.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISSUE #1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define:\n",
    "Retweets are not to be considered. Removing columns having retweet information (in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp, expanded_urls) in df_1."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0  892420643555336193                    NaN                  NaN   \n",
       "1  892177421306343426                    NaN                  NaN   \n",
       "2  891815181378084864                    NaN                  NaN   \n",
       "3  891689557279858688                    NaN                  NaN   \n",
       "4  891327558926688256                    NaN                  NaN   \n",
       "\n",
       "                   timestamp  \\\n",
       "0  2017-08-01 16:23:56 +0000   \n",
       "1  2017-08-01 00:17:27 +0000   \n",
       "2  2017-07-31 00:18:03 +0000   \n",
       "3  2017-07-30 15:58:51 +0000   \n",
       "4  2017-07-29 16:00:24 +0000   \n",
       "\n",
       "                                              source  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  retweeted_status_id  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                  NaN   \n",
       "1  This is Tilly. She's just checking pup on you....                  NaN   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                  NaN   \n",
       "3  This is Darla. She commenced a snooze mid meal...                  NaN   \n",
       "4  This is Franklin. He would like you to stop ca...                  NaN   \n",
       "\n",
       "   retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "0                       NaN                        NaN   \n",
       "1                       NaN                        NaN   \n",
       "2                       NaN                        NaN   \n",
       "3                       NaN                        NaN   \n",
       "4                       NaN                        NaN   \n",
       "\n",
       "                                       expanded_urls  rating_numerator  \\\n",
       "0  https://twitter.com/dog_rates/status/892420643...                13   \n",
       "1  https://twitter.com/dog_rates/status/892177421...                13   \n",
       "2  https://twitter.com/dog_rates/status/891815181...                12   \n",
       "3  https://twitter.com/dog_rates/status/891689557...                13   \n",
       "4  https://twitter.com/dog_rates/status/891327558...                12   \n",
       "\n",
       "   rating_denominator      name doggo floofer pupper puppo  \n",
       "0                  10   Phineas  None    None   None  None  \n",
       "1                  10     Tilly  None    None   None  None  \n",
       "2                  10    Archie  None    None   None  None  \n",
       "3                  10     Darla  None    None   None  None  \n",
       "4                  10  Franklin  None    None   None  None  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dropping the columns with retweet and reply informations in \"df1_clean\"\n",
    "df1_clean = df1_clean.drop([\"in_reply_to_status_id\", \"in_reply_to_user_id\", \"retweeted_status_id\", \"retweeted_status_user_id\", \"retweeted_status_timestamp\", \"expanded_urls\"], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dropping non-original tweets which are reply and retweet using the identifier \"@\", which signifies that the tweet is a response and not an original tweet\n",
    "df1_clean = df1_clean[df1_clean[\"text\"].str.contains(\"@\") == False]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>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>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>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>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>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>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>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>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>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>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id                  timestamp  \\\n",
       "0  892420643555336193  2017-08-01 16:23:56 +0000   \n",
       "1  892177421306343426  2017-08-01 00:17:27 +0000   \n",
       "2  891815181378084864  2017-07-31 00:18:03 +0000   \n",
       "3  891689557279858688  2017-07-30 15:58:51 +0000   \n",
       "4  891327558926688256  2017-07-29 16:00:24 +0000   \n",
       "\n",
       "                                              source  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  rating_numerator  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                13   \n",
       "1  This is Tilly. She's just checking pup on you....                13   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                12   \n",
       "3  This is Darla. She commenced a snooze mid meal...                13   \n",
       "4  This is Franklin. He would like you to stop ca...                12   \n",
       "\n",
       "   rating_denominator      name doggo floofer pupper puppo  \n",
       "0                  10   Phineas  None    None   None  None  \n",
       "1                  10     Tilly  None    None   None  None  \n",
       "2                  10    Archie  None    None   None  None  \n",
       "3                  10     Darla  None    None   None  None  \n",
       "4                  10  Franklin  None    None   None  None  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Issue #2:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "source": [
    "#### Define: \n",
    "Changing the datatype of the column \"timestamp\" in df_1, from \"object\" to \"datetime\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1_clean[\"timestamp\"] = pd.to_datetime(df1_clean[\"timestamp\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2089 entries, 0 to 2355\n",
      "Data columns (total 11 columns):\n",
      "tweet_id              2089 non-null int64\n",
      "timestamp             2089 non-null datetime64[ns]\n",
      "source                2089 non-null object\n",
      "text                  2089 non-null object\n",
      "rating_numerator      2089 non-null int64\n",
      "rating_denominator    2089 non-null int64\n",
      "name                  2089 non-null object\n",
      "doggo                 2089 non-null object\n",
      "floofer               2089 non-null object\n",
      "pupper                2089 non-null object\n",
      "puppo                 2089 non-null object\n",
      "dtypes: datetime64[ns](1), int64(3), object(7)\n",
      "memory usage: 195.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df1_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISSUE #3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define:\n",
    "Changing the datatype of the column \"created_at\" in df_3, from \"object\" to \"datetime\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df3_clean[\"created_at\"] = pd.to_datetime(df3_clean[\"created_at\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2327 entries, 0 to 2326\n",
      "Data columns (total 4 columns):\n",
      "id                2327 non-null int64\n",
      "created_at        2327 non-null datetime64[ns]\n",
      "favorite_count    2327 non-null int64\n",
      "retweet_count     2327 non-null int64\n",
      "dtypes: datetime64[ns](1), int64(3)\n",
      "memory usage: 72.8 KB\n"
     ]
    }
   ],
   "source": [
    "df3_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISSUE #4:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define:\n",
    "Date created is given as \"created_as\" and \"timestamp\" in df3_clean and df1_clean respectively. This is same record having different column name. Therefore, the column names need to be renamed as \"date_created\" to ensure consistency."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Renaming the \"timestamp\" culumn in df1_clean \n",
    "df1_clean.rename(columns = {\"timestamp\" : \"date_created\"}, inplace=True)\n",
    "#Renaming the \"created_at\" column in df3_clean\n",
    "df3_clean.rename(columns = {\"created_at\" : \"date_created\"}, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'date_created',\n",
       " 'source',\n",
       " 'text',\n",
       " 'rating_numerator',\n",
       " 'rating_denominator',\n",
       " 'name',\n",
       " 'doggo',\n",
       " 'floofer',\n",
       " 'pupper',\n",
       " 'puppo']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df1_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id', 'date_created', 'favorite_count', 'retweet_count']"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df3_clean)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISSUE #5:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define:\n",
    "Removing the invalid timezone contained in \"timestamp\" and \"created_columns\" in df1_clean and df3_clean respectively"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code:\n",
    "\n",
    "> This has already been taken care of when the datatype was converted from \"object\" to \"datetime\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>date_created</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>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>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>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        date_created  \\\n",
       "0  892420643555336193 2017-08-01 16:23:56   \n",
       "1  892177421306343426 2017-08-01 00:17:27   \n",
       "2  891815181378084864 2017-07-31 00:18:03   \n",
       "3  891689557279858688 2017-07-30 15:58:51   \n",
       "4  891327558926688256 2017-07-29 16:00:24   \n",
       "\n",
       "                                              source  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  rating_numerator  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                13   \n",
       "1  This is Tilly. She's just checking pup on you....                13   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                12   \n",
       "3  This is Darla. She commenced a snooze mid meal...                13   \n",
       "4  This is Franklin. He would like you to stop ca...                12   \n",
       "\n",
       "   rating_denominator      name doggo floofer pupper puppo  \n",
       "0                  10   Phineas  None    None   None  None  \n",
       "1                  10     Tilly  None    None   None  None  \n",
       "2                  10    Archie  None    None   None  None  \n",
       "3                  10     Darla  None    None   None  None  \n",
       "4                  10  Franklin  None    None   None  None  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loading few lines from the dataframe\n",
    "df1_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date_created</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>33712</td>\n",
       "      <td>6975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>29238</td>\n",
       "      <td>5276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>21982</td>\n",
       "      <td>3466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>36811</td>\n",
       "      <td>7197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>35195</td>\n",
       "      <td>7721</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   id        date_created  favorite_count  retweet_count\n",
       "0  892420643555336193 2017-08-01 16:23:56           33712           6975\n",
       "1  892177421306343426 2017-08-01 00:17:27           29238           5276\n",
       "2  891815181378084864 2017-07-31 00:18:03           21982           3466\n",
       "3  891689557279858688 2017-07-30 15:58:51           36811           7197\n",
       "4  891327558926688256 2017-07-29 16:00:24           35195           7721"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loading few rows from the dataset\n",
    "df3_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISSUE #6:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define:\n",
    "Renaming the \"id' column in df3_clean to \"tweet_id' for comformity with similar columns in the oher dataframes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Renaming the column \"id\" to \"tweet_id\"\n",
    "df3_clean.rename(columns = {\"id\" : \"tweet_id\"}, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>date_created</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [tweet_id, date_created, favorite_count, retweet_count]\n",
       "Index: []"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3_clean.head(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISSUE #7:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define:\n",
    "Correcting the abrreviated column labels in df_2 with their full names. This includes p1, p1_conf, p1_dog etc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [tweet_id, jpg_url, img_num, p1, p1_conf, p1_dog, p2, p2_conf, p2_dog, p3, p3_conf, p3_dog]\n",
       "Index: []"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2_clean.head(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "dict = {\"img_num\" : \"image_number\", \n",
    "        \"p1\" : \"prediction_1\", \n",
    "        \"p1_conf\" : \"prediction_1_confidence\", \n",
    "        \"p1_dog\" : \"prediction_1_dog\", \n",
    "        \"p2\" : \"prediction_2\", \n",
    "        \"p2_conf\" : \"prediction_2_confidence\", \n",
    "        \"p2_dog\" : \"prediction_2_dog\", \n",
    "        \"p3\" : \"prediction_3\", \n",
    "        \"p3_conf\" : \"prediction_3_confidence\", \n",
    "        \"p3_dog\" : \"prediction_3_dog\"}\n",
    "\n",
    "df2_clean.rename(columns=dict, \n",
    "                 inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>image_number</th>\n",
       "      <th>prediction_1</th>\n",
       "      <th>prediction_1_confidence</th>\n",
       "      <th>prediction_1_dog</th>\n",
       "      <th>prediction_2</th>\n",
       "      <th>prediction_2_confidence</th>\n",
       "      <th>prediction_2_dog</th>\n",
       "      <th>prediction_3</th>\n",
       "      <th>prediction_3_confidence</th>\n",
       "      <th>prediction_3_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",
       "   image_number            prediction_1  prediction_1_confidence  \\\n",
       "0             1  Welsh_springer_spaniel                 0.465074   \n",
       "1             1                 redbone                 0.506826   \n",
       "2             1         German_shepherd                 0.596461   \n",
       "3             1     Rhodesian_ridgeback                 0.408143   \n",
       "4             1      miniature_pinscher                 0.560311   \n",
       "\n",
       "   prediction_1_dog        prediction_2  prediction_2_confidence  \\\n",
       "0              True              collie                 0.156665   \n",
       "1              True  miniature_pinscher                 0.074192   \n",
       "2              True            malinois                 0.138584   \n",
       "3              True             redbone                 0.360687   \n",
       "4              True          Rottweiler                 0.243682   \n",
       "\n",
       "   prediction_2_dog         prediction_3  prediction_3_confidence  \\\n",
       "0              True    Shetland_sheepdog                 0.061428   \n",
       "1              True  Rhodesian_ridgeback                 0.072010   \n",
       "2              True           bloodhound                 0.116197   \n",
       "3              True   miniature_pinscher                 0.222752   \n",
       "4              True             Doberman                 0.154629   \n",
       "\n",
       "   prediction_3_dog  \n",
       "0              True  \n",
       "1              True  \n",
       "2              True  \n",
       "3              True  \n",
       "4              True  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISSUE #8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define:\n",
    "Correcting the wrong rating_numerator and rating_denominator in df1_clean. This will be done by replacing numerator outliers (ratings less than 1 and greater than 15) with the mean \"rating_numerator\" i.e (13), and replacing the denominator outliers ( less than or greater tan 10) with the mean rating_denominator i.e 10."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12      475\n",
       "10      433\n",
       "11      411\n",
       "13      286\n",
       "9       156\n",
       "8        96\n",
       "7        54\n",
       "14       38\n",
       "5        35\n",
       "6        32\n",
       "3        18\n",
       "4        16\n",
       "2         9\n",
       "1         8\n",
       "0         2\n",
       "60        1\n",
       "20        1\n",
       "24        1\n",
       "26        1\n",
       "44        1\n",
       "50        1\n",
       "165       1\n",
       "80        1\n",
       "84        1\n",
       "88        1\n",
       "143       1\n",
       "204       1\n",
       "420       1\n",
       "1776      1\n",
       "27        1\n",
       "45        1\n",
       "75        1\n",
       "99        1\n",
       "121       1\n",
       "144       1\n",
       "Name: rating_numerator, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking the value count of rating numerator\n",
    "df1_clean.rating_numerator.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10     2069\n",
       "50        3\n",
       "11        2\n",
       "80        2\n",
       "20        2\n",
       "7         1\n",
       "170       1\n",
       "150       1\n",
       "130       1\n",
       "120       1\n",
       "110       1\n",
       "90        1\n",
       "70        1\n",
       "40        1\n",
       "16        1\n",
       "2         1\n",
       "Name: rating_denominator, dtype: int64"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking the value count of rating denominator\n",
    "df1_clean.rating_denominator.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Replacing the numerator outlier values\n",
    "for x in df1_clean.index:\n",
    "    if df1_clean.loc[x, \"rating_numerator\"] > 15 or df1_clean.loc[x, \"rating_numerator\"] < 1:\n",
    "        df1_clean.loc[x, \"rating_numerator\"] = 13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Replacing the denominator outlier values\n",
    "for x in df1_clean.index:\n",
    "    if df1_clean.loc[x, \"rating_denominator\"] > 10 or df1_clean.loc[x, \"rating_denominator\"] < 10:\n",
    "        df1_clean.loc[x, \"rating_denominator\"] = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating a column \"rating\" that is the division of rating_numerator by rating_denominator\n",
    "df1_clean[\"rating\"] = df1_clean[\"rating_numerator\"] / df1_clean[\"rating_denominator\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12    475\n",
       "10    433\n",
       "11    411\n",
       "13    308\n",
       "9     156\n",
       "8      96\n",
       "7      54\n",
       "14     38\n",
       "5      35\n",
       "6      32\n",
       "3      18\n",
       "4      16\n",
       "2       9\n",
       "1       8\n",
       "Name: rating_numerator, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_clean.rating_numerator.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10    2089\n",
       "Name: rating_denominator, dtype: int64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_clean.rating_denominator.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'date_created',\n",
       " 'source',\n",
       " 'text',\n",
       " 'rating_numerator',\n",
       " 'rating_denominator',\n",
       " 'name',\n",
       " 'doggo',\n",
       " 'floofer',\n",
       " 'pupper',\n",
       " 'puppo',\n",
       " 'rating']"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df1_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>date_created</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id        date_created  \\\n",
       "0  892420643555336193 2017-08-01 16:23:56   \n",
       "1  892177421306343426 2017-08-01 00:17:27   \n",
       "2  891815181378084864 2017-07-31 00:18:03   \n",
       "3  891689557279858688 2017-07-30 15:58:51   \n",
       "4  891327558926688256 2017-07-29 16:00:24   \n",
       "\n",
       "                                              source  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  rating_numerator  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                13   \n",
       "1  This is Tilly. She's just checking pup on you....                13   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                12   \n",
       "3  This is Darla. She commenced a snooze mid meal...                13   \n",
       "4  This is Franklin. He would like you to stop ca...                12   \n",
       "\n",
       "   rating_denominator      name doggo floofer pupper puppo  rating  \n",
       "0                  10   Phineas  None    None   None  None     1.3  \n",
       "1                  10     Tilly  None    None   None  None     1.3  \n",
       "2                  10    Archie  None    None   None  None     1.2  \n",
       "3                  10     Darla  None    None   None  None     1.3  \n",
       "4                  10  Franklin  None    None   None  None     1.2  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TIDINESS ISSUES"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ISSUE #1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define:\n",
    "Merging the two datasets df1_clean and df3_clean on \"date_created\" column.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_merge = pd.merge(df1_clean, df3_clean, on=[\"tweet_id\", \"date_created\"], how=\"left\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>date_created</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "      <th>rating</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.3</td>\n",
       "      <td>33712.0</td>\n",
       "      <td>6975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.3</td>\n",
       "      <td>29238.0</td>\n",
       "      <td>5276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.2</td>\n",
       "      <td>21982.0</td>\n",
       "      <td>3466.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.3</td>\n",
       "      <td>36811.0</td>\n",
       "      <td>7197.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.2</td>\n",
       "      <td>35195.0</td>\n",
       "      <td>7721.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id        date_created  \\\n",
       "0  892420643555336193 2017-08-01 16:23:56   \n",
       "1  892177421306343426 2017-08-01 00:17:27   \n",
       "2  891815181378084864 2017-07-31 00:18:03   \n",
       "3  891689557279858688 2017-07-30 15:58:51   \n",
       "4  891327558926688256 2017-07-29 16:00:24   \n",
       "\n",
       "                                              source  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  rating_numerator  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                13   \n",
       "1  This is Tilly. She's just checking pup on you....                13   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                12   \n",
       "3  This is Darla. She commenced a snooze mid meal...                13   \n",
       "4  This is Franklin. He would like you to stop ca...                12   \n",
       "\n",
       "   rating_denominator      name doggo floofer pupper puppo  rating  \\\n",
       "0                  10   Phineas  None    None   None  None     1.3   \n",
       "1                  10     Tilly  None    None   None  None     1.3   \n",
       "2                  10    Archie  None    None   None  None     1.2   \n",
       "3                  10     Darla  None    None   None  None     1.3   \n",
       "4                  10  Franklin  None    None   None  None     1.2   \n",
       "\n",
       "   favorite_count  retweet_count  \n",
       "0         33712.0         6975.0  \n",
       "1         29238.0         5276.0  \n",
       "2         21982.0         3466.0  \n",
       "3         36811.0         7197.0  \n",
       "4         35195.0         7721.0  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merge.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISSUE #2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define:\n",
    "The column \"tweet_id\" is contained in the 3 datasets (df_1, df_2, df_3). Therefore, df3_clean dataset and df_ merge will be merge on the \"tweet_id\" column."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "wrangle_act = pd.merge(df_merge, df2_clean, on=\"tweet_id\", how=\"left\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>date_created</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>...</th>\n",
       "      <th>image_number</th>\n",
       "      <th>prediction_1</th>\n",
       "      <th>prediction_1_confidence</th>\n",
       "      <th>prediction_1_dog</th>\n",
       "      <th>prediction_2</th>\n",
       "      <th>prediction_2_confidence</th>\n",
       "      <th>prediction_2_dog</th>\n",
       "      <th>prediction_3</th>\n",
       "      <th>prediction_3_confidence</th>\n",
       "      <th>prediction_3_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>2017-08-01 16:23:56</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>orange</td>\n",
       "      <td>0.097049</td>\n",
       "      <td>False</td>\n",
       "      <td>bagel</td>\n",
       "      <td>0.085851</td>\n",
       "      <td>False</td>\n",
       "      <td>banana</td>\n",
       "      <td>0.076110</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>2017-08-01 00:17:27</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.323581</td>\n",
       "      <td>True</td>\n",
       "      <td>Pekinese</td>\n",
       "      <td>0.090647</td>\n",
       "      <td>True</td>\n",
       "      <td>papillon</td>\n",
       "      <td>0.068957</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>2017-07-31 00:18:03</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.716012</td>\n",
       "      <td>True</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.078253</td>\n",
       "      <td>True</td>\n",
       "      <td>kelpie</td>\n",
       "      <td>0.031379</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>2017-07-30 15:58:51</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>paper_towel</td>\n",
       "      <td>0.170278</td>\n",
       "      <td>False</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.168086</td>\n",
       "      <td>True</td>\n",
       "      <td>spatula</td>\n",
       "      <td>0.040836</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>2017-07-29 16:00:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>basset</td>\n",
       "      <td>0.555712</td>\n",
       "      <td>True</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.225770</td>\n",
       "      <td>True</td>\n",
       "      <td>German_short-haired_pointer</td>\n",
       "      <td>0.175219</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id        date_created  \\\n",
       "0  892420643555336193 2017-08-01 16:23:56   \n",
       "1  892177421306343426 2017-08-01 00:17:27   \n",
       "2  891815181378084864 2017-07-31 00:18:03   \n",
       "3  891689557279858688 2017-07-30 15:58:51   \n",
       "4  891327558926688256 2017-07-29 16:00:24   \n",
       "\n",
       "                                              source  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "3  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "4  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                text  rating_numerator  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...                13   \n",
       "1  This is Tilly. She's just checking pup on you....                13   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...                12   \n",
       "3  This is Darla. She commenced a snooze mid meal...                13   \n",
       "4  This is Franklin. He would like you to stop ca...                12   \n",
       "\n",
       "   rating_denominator      name doggo floofer pupper       ...         \\\n",
       "0                  10   Phineas  None    None   None       ...          \n",
       "1                  10     Tilly  None    None   None       ...          \n",
       "2                  10    Archie  None    None   None       ...          \n",
       "3                  10     Darla  None    None   None       ...          \n",
       "4                  10  Franklin  None    None   None       ...          \n",
       "\n",
       "  image_number  prediction_1  prediction_1_confidence  prediction_1_dog  \\\n",
       "0          1.0        orange                 0.097049             False   \n",
       "1          1.0     Chihuahua                 0.323581              True   \n",
       "2          1.0     Chihuahua                 0.716012              True   \n",
       "3          1.0   paper_towel                 0.170278             False   \n",
       "4          2.0        basset                 0.555712              True   \n",
       "\n",
       "         prediction_2  prediction_2_confidence prediction_2_dog  \\\n",
       "0               bagel                 0.085851            False   \n",
       "1            Pekinese                 0.090647             True   \n",
       "2            malamute                 0.078253             True   \n",
       "3  Labrador_retriever                 0.168086             True   \n",
       "4    English_springer                 0.225770             True   \n",
       "\n",
       "                  prediction_3 prediction_3_confidence prediction_3_dog  \n",
       "0                       banana                0.076110            False  \n",
       "1                     papillon                0.068957             True  \n",
       "2                       kelpie                0.031379             True  \n",
       "3                      spatula                0.040836            False  \n",
       "4  German_short-haired_pointer                0.175219             True  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wrangle_act.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wrangle_act.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'date_created',\n",
       " 'source',\n",
       " 'text',\n",
       " 'rating_numerator',\n",
       " 'rating_denominator',\n",
       " 'name',\n",
       " 'doggo',\n",
       " 'floofer',\n",
       " 'pupper',\n",
       " 'puppo',\n",
       " 'rating',\n",
       " 'favorite_count',\n",
       " 'retweet_count',\n",
       " 'jpg_url',\n",
       " 'image_number',\n",
       " 'prediction_1',\n",
       " 'prediction_1_confidence',\n",
       " 'prediction_1_dog',\n",
       " 'prediction_2',\n",
       " 'prediction_2_confidence',\n",
       " 'prediction_2_dog',\n",
       " 'prediction_3',\n",
       " 'prediction_3_confidence',\n",
       " 'prediction_3_dog']"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(wrangle_act)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyzing and Visualizing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66.0        1\n",
       "72.0        1\n",
       "88.0        1\n",
       "90.0        1\n",
       "92.0        1\n",
       "93.0        1\n",
       "98.0        1\n",
       "99.0        1\n",
       "100.0       1\n",
       "106.0       1\n",
       "107.0       1\n",
       "112.0       1\n",
       "115.0       1\n",
       "123.0       1\n",
       "127.0       1\n",
       "134.0       1\n",
       "137.0       1\n",
       "139.0       1\n",
       "142.0       1\n",
       "143.0       1\n",
       "147.0       1\n",
       "151.0       1\n",
       "160.0       1\n",
       "162.0       1\n",
       "163.0       1\n",
       "165.0       1\n",
       "168.0       2\n",
       "171.0       1\n",
       "175.0       1\n",
       "179.0       1\n",
       "           ..\n",
       "42891.0     1\n",
       "43314.0     1\n",
       "44418.0     1\n",
       "46167.0     1\n",
       "46448.0     1\n",
       "46627.0     1\n",
       "48468.0     1\n",
       "49258.0     1\n",
       "50170.0     1\n",
       "53830.0     1\n",
       "56688.0     1\n",
       "57778.0     1\n",
       "60001.0     1\n",
       "62278.0     1\n",
       "63046.0     1\n",
       "66085.0     1\n",
       "67065.0     1\n",
       "69076.0     1\n",
       "70358.0     1\n",
       "70709.0     1\n",
       "73240.0     1\n",
       "73750.0     1\n",
       "80336.0     1\n",
       "82432.0     1\n",
       "92551.0     1\n",
       "106857.0    1\n",
       "108556.0    1\n",
       "111277.0    1\n",
       "123739.0    1\n",
       "144338.0    1\n",
       "Name: favorite_count, Length: 1909, dtype: int64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wrangle_act.favorite_count.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11.0       1\n",
       "13.0       1\n",
       "19.0       1\n",
       "24.0       1\n",
       "28.0       1\n",
       "30.0       1\n",
       "35.0       2\n",
       "36.0       2\n",
       "37.0       1\n",
       "38.0       1\n",
       "39.0       2\n",
       "40.0       2\n",
       "41.0       1\n",
       "42.0       1\n",
       "43.0       2\n",
       "44.0       2\n",
       "45.0       2\n",
       "46.0       2\n",
       "47.0       1\n",
       "48.0       1\n",
       "50.0       5\n",
       "51.0       1\n",
       "53.0       2\n",
       "54.0       1\n",
       "55.0       2\n",
       "56.0       2\n",
       "58.0       1\n",
       "59.0       1\n",
       "61.0       1\n",
       "62.0       2\n",
       "          ..\n",
       "15689.0    1\n",
       "15740.0    1\n",
       "16084.0    1\n",
       "16258.0    1\n",
       "16308.0    1\n",
       "16588.0    1\n",
       "16837.0    1\n",
       "16942.0    1\n",
       "17734.0    1\n",
       "19121.0    1\n",
       "19200.0    1\n",
       "19373.0    1\n",
       "19629.0    1\n",
       "19918.0    1\n",
       "20685.0    1\n",
       "21888.0    1\n",
       "22670.0    1\n",
       "25030.0    1\n",
       "26186.0    1\n",
       "26631.0    1\n",
       "27668.0    1\n",
       "28472.0    1\n",
       "30075.0    1\n",
       "32241.0    1\n",
       "34438.0    1\n",
       "37292.0    1\n",
       "39792.0    1\n",
       "51458.0    1\n",
       "52672.0    1\n",
       "70382.0    1\n",
       "Name: retweet_count, Length: 1595, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wrangle_act.retweet_count.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1      8\n",
       "0.2      9\n",
       "0.3     18\n",
       "0.4     16\n",
       "0.5     35\n",
       "0.6     32\n",
       "0.7     54\n",
       "0.8     96\n",
       "0.9    156\n",
       "1.0    433\n",
       "1.1    411\n",
       "1.2    475\n",
       "1.3    308\n",
       "1.4     38\n",
       "Name: rating, dtype: int64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wrangle_act.rating.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>date_created</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>...</th>\n",
       "      <th>image_number</th>\n",
       "      <th>prediction_1</th>\n",
       "      <th>prediction_1_confidence</th>\n",
       "      <th>prediction_1_dog</th>\n",
       "      <th>prediction_2</th>\n",
       "      <th>prediction_2_confidence</th>\n",
       "      <th>prediction_2_dog</th>\n",
       "      <th>prediction_3</th>\n",
       "      <th>prediction_3_confidence</th>\n",
       "      <th>prediction_3_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>879415818425184262</td>\n",
       "      <td>2017-06-26 19:07:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Duddles. He did an attempt. 13/10 some...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Duddles</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.383404</td>\n",
       "      <td>True</td>\n",
       "      <td>Boston_bull</td>\n",
       "      <td>0.134967</td>\n",
       "      <td>True</td>\n",
       "      <td>Cardigan</td>\n",
       "      <td>0.110481</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>866450705531457537</td>\n",
       "      <td>2017-05-22 00:28:40</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jamesy. He gives a kiss to every other...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jamesy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>French_bulldog</td>\n",
       "      <td>0.905334</td>\n",
       "      <td>True</td>\n",
       "      <td>Boston_bull</td>\n",
       "      <td>0.078060</td>\n",
       "      <td>True</td>\n",
       "      <td>pug</td>\n",
       "      <td>0.001771</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>822872901745569793</td>\n",
       "      <td>2017-01-21 18:26:02</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a super supportive puppo participating ...</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>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Lakeland_terrier</td>\n",
       "      <td>0.196015</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.160329</td>\n",
       "      <td>True</td>\n",
       "      <td>Irish_terrier</td>\n",
       "      <td>0.069126</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>819004803107983360</td>\n",
       "      <td>2017-01-11 02:15:36</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bo. He was a very good First Doggo. 14...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Bo</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_poodle</td>\n",
       "      <td>0.351308</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.271929</td>\n",
       "      <td>True</td>\n",
       "      <td>Tibetan_terrier</td>\n",
       "      <td>0.094759</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>807106840509214720</td>\n",
       "      <td>2016-12-09 06:17:20</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Stephan. He just wants to help. 13/10 ...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stephan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.505370</td>\n",
       "      <td>True</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.120358</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_terrier</td>\n",
       "      <td>0.077008</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>806629075125202948</td>\n",
       "      <td>2016-12-07 22:38:52</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>\"Good afternoon class today we're going to lea...</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>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Arabian_camel</td>\n",
       "      <td>0.366248</td>\n",
       "      <td>False</td>\n",
       "      <td>house_finch</td>\n",
       "      <td>0.209852</td>\n",
       "      <td>False</td>\n",
       "      <td>cocker_spaniel</td>\n",
       "      <td>0.046403</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>744234799360020481</td>\n",
       "      <td>2016-06-18 18:26:18</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a doggo realizing you can stand in a po...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.825333</td>\n",
       "      <td>True</td>\n",
       "      <td>ice_bear</td>\n",
       "      <td>0.044681</td>\n",
       "      <td>False</td>\n",
       "      <td>whippet</td>\n",
       "      <td>0.018442</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>739238157791694849</td>\n",
       "      <td>2016-06-04 23:31:25</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a doggo blowing bubbles. It's downright...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.503372</td>\n",
       "      <td>True</td>\n",
       "      <td>Siberian_husky</td>\n",
       "      <td>0.390413</td>\n",
       "      <td>True</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.080901</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id        date_created  \\\n",
       "59   879415818425184262 2017-06-26 19:07:24   \n",
       "114  866450705531457537 2017-05-22 00:28:40   \n",
       "325  822872901745569793 2017-01-21 18:26:02   \n",
       "348  819004803107983360 2017-01-11 02:15:36   \n",
       "419  807106840509214720 2016-12-09 06:17:20   \n",
       "421  806629075125202948 2016-12-07 22:38:52   \n",
       "821  744234799360020481 2016-06-18 18:26:18   \n",
       "858  739238157791694849 2016-06-04 23:31:25   \n",
       "\n",
       "                                                source  \\\n",
       "59   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "114  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "325  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "348  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "419  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "421  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "821  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "858  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  rating_numerator  \\\n",
       "59   This is Duddles. He did an attempt. 13/10 some...                13   \n",
       "114  This is Jamesy. He gives a kiss to every other...                13   \n",
       "325  Here's a super supportive puppo participating ...                13   \n",
       "348  This is Bo. He was a very good First Doggo. 14...                14   \n",
       "419  This is Stephan. He just wants to help. 13/10 ...                13   \n",
       "421  \"Good afternoon class today we're going to lea...                13   \n",
       "821  Here's a doggo realizing you can stand in a po...                13   \n",
       "858  Here's a doggo blowing bubbles. It's downright...                13   \n",
       "\n",
       "     rating_denominator     name  doggo floofer  pupper       ...         \\\n",
       "59                   10  Duddles   None    None    None       ...          \n",
       "114                  10   Jamesy   None    None  pupper       ...          \n",
       "325                  10     None   None    None    None       ...          \n",
       "348                  10       Bo  doggo    None    None       ...          \n",
       "419                  10  Stephan   None    None    None       ...          \n",
       "421                  10     None   None    None    None       ...          \n",
       "821                  10     None  doggo    None    None       ...          \n",
       "858                  10     None  doggo    None    None       ...          \n",
       "\n",
       "    image_number        prediction_1  prediction_1_confidence  \\\n",
       "59           1.0    English_springer                 0.383404   \n",
       "114          2.0      French_bulldog                 0.905334   \n",
       "325          1.0    Lakeland_terrier                 0.196015   \n",
       "348          1.0     standard_poodle                 0.351308   \n",
       "419          1.0           Chihuahua                 0.505370   \n",
       "421          2.0       Arabian_camel                 0.366248   \n",
       "821          1.0  Labrador_retriever                 0.825333   \n",
       "858          1.0          Eskimo_dog                 0.503372   \n",
       "\n",
       "     prediction_1_dog        prediction_2  prediction_2_confidence  \\\n",
       "59               True         Boston_bull                 0.134967   \n",
       "114              True         Boston_bull                 0.078060   \n",
       "325              True  Labrador_retriever                 0.160329   \n",
       "348              True          toy_poodle                 0.271929   \n",
       "419              True          Pomeranian                 0.120358   \n",
       "421             False         house_finch                 0.209852   \n",
       "821              True            ice_bear                 0.044681   \n",
       "858              True      Siberian_husky                 0.390413   \n",
       "\n",
       "    prediction_2_dog     prediction_3 prediction_3_confidence prediction_3_dog  \n",
       "59              True         Cardigan                0.110481             True  \n",
       "114             True              pug                0.001771             True  \n",
       "325             True    Irish_terrier                0.069126             True  \n",
       "348             True  Tibetan_terrier                0.094759             True  \n",
       "419             True      toy_terrier                0.077008             True  \n",
       "421            False   cocker_spaniel                0.046403             True  \n",
       "821            False          whippet                0.018442             True  \n",
       "858             True         malamute                0.080901             True  \n",
       "\n",
       "[8 rows x 25 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wrangle_act.loc[wrangle_act[\"retweet_count\"] > 30000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>date_created</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>rating_numerator</th>\n",
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       "      <th>doggo</th>\n",
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       "      <th>pupper</th>\n",
       "      <th>...</th>\n",
       "      <th>image_number</th>\n",
       "      <th>prediction_1</th>\n",
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       "      <th>prediction_2_confidence</th>\n",
       "      <th>prediction_2_dog</th>\n",
       "      <th>prediction_3</th>\n",
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       "      <th>prediction_3_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>879415818425184262</td>\n",
       "      <td>2017-06-26 19:07:24</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Duddles. He did an attempt. 13/10 some...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Duddles</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.383404</td>\n",
       "      <td>True</td>\n",
       "      <td>Boston_bull</td>\n",
       "      <td>0.134967</td>\n",
       "      <td>True</td>\n",
       "      <td>Cardigan</td>\n",
       "      <td>0.110481</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>866450705531457537</td>\n",
       "      <td>2017-05-22 00:28:40</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Jamesy. He gives a kiss to every other...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jamesy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>French_bulldog</td>\n",
       "      <td>0.905334</td>\n",
       "      <td>True</td>\n",
       "      <td>Boston_bull</td>\n",
       "      <td>0.078060</td>\n",
       "      <td>True</td>\n",
       "      <td>pug</td>\n",
       "      <td>0.001771</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>822872901745569793</td>\n",
       "      <td>2017-01-21 18:26:02</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a super supportive puppo participating ...</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>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Lakeland_terrier</td>\n",
       "      <td>0.196015</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.160329</td>\n",
       "      <td>True</td>\n",
       "      <td>Irish_terrier</td>\n",
       "      <td>0.069126</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>807106840509214720</td>\n",
       "      <td>2016-12-09 06:17:20</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Stephan. He just wants to help. 13/10 ...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Stephan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.505370</td>\n",
       "      <td>True</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.120358</td>\n",
       "      <td>True</td>\n",
       "      <td>toy_terrier</td>\n",
       "      <td>0.077008</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>744234799360020481</td>\n",
       "      <td>2016-06-18 18:26:18</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a doggo realizing you can stand in a po...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.825333</td>\n",
       "      <td>True</td>\n",
       "      <td>ice_bear</td>\n",
       "      <td>0.044681</td>\n",
       "      <td>False</td>\n",
       "      <td>whippet</td>\n",
       "      <td>0.018442</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>739238157791694849</td>\n",
       "      <td>2016-06-04 23:31:25</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a doggo blowing bubbles. It's downright...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Eskimo_dog</td>\n",
       "      <td>0.503372</td>\n",
       "      <td>True</td>\n",
       "      <td>Siberian_husky</td>\n",
       "      <td>0.390413</td>\n",
       "      <td>True</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.080901</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id        date_created  \\\n",
       "59   879415818425184262 2017-06-26 19:07:24   \n",
       "114  866450705531457537 2017-05-22 00:28:40   \n",
       "325  822872901745569793 2017-01-21 18:26:02   \n",
       "419  807106840509214720 2016-12-09 06:17:20   \n",
       "821  744234799360020481 2016-06-18 18:26:18   \n",
       "858  739238157791694849 2016-06-04 23:31:25   \n",
       "\n",
       "                                                source  \\\n",
       "59   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "114  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "325  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "419  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "821  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "858  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  rating_numerator  \\\n",
       "59   This is Duddles. He did an attempt. 13/10 some...                13   \n",
       "114  This is Jamesy. He gives a kiss to every other...                13   \n",
       "325  Here's a super supportive puppo participating ...                13   \n",
       "419  This is Stephan. He just wants to help. 13/10 ...                13   \n",
       "821  Here's a doggo realizing you can stand in a po...                13   \n",
       "858  Here's a doggo blowing bubbles. It's downright...                13   \n",
       "\n",
       "     rating_denominator     name  doggo floofer  pupper       ...         \\\n",
       "59                   10  Duddles   None    None    None       ...          \n",
       "114                  10   Jamesy   None    None  pupper       ...          \n",
       "325                  10     None   None    None    None       ...          \n",
       "419                  10  Stephan   None    None    None       ...          \n",
       "821                  10     None  doggo    None    None       ...          \n",
       "858                  10     None  doggo    None    None       ...          \n",
       "\n",
       "    image_number        prediction_1  prediction_1_confidence  \\\n",
       "59           1.0    English_springer                 0.383404   \n",
       "114          2.0      French_bulldog                 0.905334   \n",
       "325          1.0    Lakeland_terrier                 0.196015   \n",
       "419          1.0           Chihuahua                 0.505370   \n",
       "821          1.0  Labrador_retriever                 0.825333   \n",
       "858          1.0          Eskimo_dog                 0.503372   \n",
       "\n",
       "     prediction_1_dog        prediction_2  prediction_2_confidence  \\\n",
       "59               True         Boston_bull                 0.134967   \n",
       "114              True         Boston_bull                 0.078060   \n",
       "325              True  Labrador_retriever                 0.160329   \n",
       "419              True          Pomeranian                 0.120358   \n",
       "821              True            ice_bear                 0.044681   \n",
       "858              True      Siberian_husky                 0.390413   \n",
       "\n",
       "    prediction_2_dog   prediction_3 prediction_3_confidence prediction_3_dog  \n",
       "59              True       Cardigan                0.110481             True  \n",
       "114             True            pug                0.001771             True  \n",
       "325             True  Irish_terrier                0.069126             True  \n",
       "419             True    toy_terrier                0.077008             True  \n",
       "821            False        whippet                0.018442             True  \n",
       "858             True       malamute                0.080901             True  \n",
       "\n",
       "[6 rows x 25 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wrangle_act.loc[wrangle_act[\"favorite_count\"] > 90000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.2    475\n",
       "1.0    433\n",
       "1.1    411\n",
       "1.3    308\n",
       "0.9    156\n",
       "0.8     96\n",
       "0.7     54\n",
       "1.4     38\n",
       "0.5     35\n",
       "0.6     32\n",
       "0.3     18\n",
       "0.4     16\n",
       "0.2      9\n",
       "0.1      8\n",
       "Name: rating, dtype: int64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wrangle_act.rating.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>rating</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>image_number</th>\n",
       "      <th>prediction_1_confidence</th>\n",
       "      <th>prediction_2_confidence</th>\n",
       "      <th>prediction_3_confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.089000e+03</td>\n",
       "      <td>2089.000000</td>\n",
       "      <td>2089.0</td>\n",
       "      <td>2089.000000</td>\n",
       "      <td>2081.000000</td>\n",
       "      <td>2081.000000</td>\n",
       "      <td>1970.000000</td>\n",
       "      <td>1970.000000</td>\n",
       "      <td>1.970000e+03</td>\n",
       "      <td>1.970000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.363254e+17</td>\n",
       "      <td>10.602202</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.060220</td>\n",
       "      <td>7745.535320</td>\n",
       "      <td>2285.456511</td>\n",
       "      <td>1.204569</td>\n",
       "      <td>0.594519</td>\n",
       "      <td>1.344090e-01</td>\n",
       "      <td>6.025797e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.738721e+16</td>\n",
       "      <td>2.191549</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.219155</td>\n",
       "      <td>11309.753027</td>\n",
       "      <td>4030.092507</td>\n",
       "      <td>0.563202</td>\n",
       "      <td>0.272299</td>\n",
       "      <td>1.008058e-01</td>\n",
       "      <td>5.102189e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.660209e+17</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>11.000000</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>6.762636e+17</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1663.000000</td>\n",
       "      <td>492.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.362857</td>\n",
       "      <td>5.351907e-02</td>\n",
       "      <td>1.606823e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.091984e+17</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>3510.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.588620</td>\n",
       "      <td>1.175870e-01</td>\n",
       "      <td>4.947920e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.881506e+17</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>9619.000000</td>\n",
       "      <td>2600.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.847216</td>\n",
       "      <td>1.955197e-01</td>\n",
       "      <td>9.159438e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>144338.000000</td>\n",
       "      <td>70382.000000</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  rating_numerator  rating_denominator       rating  \\\n",
       "count  2.089000e+03       2089.000000              2089.0  2089.000000   \n",
       "mean   7.363254e+17         10.602202                10.0     1.060220   \n",
       "std    6.738721e+16          2.191549                 0.0     0.219155   \n",
       "min    6.660209e+17          1.000000                10.0     0.100000   \n",
       "25%    6.762636e+17         10.000000                10.0     1.000000   \n",
       "50%    7.091984e+17         11.000000                10.0     1.100000   \n",
       "75%    7.881506e+17         12.000000                10.0     1.200000   \n",
       "max    8.924206e+17         14.000000                10.0     1.400000   \n",
       "\n",
       "       favorite_count  retweet_count  image_number  prediction_1_confidence  \\\n",
       "count     2081.000000    2081.000000   1970.000000              1970.000000   \n",
       "mean      7745.535320    2285.456511      1.204569                 0.594519   \n",
       "std      11309.753027    4030.092507      0.563202                 0.272299   \n",
       "min         66.000000      11.000000      1.000000                 0.044333   \n",
       "25%       1663.000000     492.000000      1.000000                 0.362857   \n",
       "50%       3510.000000    1100.000000      1.000000                 0.588620   \n",
       "75%       9619.000000    2600.000000      1.000000                 0.847216   \n",
       "max     144338.000000   70382.000000      4.000000                 1.000000   \n",
       "\n",
       "       prediction_2_confidence  prediction_3_confidence  \n",
       "count             1.970000e+03             1.970000e+03  \n",
       "mean              1.344090e-01             6.025797e-02  \n",
       "std               1.008058e-01             5.102189e-02  \n",
       "min               1.011300e-08             1.740170e-10  \n",
       "25%               5.351907e-02             1.606823e-02  \n",
       "50%               1.175870e-01             4.947920e-02  \n",
       "75%               1.955197e-01             9.159438e-02  \n",
       "max               4.880140e-01             2.734190e-01  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wrangle_act.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Insights:\n",
    "> 1. tweets that has the highest retweet_counts also have the highest favorite_counts(likes). This can be proven from the correlation heatmap where the correlation index between retweet_count and favorite_count is 0.93. This is a near perfect correlation and demostrates the fact that, higher favorite_counts also corresponds to a higher retweet_counts. \n",
    "\n",
    "> 2. The ratings are saturated close to the mean rating (1.06) with a standard deviation of 0.219. This shows us that the rating for each tweet are not too disperse from the other. In conclusin, most tweets are rated within a close rating margin.\n",
    "\n",
    "> 3. No \"favorite_count\" and \"retweet_count\" is independent of the dog type, as no particular dog type dominates among the highest_rated retweet and favorites.\n",
    "\n",
    "> 4. The correlation between the \"rating\" to the \"favorite_count\" and \"retweet_count\" is not too strong (0.38) and (0.29) respectively. This tells us that the rating given to any particular dog tweet does not directly affect the favorite and retweet counts of that tweet in a big way, rather, its a combianation of it and some other factors."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e7ce81eb8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bar plot of the value counts for the \"rating\"(rating_numerator divided by rating_denominator)\n",
    "rating_plot = wrangle_act[\"rating\"].value_counts()\n",
    "rating_plot.plot(kind=\"bar\", figsize=(8,8), title=\"Plot of rating value_counts\")\n",
    "plt.xlabel(\"Rating\")\n",
    "plt.ylabel(\"Value_counts\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e7ce819b0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Heatmap of the correlation between variables in the dataframe\n",
    "import seaborn as sns\n",
    "sns.heatmap(wrangle_act.corr(), cmap=\"YlGnBu\", annot=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "extensions": {
   "jupyter_dashboards": {
    "activeView": "report_default",
    "version": 1,
    "views": {
     "grid_default": {
      "cellMargin": 10,
      "defaultCellHeight": 20,
      "maxColumns": 12,
      "name": "grid",
      "type": "grid"
     },
     "report_default": {
      "name": "report",
      "type": "report"
     }
    }
   }
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}