wrangle_act.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# @WeRateDogs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gather"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "import io\n",
    "import tweepy\n",
    "import timeit\n",
    "import time\n",
    "import json\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read haded CSV into DataFrame\n",
    "twitter_archive_enhanced = pd.read_csv('twitter-archive-enhanced.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Request image_predictions.tsv into DataFrame\n",
    "url = 'https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv'\n",
    "with requests.Session() as s:\n",
    "    data = s.get(url)    \n",
    "    decoded_content = data.content.decode('utf-8')\n",
    "    image_predictions = pd.read_csv(io.StringIO(data.text), '\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using the tweet IDs in the WeRateDogs Twitter archive,\n",
    "tweet_id = twitter_archive_enhanced.tweet_id.tolist()\n",
    "# query the Twitter API...\n",
    "consumer_key = 'xxx'\n",
    "consumer_secret = 'xxx'\n",
    "access_token = 'xxx'\n",
    "access_secret = 'xxx'\n",
    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_token, access_secret)\n",
    "twitter = tweepy.API(auth, wait_on_rate_limit=True, wait_on_rate_limit_notify=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "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",
      "0.0032279270235449076\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",
      "0.005042345961555839\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",
      "0.00565414410084486\n",
      "This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ\n",
      "0.004493198008276522\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",
      "0.004472657106816769\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",
      "0.0054459391394630075\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",
      "0.002821116941049695\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",
      "0.0032047861022874713\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",
      "0.0022586389677599072\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",
      "0.0023086610017344356\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",
      "0.006045865942724049\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",
      "0.006941913976334035\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",
      "0.00380843598395586\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",
      "0.004389135981909931\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",
      "0.004808896919712424\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",
      "0.006769950035959482\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",
      "0.0010827319929376245\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",
      "0.006996122072450817\n",
      "This is Ralphus. He's powering up. Attempting maximum borkdrive. 13/10 inspirational af https://t.co/YnYAFCTTiK\n",
      "0.0016170978778973222\n",
      "\u001b[93m888202515573088257: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\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",
      "0.00243673799559474\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",
      "0.0024398890091106296\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",
      "0.004632385913282633\n",
      "This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX\n",
      "0.003967127064242959\n",
      "You may not have known you needed to see this today. 13/10 please enjoy (IG: emmylouroo) https://t.co/WZqNqygEyV\n",
      "0.006775427144020796\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",
      "0.0005027579609304667\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",
      "0.0027532399399206042\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",
      "0.0028146349359303713\n",
      "This is Derek. He's late for a dog meeting. 13/10 pet...al to the metal https://t.co/BCoWue0abA\n",
      "0.004090363043360412\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",
      "0.0046026811469346285\n",
      "@NonWhiteHat @MayhewMayhem omg hello tanner you are a scary good boy 12/10 would pet with extreme caution\n",
      "0.003040579962544143\n",
      "This is Waffles. His doggles are pupside down. Unsure how to fix. 13/10 someone assist Waffles https://t.co/xZDA9Qsq1O\n",
      "0.0037447880022227764\n",
      "RT @Athletics: 12/10 #BATP https://t.co/WxwJmvjfxo\n",
      "0.004434713046066463\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",
      "0.006956366938538849\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",
      "0.0033354489132761955\n",
      "I have a new hero and his name is Howard. 14/10 https://t.co/gzLHboL7Sk\n",
      "0.0011709750397130847\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",
      "0.004038226907141507\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",
      "0.003823499078862369\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",
      "0.004563478985801339\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",
      "0.004766749916598201\n",
      "This is Kevin. He's just so happy. 13/10 what is your secret Kevin https://t.co/1r4MFCbCX5\n",
      "0.005405526841059327\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",
      "0.0038552629994228482\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",
      "0.003300948068499565\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",
      "0.0048017799854278564\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",
      "0.004694713978096843\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",
      "0.0032449429854750633\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",
      "0.005100154085084796\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",
      "0.006100511993281543\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",
      "0.004494883003644645\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",
      "0.0005035579670220613\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",
      "0.0065353200770914555\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",
      "0.0029383349465206265\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.007005196996033192\n",
      "This is Rey. He's a Benebop Cumberfloof. 12/10 dangerously pettable https://t.co/503CgWbhxQ\n",
      "0.004226165940053761\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",
      "0.004248160985298455\n",
      "@roushfenway These are good dogs but 17/10 is an emotional impulse rating. More like 13/10s\n",
      "0.003706299001350999\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",
      "0.00494184298440814\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",
      "0.011254288023337722\n",
      "This is Louis. He's crossing. It's a big deal. 13/10 h*ckin breathtaking https://t.co/D0wb1GlKAt\n",
      "-0.007673544925637543\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",
      "0.004919654107652605\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",
      "0.003776608849875629\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",
      "0.003933868953026831\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",
      "0.0042787890415638685\n",
      "This is Romeo. He would like to do an entrance. Requesting your immediate assistance. 13/10 https://t.co/Qh5aEkRQm9\n",
      "0.0021259280620142817\n",
      "@RealKentMurphy 14/10 confirmed\n",
      "0.004548340919427574\n",
      "This is Bailey. He thinks you should measure ear length for signs of growth instead. 12/10 https://t.co/IxM9IMKQq8\n",
      "0.006002709968015552\n",
      "This is Duddles. He did an attempt. 13/10 someone help him (vid by Georgia Felici) https://t.co/UDT7ZkcTgY\n",
      "0.0002139778807759285\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",
      "0.0015516049461439252\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",
      "0.005236465949565172\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",
      "0.00518204306717962\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",
      "0.008884069975465536\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",
      "0.002452766988426447\n",
      "Martha is stunning how h*ckin dare you. 13/10 https://t.co/9uABQXgjwa\n",
      "0.0040986358653754\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",
      "0.004988824017345905\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",
      "0.005493802949786186\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",
      "0.0035100040258839726\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",
      "0.009001905913464725\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",
      "-0.005364903016015887\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",
      "0.0031369300559163094\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",
      "0.004760554060339928\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",
      "0.004685555933974683\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",
      "0.000604171073064208\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",
      "0.007712861988693476\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",
      "0.005078178946860135\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",
      "0.004798746085725725\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",
      "0.0014402129454538226\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",
      "0.001959131914190948\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",
      "0.007591853034682572\n",
      "You'll get your package when that precious man is done appreciating the pups. 13/10 for everyone https://t.co/PFp4MghzBW\n",
      "0.005603813100606203\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",
      "0.00211312307510525\n",
      "Meet Cash. He hath acquired a stick. A very good stick tbh. 12/10 would pat head approvingly https://t.co/lZhtizkURD\n",
      "0.00563103414606303\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",
      "0.003888902021571994\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",
      "0.004924170905724168\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",
      "0.004627601010724902\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",
      "0.005133218131959438\n",
      "\u001b[93m873697596434513921: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\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",
      "-0.000967435073107481\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",
      "0.004553936887532473\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",
      "0.004381072940304875\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",
      "0.004700551042333245\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",
      "0.004106229986064136\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",
      "0.0054347331169992685\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",
      "0.006538835004903376\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",
      "0.004433093010447919\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.004925867891870439\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",
      "0.005940539995208383\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",
      "0.006895173923112452\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",
      "0.004522906965576112\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",
      "0.005174886900931597\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",
      "0.004832822014577687\n",
      "Never doubt a doggo 14/10 https://t.co/AbBLh2FZCH\n",
      "0.0056880980264395475\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",
      "0.0069105400471016765\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",
      "0.004501583985984325\n",
      "@ComplicitOwl @ShopWeRateDogs &gt;10/10 is reserved for dogs\n",
      "0.0049437470734119415\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",
      "0.006325603928416967\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",
      "0.005067551974207163\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",
      "0.006069610011763871\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",
      "0.004971203161403537\n",
      "\u001b[93m869988702071779329: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\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",
      "0.0011227038921788335\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",
      "0.007678971975110471\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",
      "0.004565402981825173\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",
      "0.005946483928710222\n",
      "This is Walter. He won't start hydrotherapy without his favorite floatie. 14/10 keep it pup Walter https://t.co/r28jFx9uyF\n",
      "0.0023308200761675835\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",
      "0.008112671901471913\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",
      "0.0005873660556972027\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",
      "0.003896137000992894\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",
      "0.005120050045661628\n",
      "Meet Harold.  He's h*ckin cooperative. 13/10 good work Harold https://t.co/ZYg3NZGICa\n",
      "0.005323510034941137\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",
      "0.0057065950240939856\n",
      "RT @rachaeleasler: these @dog_rates hats are 13/10 bean approved https://t.co/nRCdq4g9gG\n",
      "0.00447594397701323\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",
      "0.00541605893522501\n",
      "\u001b[93m866816280283807744: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\n",
      "He was providing for his family 13/10 how dare you https://t.co/Q8mVwWN3f4\n",
      "0.0006065999623388052\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",
      "0.007020731922239065\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",
      "0.004681666032411158\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",
      "0.00909342896193266\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",
      "0.0045213509583845735\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",
      "0.000860708998516202\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",
      "0.004762762924656272\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",
      "0.0044940379448235035\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",
      "0.0056394110433757305\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",
      "0.004708744934760034\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",
      "0.004436266026459634\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",
      "0.004774482920765877\n",
      "This is Neptune. He's a backpup vocalist for the Dixie Chicks. 13/10 (vid by @AmiWinehouse) https://t.co/tordvmaaop\n",
      "0.004834129009395838\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",
      "0.006706500076688826\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",
      "0.004994282964617014\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",
      "0.00396144506521523\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",
      "0.006045567104592919\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",
      "0.004197559901513159\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",
      "0.005020147073082626\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",
      "0.005158388987183571\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",
      "0.00521380000282079\n",
      "We only rate dogs. Please don't send perfectly toasted marshmallows attempting to drive. Thank you... 13/10 https://t.co/nvZyyrp0kd\n",
      "0.004786800011061132\n",
      "\u001b[93m861769973181624320: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\n",
      "This is Hobbes. He's never seen bubbles before. 13/10 deep breaths buddy https://t.co/QFRlbZw4Z1\n",
      "0.0018951629754155874\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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",
      "0.005322444951161742\n",
      "This is Burt. He thinks your thesis statement is comically underdeveloped. 12/10 intellectual af https://t.co/jH6EN9cEn6\n",
      "0.004886662005446851\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",
      "0.003251295071095228\n",
      "RT @tallylott: h*ckin adorable promposal. 13/10 @dog_rates https://t.co/6n8hzNihJ9\n",
      "0.006132908049039543\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",
      "0.003698582062497735\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",
      "0.0038136520888656378\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",
      "0.0026089049642905593\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",
      "0.0037305429577827454\n",
      "RT @dog_rates: Ohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboy. 10/10 for all (by happytailsresort) https://t.c…\n",
      "0.004400679026730359\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",
      "0.004860540037043393\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",
      "0.005243377992883325\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",
      "0.004685138002969325\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",
      "0.005045577068813145\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",
      "0.006587762152776122\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",
      "0.00486550503410399\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",
      "0.004229635000228882\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",
      "0.005008368054404855\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",
      "0.0053359330631792545\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",
      "0.00463991891592741\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",
      "0.0075990770710632205\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",
      "0.004211353952996433\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",
      "0.006306709023192525\n",
      "@Marc_IRL pixelated af 12/10\n",
      "0.0043799530249089\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",
      "0.0034482600167393684\n",
      "This is Zeke. He performs group cheeky wink tutorials. Pawfect execution here. 12/10 would wink back https://t.co/uMH5CLjXJu\n",
      "0.00488505105022341\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",
      "0.004771505016833544\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",
      "0.004978601005859673\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",
      "0.005855406052432954\n",
      "RT @Jenna_Marbles: @dog_rates Thanks for rating my cermets 14/10 wow I'm so proud I watered them so much\n",
      "0.004787552985362709\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",
      "0.0031414979603141546\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",
      "0.004307455033995211\n",
      "@dhmontgomery We also gave snoop dogg a 420/10 but I think that predated your research\n",
      "0.003579135984182358\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",
      "0.00396312796510756\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",
      "0.006988037959672511\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",
      "-0.003717476036399603\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",
      "0.00305023486725986\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",
      "0.005576669005677104\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",
      "0.004478445975109935\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",
      "0.0031768829794600606\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",
      "0.004703928017988801\n",
      "This is Arya. She can barely contain her excitement for more peanut butter. Also patriotic af. 13/10 https://t.co/AL4Ahm1Rm5\n",
      "0.004585600923746824\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",
      "0.0033794408664107323\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",
      "0.0044526029378175735\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",
      "0.00459761603269726\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",
      "0.004434562986716628\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",
      "0.0012093079276382923\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",
      "-0.002971998997963965\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",
      "0.0051839969819411635\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",
      "0.004788130987435579\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",
      "0.004901889944449067\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.005390135105699301\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",
      "0.007310188026167452\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",
      "0.006330956006422639\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",
      "0.0014840529765933752\n",
      "RT @dog_rates: This is Astrid. She's a guide doggo in training. 13/10 would follow anywhere https://t.co/xo7FZFIAao\n",
      "0.007705133990384638\n",
      "RT @eddie_coe98: Thanks @dog_rates completed my laptop. 10/10 would buy again https://t.co/bO0rThDlXI\n",
      "0.003932695952244103\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",
      "0.005155768943950534\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",
      "0.0048803279642015696\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",
      "0.007633562898263335\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",
      "0.0036927880719304085\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",
      "0.005584317957982421\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",
      "0.006125906948000193\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",
      "0.0038944840198382735\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",
      "0.005405724048614502\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",
      "0.0034943550126627088\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",
      "0.004489635932259262\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",
      "0.00566362589597702\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",
      "0.004726039012894034\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",
      "0.005032132030464709\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",
      "0.004820920992642641\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",
      "0.005127011914737523\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",
      "0.004532642080448568\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",
      "0.003982901922427118\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",
      "0.004366579931229353\n",
      "RT @basic_vacek_: I love my new mug easy 13/10 @dog_rates https://t.co/0bYtoL7Wwt\n",
      "0.004985095001757145\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",
      "0.004844092996791005\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",
      "0.007711994112469256\n",
      ".@breaannanicolee PUPDATE: Cannon has a heart on his nose. Pupgraded to a 13/10\n",
      "0.005450102966278791\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",
      "0.007578931865282357\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",
      "0.0016975919716060162\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",
      "0.0025739968987181783\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",
      "0.0030284469248726964\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",
      "0.00832622405141592\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",
      "0.004604012938216329\n",
      "THIS WAS NOT HIS FAULT HE HAD NO IDEA. 11/10 STILL A VERY GOOD DOG https://t.co/GJ8rozumsy\n",
      "0.009120885981246829\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",
      "0.005140046123415232\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",
      "0.0031721050618216395\n",
      "Meet Jarvis. The snow pupsets him. Officially ready for summer. 12/10 would perform a chilly boop https://t.co/0hLkztpiOW\n",
      "0.0003018139395862818\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",
      "0.003517654025927186\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",
      "0.006546391057781875\n",
      "\u001b[93m845459076796616705: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\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",
      "-1.907197292894125e-05\n",
      "This is Pickles. She's a silly pupper. Thinks she's a dish. 12/10 would dry https://t.co/7mPCF4ZwEk\n",
      "0.005497325910255313\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",
      "0.0034690600587055087\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",
      "0.008489171974360943\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",
      "0.002012128010392189\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",
      "0.005774194956757128\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",
      "0.004577621002681553\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",
      "0.005296761984936893\n",
      "HE WAS DOING A SNOOZE NO SHAME IN A SNOOZE 13/10 https://t.co/Gu5wHx3CBd\n",
      "0.005745033035054803\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",
      "0.006386357010342181\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",
      "0.002398428972810507\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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",
      "0.004618695005774498\n",
      "\u001b[93m842892208864923648: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\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",
      "0.00022505398374050856\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",
      "0.00493964902125299\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",
      "0.004689207882620394\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",
      "0.006771660875529051\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",
      "0.005830255919136107\n",
      "RT @dog_rates: This is Ken. His cheeks are magic. 13/10 (IG: ken_shiba) https://t.co/btzf1zTDeQ\n",
      "0.005400661961175501\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",
      "0.006001621950417757\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",
      "0.005021660937927663\n",
      "We don't rate penguins, but if we did, this one would get 12/10 https://t.co/cEORXhwZ5K\n",
      "0.004876259947195649\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",
      "0.0048602859023958445\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",
      "0.005029502906836569\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",
      "0.005094830063171685\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",
      "0.003759128972887993\n",
      "@0_kelvin_0 &gt;10/10 is reserved for puppos sorry Kevin\n",
      "0.004810159094631672\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",
      "0.005996092921122909\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",
      "0.0031086140079423785\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",
      "0.006004719994962215\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",
      "0.00460063002537936\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",
      "0.005319638061337173\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",
      "0.0038648470072075725\n",
      "RT @alexmartindawg: THE DRINK IS DR. PUPPER 10/10 good pun @matt___nelson @GoodDogsGame https://t.co/act3duiqbL\n",
      "0.0031261160038411617\n",
      "This is Odie. He's big. 13/10 would attempt to ride https://t.co/JEXB9RwBmm\n",
      "0.00553801900241524\n",
      "SHE MISPLACED HER HOOMAN 13/10 MISTAKES HAPPEN https://t.co/ngAxYLVYHP\n",
      "0.0007392769912257791\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",
      "-0.0012296350905671716\n",
      "RT @KibaDva: I collected all the good dogs!! 15/10 @dog_rates #GoodDogs https://t.co/6UCGFczlOI\n",
      "0.004618560080416501\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",
      "0.005533273098990321\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",
      "0.006754006026312709\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",
      "0.004095426062121987\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",
      "0.00518456008285284\n",
      "@markhoppus 182/10\n",
      "0.004788317019119859\n",
      "@bragg6of8 @Andy_Pace_ we are still looking for the first 15/10\n",
      "0.0015173930441960692\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",
      "0.0052231879672035575\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",
      "0.003983706934377551\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",
      "0.0051280210027471185\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",
      "0.005275440169498324\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",
      "0.004704219987615943\n",
      "This is Clark. He passed pupper training today. Round of appaws for Clark. 13/10 https://t.co/7pUjwe8X6B\n",
      "0.007126610027626157\n",
      "\u001b[93m837012587749474308: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\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",
      "0.003323756973259151\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",
      "0.0038129350868985057\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",
      "0.005054536974057555\n",
      "RT @SchafeBacon2016: @dog_rates Slightly disturbed by the outright profanity, but confident doggos were involved. 11/10, would tailgate aga…\n",
      "0.008638063911348581\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",
      "0.0036624260246753693\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",
      "0.0029341260669752955\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",
      "0.0033004480646923184\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",
      "0.0034447030629962683\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",
      "0.004081105929799378\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",
      "0.00625033990945667\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",
      "0.003945025964640081\n",
      "RT @dog_rates: So this just changed my life. 13/10 please enjoy  https://t.co/dsv4xAtfv7\n",
      "0.005727933952584863\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",
      "0.006519544986076653\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",
      "0.00623691501095891\n",
      "@jonnysun @Lin_Manuel ok jomny I know you're excited but 960/00 isn't a valid rating, 13/10 is tho\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0007749879732728004\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",
      "0.0022349850041791797\n",
      "When you're so blinded by your systematic plagiarism that you forget what day it is. 0/10 https://t.co/YbEJPkg4Ag\n",
      "0.005712243961170316\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",
      "0.004719287971965969\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",
      "0.0036337930941954255\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",
      "0.0021445510210469365\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",
      "0.0063660620944574475\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",
      "0.004534709034487605\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",
      "0.006475339061580598\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",
      "0.005524685955606401\n",
      "DOGGO ON THE LOOSE I REPEAT DOGGO ON THE LOOSE 10/10 https://t.co/ffIH2WxwF0\n",
      "0.005119639099575579\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",
      "0.00645157101098448\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",
      "0.004739386960864067\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",
      "0.0057799810310825706\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",
      "0.005049365921877325\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",
      "0.004495658911764622\n",
      "This is Poppy. She just arrived. 13/10 would snug passionately https://t.co/YGeSpyN8Gu\n",
      "0.004786047036759555\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",
      "0.005933642038144171\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",
      "0.004880174994468689\n",
      "RT @EmilieGambril: 12/10 h*cking excited about my new shirt! @dog_rates https://t.co/zFEfMTaHqU\n",
      "0.0053228940814733505\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",
      "0.0041067489655688405\n",
      "Prosperous good boy 13/10 socioeconomic af https://t.co/8YlD5lxPbQ\n",
      "0.006086566019803286\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",
      "0.007697607972659171\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",
      "0.0032249479554593563\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",
      "0.0049018909921869636\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",
      "0.004421819117851555\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",
      "0.0052749160677194595\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",
      "0.0033685979433357716\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",
      "0.004585135844536126\n",
      "@docmisterio account started on 11/15/15\n",
      "0.004912081058137119\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",
      "0.005156799918040633\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",
      "0.00497698993422091\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",
      "0.0043103048810735345\n",
      "@UNC can confirm 12/10\n",
      "0.006745209917426109\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",
      "0.005309704109095037\n",
      "This is Daisy. She has a heart on her butt. 13/10 topical af https://t.co/u6p4LxzHKg\n",
      "0.00396588898729533\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",
      "0.004676835844293237\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",
      "0.0044366049114614725\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",
      "0.006543013965710998\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",
      "0.0018810949986800551\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",
      "-0.0015768740558996797\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",
      "0.005491257878020406\n",
      "Say hello to Reggie. He hates puns. 12/10 lighten pup Reggie https://t.co/X4vNEzAod5\n",
      "0.0011645711492747068\n",
      "This is Lilly. She just parallel barked. Kindly requests a reward now. 13/10 would pet so well https://t.co/SATN4If5H5\n",
      "0.0034352450165897608\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",
      "0.003971117897890508\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",
      "0.006721534999087453\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",
      "0.004746231017634273\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",
      "0.007618435891345143\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",
      "0.003875385969877243\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",
      "0.0049758219392970204\n",
      "This is Astrid. She's a guide doggo in training. 13/10 would follow anywhere https://t.co/xo7FZFIAao\n",
      "0.004304611939005554\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",
      "0.00593672797549516\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",
      "0.00964793807361275\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",
      "-0.0059371659299358726\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.003763314103707671\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",
      "0.006745763821527362\n",
      "Occasionally, we're sent fantastic stories. This is one of them. 14/10 for Grace https://t.co/bZ4axuH6OK\n",
      "0.0027621028712019324\n",
      "This is Mutt Ryan. He's quite confident at the moment. 12/10 rise pup! https://t.co/ZH5CvRlCxt\n",
      "-0.004336009849794209\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",
      "-0.0028074310394003987\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",
      "0.0005473899655044079\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",
      "0.004803511896170676\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",
      "0.004668190027587116\n",
      "Beebop and Doobert should start a band 12/10 would listen\n",
      "0.004475554917007685\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",
      "0.0056018109899014235\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",
      "0.005496570025570691\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",
      "0.004486686899326742\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",
      "0.006574079976417124\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",
      "-0.0043489980744197965\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",
      "0.002049520146101713\n",
      "\u001b[93m827228250799742977: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\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",
      "-0.001394340069964528\n",
      "This is Loki. He smiles like Elvis. Ain't nothin but a hound doggo. 12/10 https://t.co/QV5nx6otZR\n",
      "0.004385523032397032\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",
      "0.006323424051515758\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",
      "0.004591781995259225\n",
      "I was going to do 007/10, but the joke wasn't worth the &lt;10 rating\n",
      "0.005841718055307865\n",
      "This is Pawnd... James Pawnd. He's suave af. 13/10 would trust with my life https://t.co/YprN62Z74I\n",
      "0.006885381997562945\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",
      "0.004615124082192779\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",
      "0.005798364989459515\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",
      "0.00481934892013669\n",
      "This is Ike. He's demonstrating the pupmost restraint. 13/10 super good boy https://t.co/6gHoGah9nm\n",
      "0.0057008699513971806\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",
      "0.008585000992752612\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",
      "0.0033811121247708797\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",
      "0.0006144249346107244\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",
      "0.0016000838950276375\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",
      "0.0011762770591303706\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",
      "0.0012029249919578433\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",
      "0.0028315390227362514\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",
      "0.006734718102961779\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",
      "0.006947329849936068\n",
      "Retweet the h*ck out of this 13/10 pupper #BellLetsTalk https://t.co/wBmc7OaGvS\n",
      "0.004021913046017289\n",
      "This is Nala. She got in trouble. One h*ck of a pupnishment. Still 11/10 would pet https://t.co/EmJbG0skLt\n",
      "0.005950512015260756\n",
      "\"I wish we were dogs\" 14/10 for @BadlandsNPS https://t.co/50qq2DItPW\n",
      "-0.0011344291269779205\n",
      "This is Cash. He's officially given pup on today. 12/10 frighteningly relatable https://t.co/m0hrATIEyw\n",
      "-0.0014970640186220407\n",
      "RT @dog_rates: This is Balto. He's very content. Legendary tongue slippage. 12/10 would pet forever https://t.co/T7Jr4Gw4sC\n",
      "0.003695483086630702\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",
      "0.004180191899649799\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",
      "0.006776807946152985\n",
      "@HistoryInPics 13/10\n",
      "0.004249127930961549\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",
      "0.006474484922364354\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",
      "-0.003327672020532191\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",
      "0.006611863034777343\n",
      "Here's a super supportive puppo participating in the Toronto  #WomensMarch today. 13/10 https://t.co/nTz3FtorBc\n",
      "0.006525726057589054\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",
      "0.003639821894466877\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",
      "0.009412904037162662\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",
      "0.004571978002786636\n",
      "This is Paisley. She really wanted to be president this time. Dreams officially crushed. 13/10 https://t.co/liJGwMp17E\n",
      "0.005146933952346444\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",
      "0.0047475340543314815\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",
      "0.005232902010902762\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",
      "0.006744129001162946\n",
      "This is Jimison. He was just called a good boy. 13/10 https://t.co/djMep7mGkV\n",
      "0.0047729009529575706\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.005325644044205546\n",
      "This is Duchess. She uses dark doggo forces to levitate her toys. 13/10 magical af https://t.co/maDNMETA52\n",
      "0.00705677003134042\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",
      "0.004889447940513492\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",
      "0.00871919293422252\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",
      "-0.0017861680826172233\n",
      "@imgur for a polar bear tho I'd say 13/10 is appropriate\n",
      "0.0017722880002111197\n",
      "This is Luca. He got caught howling. H*ckin embarrassed. 12/10 https://t.co/r8DxA8DYJ2\n",
      "0.005599415162578225\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",
      "0.003686607931740582\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",
      "0.004774675006046891\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",
      "0.005376889952458441\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",
      "0.006546054966747761\n",
      "The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd\n",
      "0.00572027696762234\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",
      "0.00441862503066659\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",
      "0.00534287909977138\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",
      "0.005291384877637029\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",
      "0.005025496939197183\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",
      "0.0048907739110291\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",
      "0.005780747043900192\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",
      "0.00403476704377681\n",
      "This is Howie. He just bloomed. 11/10 revolutionary af https://t.co/m5fYxrO3IU\n",
      "0.005161238950677216\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",
      "0.005840357975102961\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",
      "0.005523898988030851\n",
      "Some happy pupper news to share. 10/10 for everyone involved \n",
      "https://t.co/MefMAZX2uv\n",
      "0.005325472913682461\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",
      "0.008976777084171772\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",
      "0.004828501958400011\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",
      "0.0053388470550999045\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",
      "0.0050313820829615\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",
      "0.0031548740807920694\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",
      "0.004446572973392904\n",
      "Meet Wafer. He represents every fiber of my being. 13/10 very good dog https://t.co/I7bkhxBxUG\n",
      "0.004907247959636152\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",
      "0.004338670987635851\n",
      "RT @dog_rates: This is Chelsea. She forgot how to dog. 11/10 get it together pupper https://t.co/nBJ5RE4yHb\n",
      "0.005257403012365103\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",
      "0.007161219022236764\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",
      "0.0066848540445789695\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",
      "0.005084351054392755\n",
      "This is Autumn. Her favorite toy is a cheeseburger. She takes it everywhere. 11/10 https://t.co/JlPug12E5Z\n",
      "0.005269264103844762\n",
      "Looks like he went cross-eyed trying way too hard to use the force. 12/10 \n",
      "https://t.co/bbuKxk0fM8\n",
      "0.005219414015300572\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",
      "0.00452321395277977\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",
      "0.006191257038153708\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",
      "0.003113062004558742\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",
      "0.004431409062817693\n",
      "This is Ken. His cheeks are magic. 13/10 (IG: ken_shiba) https://t.co/btzf1zTDeQ\n",
      "0.004884032066911459\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",
      "0.005524138105101883\n",
      "RT @dog_rates: Here's a pupper with squeaky hiccups. Please enjoy. 13/10 https://t.co/MiMKtsLN6k\n",
      "0.0038018239429220557\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",
      "0.004626711132004857\n",
      "Name a more iconic quartet... I'll wait. 13/10 for all https://t.co/kCLgD8687T\n",
      "0.0041167730232700706\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",
      "0.006749976892024279\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",
      "-0.002160206902772188\n",
      "This is Timber. He misses Christmas. Specifically the presents part. 12/10 cheer pup Timber https://t.co/dVVavqpeF9\n",
      "-0.0025488390820100904\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",
      "0.005609174957498908\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",
      "0.004342572879977524\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",
      "0.004820368951186538\n",
      "This is Comet. He's a Wild Estonian Poofer. Surprised they caught him. 12/10 would pet well https://t.co/tlfuZ25IMi\n",
      "0.004672616953030229\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",
      "0.007318583084270358\n",
      "RT @dog_rates: This is Larry. He has no self control. Tongue still nifty af tho 11/10 https://t.co/ghyT4Ubk1r\n",
      "-0.0007297679549083114\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",
      "0.004215049906633794\n",
      "Here's a pupper with squeaky hiccups. Please enjoy. 13/10 https://t.co/MiMKtsLN6k\n",
      "0.0024790579918771982\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.005265751970000565\n",
      "This is Akumi. It's his birthday. He received many lickable gifts. 11/10 happy h*ckin birthday https://t.co/gd9UlLOCQ0\n",
      "0.0032122429693117738\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",
      "0.004677934106439352\n",
      "Happy New Year from the squad! 13/10 for all https://t.co/9njRxyUd5L\n",
      "0.005045908153988421\n",
      "This is Cooper. Someone attacked him with a sharpie. Poor pupper. 11/10 nifty tongue slip tho https://t.co/01vpuRDXQ8\n",
      "0.004924338078126311\n",
      "This is Olivia. She's a passionate advocate of candid selfies. 12/10 would boop shnoop https://t.co/0LdNjoiNbv\n",
      "0.005142384907230735\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",
      "-0.0006118880119174719\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",
      "-0.007703859941102564\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",
      "0.004022356006316841\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",
      "0.006540721049532294\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",
      "0.004492026986554265\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",
      "0.003385191084817052\n",
      "This is Sky. She's learning how to roll her R's. 12/10 cultured af https://t.co/OuaVvVkwJ1\n",
      "0.004621269996277988\n",
      "Here is Atlas. He went all out this year. 13/10 downright magical af https://t.co/DVYIZOnO81\n",
      "0.006182510987855494\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",
      "0.004421173012815416\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",
      "0.0051963330479338765\n",
      "This is Eleanor. She winks like she knows many things that you don't. 12/10 https://t.co/bxGwkJa2kE\n",
      "0.004614178906194866\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",
      "0.005843080929480493\n",
      "Everybody stop what you're doing and look at this dog with her tiny Santa hat. 13/10 https://t.co/KK4XQK9SPi\n",
      "0.005282438942231238\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",
      "0.005978706991299987\n",
      "Here's an anonymous doggo that appears to be very done with Christmas. 11/10 cheer up pup https://t.co/BzITyGw3JA\n",
      "0.005861483048647642\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",
      "0.006266925949603319\n",
      "This is Rocky. He got triple-doggo-dared. Stuck af. 11/10 someone help him https://t.co/soNL00XWVu\n",
      "0.00503939890768379\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",
      "0.000989579944871366\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",
      "0.0057573080994188786\n",
      "This is Bauer. He had nothing to do with the cookies that disappeared. 13/10 very good boy https://t.co/AIMF8ouzvl\n",
      "0.004534463980235159\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",
      "0.0035147679736837745\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",
      "0.006102984887547791\n",
      "This is Brandi and Harley. They are practicing their caroling for later. Both 12/10 festive af https://t.co/AbBDuGZUpp\n",
      "0.004865627037361264\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",
      "0.0054086989257484674\n",
      "This is Mary. She's desperately trying to recreate her Coachella experience.   12/10 downright h*ckin adorable https://t.co/BAJrfPvtux\n",
      "0.004843384143896401\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",
      "0.005817992961965501\n",
      "Say hello to Ted. He accidentally opened the front facing camera. 11/10 h*ckin unpupared https://t.co/sIB5C6FDop\n",
      "0.0053957399213686585\n",
      "This is Halo. She likes watermelon. 13/10 https://t.co/TZkiQZqwA6\n",
      "0.0037966840900480747\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",
      "0.0026826850371435285\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",
      "0.006740401033312082\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",
      "0.004119919962249696\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",
      "0.002632208983413875\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",
      "-0.0003128350945189595\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",
      "0.004848786164075136\n",
      "This is Phil. He's a father. A very good father too. 13/10 everybody loves Phil https://t.co/9p6ECXJMMu\n",
      "0.004501100047491491\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",
      "0.005205195862799883\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",
      "0.004556918982416391\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",
      "0.005341553944163024\n",
      "I call this one \"A Blep by the Sea\" 12/10 https://t.co/EMdnCugNbo\n",
      "0.004226643010042608\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",
      "0.005799463018774986\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",
      "0.0032062209211289883\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",
      "0.004759112023748457\n",
      "Here's a pupper in a onesie. Quite pupset about it. Currently plotting revenge. 12/10 would rescue https://t.co/xQfrbNK3HD\n",
      "0.004677518969401717\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",
      "0.0052319420501589775\n",
      "This is Seamus. He's very bad at entering pools. Still a very good boy tho 11/10 https://t.co/hfi264QwYM\n",
      "0.005180656095035374\n",
      "RT @dog_rates: This is Milo. I would do terrible things for Milo. 13/10 https://t.co/R6wJyC2Tey\n",
      "0.005157342995516956\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",
      "0.00453693512827158\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",
      "0.008244117023423314\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",
      "0.003753716009669006\n",
      "This is Stephan. He just wants to help. 13/10 such a good boy https://t.co/DkBYaCAg2d\n",
      "0.004900584928691387\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",
      "0.007014903123490512\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is Lennon. He's a Boopershnoop Pupperdoop. Quite rare. Exceptionally pettable. 12/10 would definitely boop that shnoop https://t.co/fhgP6vSfhX\n",
      "0.004488085978664458\n",
      "\"Good afternoon class today we're going to learn what makes a good boy so good\" 13/10 https://t.co/f1h2Fsalv9\n",
      "0.005415774998255074\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",
      "0.004953472060151398\n",
      "Hooman catch successful. Massive hit by dog. Fumble ensued. Possession to dog. 13/10 https://t.co/QrFkqgHR1G\n",
      "0.004240568028762937\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",
      "0.006407844950444996\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",
      "-0.003766027046367526\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",
      "0.006173470988869667\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",
      "0.004812067956663668\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",
      "0.005133189959451556\n",
      "This is Duke. He is not a fan of the pupporazzi. 12/10 https://t.co/SgpBVYIL18\n",
      "0.004872467834502459\n",
      "RT @dog_rates: This is Reginald. He's one magical puppo. Aerodynamic af. 12/10 would catch https://t.co/t0cEeRbcXJ\n",
      "0.004215005086734891\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",
      "0.005907997954636812\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",
      "0.004841260961256921\n",
      "This is Shooter. He's doing quite the snowy zoom. 12/10 https://t.co/lHy4Xbyhd9\n",
      "0.004774369997903705\n",
      "This is Django. He accidentally opened the front facing camera. Did him quite the frighten. 12/10 https://t.co/kQVQoOW9NZ\n",
      "0.005166179966181517\n",
      "HE'S TRYING TO BE HIS OWN PERSON LET HIM GO 13/10\n",
      "https://t.co/LEZ8jR5txd\n",
      "0.005269616027362645\n",
      "RT @dog_rates: This is Rusty. He's going D1 for sure. Insane vertical. 13/10 would draft https://t.co/AsykOwMrXQ\n",
      "0.004387655993923545\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",
      "0.0015529500087723136\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",
      "0.004526990000158548\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",
      "0.005192612996324897\n",
      "Pupper hath acquire enemy. 13/10 https://t.co/ns9qoElfsX\n",
      "0.005870023975148797\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",
      "0.005461015971377492\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",
      "0.008784980047494173\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",
      "0.003497775993309915\n",
      "This is Marley. She's having a ruff day. Pretty pupset. 12/10 would assist https://t.co/yLm7hQ6UXh\n",
      "0.004969540168531239\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",
      "0.005061562871560454\n",
      "This is Bailey. She has mastered the head tilt. 11/10 rather h*ckin adorable https://t.co/urhl90ZE1O\n",
      "0.004058214952237904\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",
      "0.006071296986192465\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",
      "0.004589026095345616\n",
      "Like doggo, like pupper version 2. Both 11/10 https://t.co/9IxWAXFqze\n",
      "0.005071358056738973\n",
      "\u001b[93m802247111496568832: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\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",
      "-0.0025824178010225296\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",
      "0.002667986904270947\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",
      "0.004040698986500502\n",
      ".@NBCSports OMG THE TINY HAT I'M GOING TO HAVE TO SAY 11/10 NBC\n",
      "0.0015089219668880105\n",
      "This is Wallace. He'll be your chau-fur this evening. 12/10 eyes on the road Wallace https://t.co/p1RD39XjUe\n",
      "0.0004702670266851783\n",
      "oh h*ck 10/10 https://t.co/bC69RrW559\n",
      "0.002315864898264408\n",
      "This is Milo. I would do terrible things for Milo. 13/10 https://t.co/R6wJyC2Tey\n",
      "0.004887537099421024\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",
      "0.00495366204995662\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",
      "0.0026012019952759147\n",
      "@SkyWilliams doggo simply protecting you from evil that which you cannot see. 11/10 would give extra pets\n",
      "0.00448115193285048\n",
      "RT @Lin_Manuel: 11/10 would recommend. https://t.co/pnUF69K4xk\n",
      "0.0006120289908722043\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",
      "0.0002903849817812443\n",
      "This is Chef. Chef loves everyone and wants everyone to love each other. 11/10 https://t.co/ILHGs0e6Dm\n",
      "0.00343942001927644\n",
      "Here's a very sleepy pupper. Appears to be portable as h*ck. 12/10 would snug intensely https://t.co/61sX7pW5Ca\n",
      "0.0029856349574401975\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",
      "0.005020189099013805\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",
      "0.004455016111023724\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",
      "0.0019643090199679136\n",
      "This is Peaches. She's the ultimate selfie sidekick. Super sneaky tongue slip appreciated. 13/10 https://t.co/pbKOesr8Tg\n",
      "0.003691653022542596\n",
      "Here's a doggo doin a struggle. 11/10 much determined https://t.co/gQqRBfkX4I\n",
      "0.00047528313007205725\n",
      "RT @dog_rates: This is Tucker. He would like a hug. 13/10 someone hug him https://t.co/wdgY9oHPrT\n",
      "0.0018486299086362123\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",
      "0.002230423968285322\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",
      "0.0014874309999868274\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",
      "0.0030585109489038587\n",
      "This is Jeffrey. He's quite the jokester. Takes it too far sometimes. Still 11/10 would pet https://t.co/YDtZcAiMAf\n",
      "0.0033226528903469443\n",
      "This is Mister. He only wears the most fashionable af headwear. 11/10 h*ckin stylish https://t.co/BXJFKOVnJm\n",
      "0.0026006740517914295\n",
      "This is Iroh. He's in a predicament. 12/10 someone help him https://t.co/KJAKO2kXsL\n",
      "0.004403035040013492\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",
      "0.001995461992919445\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",
      "0.0058560899924486876\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0018113950500264764\n",
      "RT @dog_rates: This is Stubert. He just arrived. 10/10 https://t.co/HVGs5aAKAn\n",
      "0.0015216529136523604\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",
      "0.00486629584338516\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",
      "0.0032119309762492776\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",
      "0.002961126039735973\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",
      "0.0030189669923856854\n",
      "RT @dog_rates: This is Lola. She fell asleep on a piece of pizza. 10/10 frighteningly relatable https://t.co/eqmkr2gmPH\n",
      "0.004091127892024815\n",
      "RT @dog_rates: This is Paull. He just stubbed his toe. 10/10 deep breaths Paull https://t.co/J5Mqn8VeYq\n",
      "0.004052562988363206\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",
      "0.006112356088124216\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",
      "0.005139379063621163\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",
      "0.008062629960477352\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",
      "0.005505374050699174\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",
      "0.004907983937300742\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",
      "0.005149448988959193\n",
      "This is Cassie. She steals things. Guilt increases slightly each time. 12/10 would forgive almost immediately https://t.co/Ia19irLwyB\n",
      "0.0004636420635506511\n",
      "This is Pancake. She loves Batman and winks like a h*ckin champ. 12/10 real crowd pleaser https://t.co/6kqsAjJNhi\n",
      "0.0008902490371838212\n",
      "@JODYHiGHROLLER it may be an 11/10 but what do I know 😉\n",
      "0.007170176832005382\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",
      "0.0036359679652377963\n",
      "This is Tyr. He's just checking on you. Nifty af tongue slip. 12/10 would absolutely pet https://t.co/Jgnuiyvq06\n",
      "0.004797080066055059\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",
      "0.004595277016051114\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",
      "0.006499870913103223\n",
      "Here's a sleepy doggo that requested some assistance. 12/10 would carry everywhere https://t.co/bvkkqOjNDV\n",
      "-0.00028988602571189404\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",
      "0.005333311157301068\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",
      "0.004070890950970352\n",
      "This is Ruby. She just turned on the news. Officially terrified. 11/10 deep breaths Ruby https://t.co/y5KarNXWXt\n",
      "0.00530608999542892\n",
      "#ImWithThor 13/10\n",
      "https://t.co/a18mzkhTf6\n",
      "0.0053711460204795\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",
      "0.005134787177667022\n",
      "This is Yogi. He's 98% floof. Snuggable af. 12/10 https://t.co/opoXKxmfFm\n",
      "0.0039250911213457584\n",
      "This is Daisy. She's here to make your day better. 13/10 mission h*ckin successful https://t.co/PbgvuD0qIL\n",
      "0.005123893963173032\n",
      "Elder doggo does a splash. Both 13/10 incredible stuff https://t.co/gBUDjdEcqz\n",
      "0.005257662036456168\n",
      "This is Brody. He's trying to make the same face as the football. 12/10 https://t.co/2H4MfOGlpQ\n",
      "0.004835110041312873\n",
      "This is Bailey. She loves going down slides but is very bad at it. Still 11/10 https://t.co/ivPWhspN3E\n",
      "0.0053775429259985685\n",
      "RT @dog_rates: This is Rizzy. She smiles a lot. 12/10 contagious af https://t.co/TU4sZogVIq\n",
      "0.004760514828376472\n",
      "This is Mack. He's rather h*ckin sleepy. Exceptional ears. 12/10 would boop https://t.co/XRPvTPF0VH\n",
      "0.0048365750117227435\n",
      "RT @dog_rates: This is Butter. She can have whatever she wants forever. 12/10 would hug softly https://t.co/x5gXRS1abq\n",
      "0.0037123620277270675\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",
      "0.004546174895949662\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",
      "0.003408184042200446\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",
      "0.00497456593438983\n",
      "This is Clark. He was just caught wearing pants. 13/10 game-changing af https://t.co/2Xo19aPrG5\n",
      "-5.368993151932955e-05\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",
      "0.0030759619548916817\n",
      "This is Dobby. I can't stop looking at her feet. 12/10 would absolutely snug https://t.co/LhzPWv6rTv\n",
      "0.004773111897520721\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",
      "0.004150316002778709\n",
      "This is Moreton. He's the Good Boy Who Lived. 13/10 magical as h*ck https://t.co/rLHGx3VAF3\n",
      "0.0065995120676234365\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",
      "0.005692369071766734\n",
      "Oh h*ck look at this spookling right here. Fright level off the charts. 12/10 sufficiently spooked https://t.co/BNy9IIJMb0\n",
      "0.009264596039429307\n",
      "This is Tucker. He's out here bustin h*ckin ghosts. 13/10 dedicated af https://t.co/Ap477GhwXt\n",
      "0.004319890053011477\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",
      "0.0076397310476750135\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",
      "0.03167133603710681\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",
      "-0.0015531119424849749\n",
      "This is Newt. He's a strawberry. 11/10 https://t.co/2VhmlwxA1Q\n",
      "-0.0006013019010424614\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",
      "0.0058991380501538515\n",
      "This is Nida. She's a free elf. Waited so long for this day. 11/10 https://t.co/3lE8Izgmkf\n",
      "0.004677661927416921\n",
      "Your favorite squad is looking extra h*ckin spooky today. 13/10 for all https://t.co/PrgvOyPtDT\n",
      "0.003592667984776199\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",
      "0.008673454052768648\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",
      "0.0006685570115223527\n",
      "This is Bailey. She's rather h*ckin hype for Halloween tomorrow. Carved those pupkins herself. 12/10 https://t.co/v17mFm0Ftz\n",
      "0.005106563912704587\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",
      "0.004562778980471194\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",
      "0.005290853907354176\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",
      "0.005831573158502579\n",
      "RT @dog_rates: This little fella really hates stairs. Prefers bush. 13/10 legendary pupper https://t.co/e3LPMAHj7p\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0037369559286162257\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",
      "0.004267023992724717\n",
      "RT @dog_rates: This is Maddie. She gets some wicked air time. Hardcore barkour. 11/10 nimble af https://t.co/bROYbceZ1u\n",
      "0.004249157034792006\n",
      "Vine will be deeply missed. This was by far my favorite one. 14/10 https://t.co/roqIxCvEB3\n",
      "0.005800921004265547\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",
      "0.008671876974403858\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",
      "0.002818880951963365\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",
      "0.004993106937035918\n",
      "RT @dog_rates: This is Alfie. He's touching a butt. Couldn't be happier. 11/10 https://t.co/gx3xF5mZbo\n",
      "0.05535368202254176\n",
      "This is Misty. She has a cowboy hat on her nose. 12/10 https://t.co/Eno0mypHIr\n",
      "-0.04858127096667886\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",
      "0.004405458923429251\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",
      "0.004793428000994027\n",
      "This is Mosby. He appears to be rather h*ckin snuggable af. 12/10 keep it up Mosby https://t.co/IiiBq460I7\n",
      "0.004746648017317057\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",
      "0.004832372069358826\n",
      "Meet Maggie. She can hear your cells divide. 12/10 can also probably fly https://t.co/ovE2hqXryV\n",
      "0.004967580083757639\n",
      "This is Bruce. He never backs down from a challenge. 11/10 you got this Bruce https://t.co/aI7umZHIq7\n",
      "0.005824540974572301\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",
      "0.0070228580152615905\n",
      "This is Happy. He's a bathtub reviewer. Seems to be pleased with this one. 12/10 https://t.co/Ln89R4FP7v\n",
      "0.004379237885586917\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",
      "0.006394787109456956\n",
      "This is Ralphy. His dreams were just shattered. Poor pupper. 13/10 it'll be ok Ralphy https://t.co/P0kSN6rT6H\n",
      "0.006726795108988881\n",
      "This is Eli. He can fly. 13/10 magical af https://t.co/huPSJJ7FDI\n",
      "0.0037920570466667414\n",
      "This is Brownie. She's wearing a Halloween themed onesie. 12/10 festive af https://t.co/0R4meWXFOx\n",
      "0.00350873707793653\n",
      "This is Rizzy. She smiles a lot. 12/10 contagious af https://t.co/TU4sZogVIq\n",
      "0.0040050140814855695\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",
      "0.006501658004708588\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",
      "0.004184424062259495\n",
      "This is Stella. She's happier than I will ever be. 10/10 would trade lives with https://t.co/JSs2bfDtTS\n",
      "0.004904462955892086\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",
      "0.005249563022516668\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",
      "0.005259383004158735\n",
      "This is Butter. She can have whatever she wants forever. 12/10 would hug softly https://t.co/x5gXRS1abq\n",
      "0.0045813939068466425\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",
      "0.013163831899873912\n",
      "This is Dexter. He breaks hearts for a living. 11/10 h*ckin handsome af https://t.co/4DhSsC1W7S\n",
      "-0.005233354982919991\n",
      "Atlas is back and this time he's got doggles. Still 13/10 solarly conscious af https://t.co/s7MgFWDySc\n",
      "0.005906607024371624\n",
      "This is Leo. He's a golden chow. Rather h*ckin rare. 13/10 would give extra pats https://t.co/xosHjFzVXc\n",
      "0.0029951630858704448\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",
      "0.0035418799379840493\n",
      "Did... did they pick out that license plate? 12/10 for both https://t.co/lRmUUOxgbQ\n",
      "-0.0007257970282807946\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",
      "0.004469678970053792\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",
      "0.006272289087064564\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",
      "0.0008796030888333917\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",
      "9.593204595148563e-05\n",
      "RT @dog_rates: This is Carl. He's very powerful. 12/10 don't mess with Carl https://t.co/v5m2bIukXc\n",
      "0.00244960596319288\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",
      "0.0053768138168379664\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",
      "0.004039736930280924\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",
      "0.0008728248067200184\n",
      "\"Honestly Kathleen I just want more Ken Bone\" 12/10 https://t.co/HmlEvAMP4r\n",
      "0.006616840022616088\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",
      "0.004326458089053631\n",
      "This is Rizzo. He has many talents. A true renaissance doggo. 13/10 entertaining af https://t.co/TVXpEJB7Wn\n",
      "0.00579241500236094\n",
      "This is Arnie. He's afraid of his own bark. 12/10 would comfort https://t.co/ObT2tSxXit\n",
      "0.00614569999743253\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",
      "0.0025612059980630875\n",
      "13/10 for breakdancing puppo @shibbnbot\n",
      "0.0045374920591712\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",
      "0.005026859929785132\n",
      "This is Lucy. She's strives to be the best potato she can be. 12/10 would boop https://t.co/lntsj7Fc4Y\n",
      "-0.0004769719671458006\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",
      "0.00502417900133878\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",
      "0.004790883045643568\n",
      "This is Dallas. Her tongue is ridiculous. 11/10 h*ckin proud af https://t.co/h4jhlH4EyG\n",
      "0.004821977927349508\n",
      "Today, 10/10, should be National Dog Rates Day\n",
      "0.005152774974703789\n",
      "This is Doc. He requested to be carried around like that. 12/10 anything for Doc https://t.co/mWYACm4qnx\n",
      "0.005170241929590702\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",
      "0.005179946077987552\n",
      "This is Rusty. He's going D1 for sure. Insane vertical. 13/10 would draft https://t.co/AsykOwMrXQ\n",
      "0.0002681080950424075\n",
      "This is Frankie. He has yet to learn how to control his tongue. 11/10 maybe one day https://t.co/p6fgYe2dB6\n",
      "0.005773631855845451\n",
      "This is Stormy. He's curly af. Already pupared for Coachella next year. 12/10 https://t.co/PHA1vtqqpt\n",
      "0.002442144090309739\n",
      "This is Reginald. He's one magical puppo. Aerodynamic af. 12/10 would catch https://t.co/t0cEeRbcXJ\n",
      "0.005234033102169633\n",
      "This is Balto. He's very content. Legendary tongue slippage. 12/10 would pet forever https://t.co/T7Jr4Gw4sC\n",
      "0.006759550073184073\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",
      "0.005160640925168991\n",
      "This is Mairi. She has mastered the art of camouflage. 12/10 h*ckin sneaky af https://t.co/STcPjiNAHp\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.00421470811124891\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",
      "0.00791606109123677\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",
      "0.0045616410207003355\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",
      "0.003949472913518548\n",
      "RT @dog_rates: This is Kenny. He just wants to be included in the happenings. 11/10 https://t.co/2S6oye3XqK\n",
      "0.0021506270859390497\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",
      "0.0004186459118500352\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",
      "0.0038802220951765776\n",
      "This is Cali. She arrived preassembled. Convenient af. 12/10 appears to be rather h*ckin pettable https://t.co/vOBV1ZqVcX\n",
      "0.005929672974161804\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",
      "0.004846204072237015\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",
      "0.0026928450679406524\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",
      "0.005493635893799365\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",
      "0.0053710020147264\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",
      "0.005373090971261263\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",
      "0.005048826918937266\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",
      "0.006918596103787422\n",
      "This is Combo. The daily struggles of being a doggo have finally caught up with him. 11/10 https://t.co/LOKrNo0OM7\n",
      "0.004999132943339646\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",
      "0.005054733017459512\n",
      "Pupper butt 1, Doggo 0. Both 12/10 https://t.co/WQvcPEpH2u\n",
      "0.004956007935106754\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",
      "0.004595206002704799\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",
      "-0.0009234918979927897\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",
      "0.00291017210111022\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",
      "0.006798914051614702\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",
      "0.003672668128274381\n",
      "Meet Hercules. He can have whatever he wants for the rest of eternity. 12/10 would snug passionately https://t.co/mH0IOyFdIG\n",
      "0.0068927130196243525\n",
      "Here's a perturbed super floof. 12/10 would snug so damn well https://t.co/VG095mi09Q\n",
      "0.0048804329708218575\n",
      "RT @dog_rates: This is Bell. She likes holding hands. 12/10 would definitely pet with other hand https://t.co/BXIuvkQO9b\n",
      "0.005075866123661399\n",
      "RT @Patreon: Well. @dog_rates is on Patreon. \n",
      "\n",
      "12/10. \n",
      "\n",
      "https://t.co/rnKvzt6RJs https://t.co/v4e2ywe8iO\n",
      "0.0045219449093565345\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",
      "0.005136005929671228\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",
      "0.0045048538595438\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",
      "0.005594196147285402\n",
      "Here's a doggo questioning his entire existence. 10/10 someone tell him he's a good boy  https://t.co/dVm5Hgdpeb\n",
      "0.004077662946656346\n",
      "This is Scout. He really wants to kiss himself. H*ckin inappropriate. 11/10 narcissistic af https://t.co/x0gV2Ck3AD\n",
      "0.004349735914729536\n",
      "Have you ever seen such a smol pupper? Portable af. 12/10 would keep in shirt pocket https://t.co/KsqaIzlQ12\n",
      "0.007829013979062438\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",
      "0.0028244940331205726\n",
      "This is Reggie. He hugs everyone he meets. 12/10 keep spreading the love Reggie https://t.co/uMfhduaate\n",
      "0.0064015839016065\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",
      "0.002308263909071684\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",
      "0.006470585009083152\n",
      "RT @dog_rates: In case you haven't seen the most dramatic sneeze ever... 13/10 https://t.co/iy7ylyZcsE\n",
      "0.0026692220708355308\n",
      "Oh my god it's Narcos but Barkos. 13/10 someone please make this happen\n",
      "https://t.co/tird9cIlzB\n",
      "0.0015775979263707995\n",
      "This is Mya (pronounced \"mmmyah?\"). Her head is round af. 11/10 would pat accordingly https://t.co/1dpEuALnY0\n",
      "0.0036967318737879395\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",
      "0.008494354900904\n",
      "This is Penny. She's a sailor pup. 11/10 would take to the open seas with https://t.co/0rRxyBQt32\n",
      "0.003747055889107287\n",
      "RIP Loki. Thank you for the good times. You will be missed by many. 14/10 https://t.co/gJKD9pst5A\n",
      "0.003279884112998843\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",
      "0.004488234990276396\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",
      "0.004621321917511523\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",
      "0.0046301670372486115\n",
      "Evolution of a pupper yawn featuring Max. 12/10 groundbreaking stuff https://t.co/t8Y4x9DmVD\n",
      "0.004314927035011351\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",
      "0.002941176062449813\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",
      "0.00542138097807765\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",
      "0.004674453171901405\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",
      "0.0054547738982364535\n",
      "RT @dog_rates: This is Arnie. He's a Nova Scotian Fridge Floof. Rare af. 12/10 https://t.co/lprdOylVpS\n",
      "0.006603706977330148\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",
      "0.00520249898545444\n",
      "This is Jeffrey. He's being held so he doesn't fly away. 12/10 would set free https://t.co/d3aLyCykn7\n",
      "0.004746251972392201\n",
      "RT @dog_rates: Everybody look at this beautiful pupper 13/10 https://t.co/hyAC5Hq9GC\n",
      "0.006003444083034992\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",
      "0.004773069988004863\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",
      "0.004489277955144644\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.002840787055902183\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",
      "0.003591747023165226\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",
      "0.0023680218728259206\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",
      "0.004785057040862739\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",
      "0.005698882043361664\n",
      "RT @dog_rates: Like father (doggo), like son (pupper). Both 12/10 https://t.co/pG2inLaOda\n",
      "0.004152728011831641\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",
      "0.0032380330376327038\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",
      "0.0045080200070515275\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",
      "0.0013958479976281524\n",
      "This is Finley. He's an independent doggo still adjusting to life on his own. 11/10 https://t.co/7FNcBaKbci\n",
      "-0.0002933029318228364\n",
      "This is Maximus. A little rain won't stop him. He will persevere. 12/10 innovative af  https://t.co/2OmDMAkkou\n",
      "0.005651082959957421\n",
      "\u001b[93m775096608509886464: [{'code': 144, 'message': 'No status found with that ID.'}]\u001b[0m\n",
      "This is Tucker. He would like a hug. 13/10 someone hug him https://t.co/wdgY9oHPrT\n",
      "0.0030949770007282495\n",
      "This is Finley. She's a Beneboop Cumbersplash. 12/10 I'd do unspeakable things for Finley https://t.co/dS8SCbNF9P\n",
      "0.005982707953080535\n",
      "This is Sprinkles. He's trapped in light jail. 10/10 would post bail for him https://t.co/4s5Xlijogu\n",
      "-0.0020208139903843403\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",
      "0.0012516019633039832\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",
      "0.005658241920173168\n",
      "This is Heinrich (pronounced \"Pat\"). He's a Botswanian Vanderfloof. Snazzy af bandana. 12/10 downright puptacular https://t.co/G56ikYAqFg\n",
      "0.004511006991378963\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",
      "0.004132401896640658\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",
      "0.006478298106230795\n",
      "This is Chelsea. She forgot how to dog. 11/10 get it together pupper https://t.co/nBJ5RE4yHb\n",
      "0.004861591034568846\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",
      "0.0035277679562568665\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",
      "0.005192794953472912\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",
      "0.0051823059329763055\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",
      "0.00432663201354444\n",
      "You need to watch these two doggos argue through a cat door. Both 11/10 https://t.co/qEP31epKEV\n",
      "0.004535053973086178\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",
      "0.003675259998999536\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",
      "0.0017851669108495116\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",
      "-0.0047922240337356925\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",
      "0.007473387056961656\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",
      "0.001960269990377128\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",
      "0.0015052519738674164\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",
      "0.0019907511305063963\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",
      "0.006121398066170514\n",
      "Doggo will persevere. 13/10\n",
      "https://t.co/yOVzAomJ6k\n",
      "-0.0012455279938876629\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",
      "0.002218803041614592\n",
      "This is Dakota. He's just saying hi. That's all. 12/10 someone wave back https://t.co/1tWe5zZoHv\n",
      "0.0036504510790109634\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",
      "0.0038792010163888335\n",
      "RT @dog_rates: This is Frankie. He's wearing blush. 11/10 really accents the cheek bones https://t.co/iJABMhVidf\n",
      "0.007267418084666133\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",
      "0.004915709025226533\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",
      "0.004850758006796241\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",
      "0.007580786012113094\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",
      "0.0035445288522168994\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",
      "0.0052179680205881596\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",
      "0.0025776950642466545\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",
      "0.0046543830540031195\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",
      "0.0048595849657431245\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",
      "0.004363283049315214\n",
      "This is Jackson. There's nothing abnormal about him. Just your average really good dog. 10/10 https://t.co/3fEPpj0KYw\n",
      "0.0064730949234217405\n",
      "RT @dog_rates: This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC\n",
      "0.0062536930199712515\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",
      "0.008033983991481364\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",
      "0.004564794013276696\n",
      "This is Titan. He's trying to make friends. Offering up his favorite stick. 13/10 philanthropic af https://t.co/vhrkz0dK4v\n",
      "0.00287112093064934\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",
      "0.005649606115184724\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",
      "0.004867443931289017\n",
      "This is Kirby. His bowl weighs more than him. 12/10 would assist https://t.co/UlB2mzw3Xs\n",
      "0.005050156963989139\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",
      "0.0047230079071596265\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.004594665952026844\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",
      "0.004784620134159923\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",
      "0.005675551015883684\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",
      "0.0052868250058963895\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",
      "0.00439693289808929\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",
      "0.006405689055100083\n",
      "This is Tito. He's on the lookout. Nobody knows for what. 10/10 https://t.co/Qai481H6RA\n",
      "0.0031752459472045302\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",
      "0.004017491010017693\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",
      "0.008103264961391687\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",
      "0.0034833760000765324\n",
      "\u001b[93m767122157629476866: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m766864461642756096: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m766793450729734144: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m766714921925144576: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m766693177336135680: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m766423258543644672: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
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      "\u001b[93m754856583969079297: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\u001b[93m745074613265149952: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n"
     ]
    },
    {
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      "\u001b[93m737322739594330112: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m737310737551491075: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m736736130620620800: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m736392552031657984: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m736365877722001409: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m736225175608430592: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m736010884653420544: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m735991953473572864: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m735648611367784448: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m735635087207878657: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m735274964362878976: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m735256018284875776: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m735137028879360001: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m734912297295085568: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m734787690684657664: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m734776360183431168: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m734559631394082816: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "This is Terry. The harder you hug him the farther his tongue sticks out. 10/10 magical af https://t.co/RFToQQI8fJ\n",
      "0.004175033885985613\n",
      "This is Moose. He's a Polynesian Floofer. Dapper af. 10/10 would pet diligently https://t.co/mVfqRdppTL\n",
      "0.0054199539590626955\n",
      "\"Ello this is dog how may I assist\" ...10/10 https://t.co/jeAENpjH7L\n",
      "0.003360340022481978\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",
      "0.003690124023705721\n",
      "Like father (doggo), like son (pupper). Both 12/10 https://t.co/pG2inLaOda\n",
      "0.005339819006621838\n",
      "This is Ralpher. He's an East Guinean Flop Dog. Cuddly af. 12/10 https://t.co/rVOLuNRpjH\n",
      "0.005212048068642616\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",
      "0.004783650161698461\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",
      "0.004837897140532732\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",
      "0.004687123000621796\n",
      "This is Larry. He has no self control. Tongue still nifty af tho 11/10 https://t.co/ghyT4Ubk1r\n",
      "0.006237423978745937\n",
      "This is Solomon. He's a Beneroo Cumberflop. 12/10 would hug passionately https://t.co/5phLAnGPTP\n",
      "0.003136300132609904\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",
      "0.004687751992605627\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",
      "-0.000642624101601541\n",
      "This is Rooney. He can't comprehend glass. 10/10 it'll be ok pupper https://t.co/CnUl2uDBBV\n",
      "0.005048420978710055\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",
      "0.004927368019707501\n",
      "This is Ziva. She doesn't know how her collar works. 11/10 would totally fix for her https://t.co/K7pthJXjWE\n",
      "0.00509077194146812\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",
      "0.004714385024271905\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.003166876034811139\n",
      "\"Challenge completed\" \n",
      "(pupgraded to 12/10) https://t.co/85dTK7XCXB\n",
      "0.00507083092816174\n",
      "This is Stefan. He's a downright remarkable pup. 13/10 https://t.co/Ebjt6Y4fMh\n",
      "0.006209906889125705\n",
      "Meet Pupcasso. You can't afford his art. 13/10 talented af https://t.co/f2VUpy4WO0\n",
      "0.004662871942855418\n",
      "\"Challenge accepted\"\n",
      "10/10 https://t.co/vNjvr5Bl9u\n",
      "0.00523546792101115\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",
      "0.005005254060961306\n",
      "When you're way too slow for the \"down low\" portion of a high five. 13/10 https://t.co/Cofwoy7Vpq\n",
      "0.002939115045592189\n",
      "This is Flurpson. He can't believe it's not butter. 10/10 https://t.co/XD3ort1PsE\n",
      "0.004496490000747144\n",
      "This is Coleman. Somebody needs to tell him that he's sitting in chairs wrong. 8/10 https://t.co/O10zjJ2Ixs\n",
      "0.004806202137842774\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",
      "0.0048065579030662775\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",
      "0.007350299973040819\n",
      "This is Raymond. He controls fountains with his tongue. 11/10 pretty damn magical https://t.co/9aMxSbOaAZ\n",
      "0.0034354019444435835\n",
      "This is all I want in my life. 12/10 for super sleepy pupper https://t.co/4RlLA5ObMh\n",
      "0.005054362933151424\n",
      "This is Rueben. He has reached ultimate pupper zen state. 11/10 tranquil af https://t.co/Z167HgtnBi\n",
      "0.004177706083282828\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",
      "0.0031104868976399302\n",
      "Here's a doggo struggling to cope with the winds. 13/10 https://t.co/qv3aUwaouT\n",
      "0.006245585973374546\n",
      "This pupper had to undergo emergency haircut surgery so he could hear again. 10/10 miraculous af https://t.co/fUyDIFkBwx\n",
      "0.005259671015664935\n",
      "This pupper was about to explain where that dirt came from but then decided against it. 11/10 https://t.co/SbaelU6zRs\n",
      "0.004310343996621668\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",
      "0.004546212963759899\n",
      "This is Karll. He just wants to go kayaking. 10/10 please someone take Karll kayaking already https://t.co/vXLkvyNQHp\n",
      "-0.0003350770566612482\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",
      "0.005626952974125743\n",
      "This is Sprout. He's just precious af. 12/10 I'd do anything for Sprout https://t.co/DxlX1yTVYY\n",
      "0.0060827439883723855\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",
      "0.0033207149244844913\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",
      "0.0053465989185497165\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",
      "0.004615654936060309\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",
      "0.004380094003863633\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",
      "0.005136060994118452\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",
      "0.005016601993702352\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",
      "0.003657264052890241\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",
      "0.004886274924501777\n",
      "Nothin better than a doggo and a sunset. 11/10 https://t.co/JlFqOhrHEs\n",
      "0.008213759050704539\n",
      "This is Ashleigh. She's having Coachella withdrawals. Didn't even go tho. 10/10 stay strong pupper https://t.co/nRUaKWnJfH\n",
      "0.0049329649191349745\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",
      "0.004476266913115978\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",
      "0.005084831966087222\n",
      "This is Luther. He saw a ghost. Spooked af. 11/10 hang in there pupper https://t.co/EdKG43VvEl\n",
      "0.004882228909991682\n",
      "This is Sugar. She's a Bolivian Superfloof. Spherical af. 12/10 would never let go of https://t.co/AhMfUu6Onm\n",
      "0.004502576892264187\n",
      "This is Reginald. He starts screaming at random. 12/10 cuddly af https://t.co/YgNuDQbv89\n",
      "0.0056452060816809535\n",
      "This is Ivar. She is a badass Viking warrior. Will sack your village. 10/10 savage af https://t.co/Dz6MiVssVU\n",
      "0.004147504107095301\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",
      "0.004452057066373527\n",
      "Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a\n",
      "0.005274447961710393\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",
      "0.0057886638678610325\n",
      "This is Panda. He's happy af. 11/10 https://t.co/IOAk9i4UvE\n",
      "0.0054072660859674215\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",
      "0.0044854601146653295\n",
      "This is Archie. He hears everything you say. Doesn't matter where you are. 12/10 https://t.co/0l4I8famYp\n",
      "0.004078294965438545\n",
      "This is Berkeley. He's in a predicament. 10/10 someone help him https://t.co/XSEXdQupej\n",
      "0.005101248971186578\n",
      "Garden's coming in nice this year. 10/10 https://t.co/5Lra3e4rrw\n",
      "0.006775057991035283\n",
      "This is Ralphé. He patrols the lake. Looking for babes. 11/10 https://t.co/Pb6iMmo0wk\n",
      "0.004605098976753652\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",
      "0.004748290055431426\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",
      "0.004721368080936372\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",
      "0.00471841508988291\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",
      "0.005383838899433613\n",
      "This is Clyde. He's making sure you're having a good train ride. 12/10 great pupper https://t.co/y206kWHAj0\n",
      "0.0030738699715584517\n",
      "This is Harnold. He accidentally opened the front facing camera. 10/10 get it together Harnold https://t.co/S6JHaSMtln\n",
      "0.004962483886629343\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",
      "0.005038750940002501\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",
      "0.007251756964251399\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",
      "0.004277804051525891\n",
      "This is Sadie. She is prepared for battle. 10/10 https://t.co/JRckDkZVRT\n",
      "0.0085995530243963\n",
      "This is Otis. Everybody look at Otis. 12/10 would probably faint while petting https://t.co/I9qoe1uEih\n",
      "0.003688074997626245\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",
      "0.0032893118914216757\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",
      "0.0041617529932409525\n",
      "Get you a pup that can do both. 10/10 https://t.co/zSbyvm62xZ\n",
      "0.005060124094597995\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",
      "0.005151847028173506\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.005498894024640322\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",
      "0.005060391966253519\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",
      "0.003809360903687775\n",
      "This is Barclay. His father was a banana. 11/10 appeeling af https://t.co/ucOEfr2rjV\n",
      "0.004815594875253737\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",
      "0.004987726919353008\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",
      "0.0054816920310258865\n",
      "This is Skittle. He's trying to communicate. 11/10 solid effort https://t.co/6WTfJvtKx6\n",
      "0.004071286995895207\n",
      "This is Ebby. She's a Zimbabwean Feta. Embarrassed by ridiculously squishy face. 9/10 would squeeze softly https://t.co/LBJqxMGaHi\n",
      "0.005169766955077648\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",
      "0.004475373192690313\n",
      "This is Smokey. He's having some sort of existential crisis. 10/10 hang in there pupper https://t.co/JmgF4dMpw0\n",
      "0.005319025949575007\n",
      "This is Link. He struggles with couches. 10/10 would assist https://t.co/SbX4e6Yg3o\n",
      "0.004595558042638004\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",
      "0.005207050940953195\n",
      "There has clearly been a mistake. Pup did nothing wrong. 12/10 would help escape\n",
      "https://t.co/Juid3nnLbC\n",
      "0.005441218032501638\n",
      "This is Ozzy. He's acrobatic af. Legendary pupper status achieved. 13/10 https://t.co/gHWsCTu90E\n",
      "0.0061375320656225085\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",
      "0.004780705086886883\n",
      "This is Stephanus. She stays woke. 12/10 https://t.co/WIWabMngQZ\n",
      "0.004956993041560054\n",
      "Here's a super majestic doggo and a sunset 11/10 https://t.co/UACnoyi8zu\n",
      "0.0047576859360560775\n",
      "This is Bubbles. He's a Yorkshire Piccolope. 11/10 would snug aggressively https://t.co/3BhMojONxq\n",
      "0.004555954015813768\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",
      "0.004515729960985482\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",
      "0.005301024881191552\n",
      "This is Bentley. He gives kisses back. 11/10 precious af (vid by @emmaallen25) https://t.co/9PnKkKzoUp\n",
      "0.004799169022589922\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",
      "0.0051170759834349155\n",
      "This is Zeus. He's downright fabulous. 12/10 https://t.co/sSugyyRuTp\n",
      "0.0046534090070053935\n",
      "This is Bertson. He just wants to say hi. 11/10 would boop nose https://t.co/hwv7Wq6gDA\n",
      "0.005100099020637572\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",
      "0.004509496968239546\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",
      "0.004860311979427934\n",
      "This is Michelangelope. He's half coffee cup. Rare af. 12/10 would hug until someone stopped me https://t.co/tvVDY0G911\n",
      "0.004367407993413508\n",
      "This is Siba. She's remarkably mobile. Very sleepy as well. 12/10 would happily transport https://t.co/TjnI33RE1i\n",
      "0.004747688886709511\n",
      "This is Calbert. He forgot to clear his Google search history. 9/10 rookie mistake Calbert https://t.co/jRm5J3YCmj\n",
      "0.007532172952778637\n",
      "Just in case anyone's having a bad day. 12/10 would bounce with https://t.co/T9sgP9ttnQ\n",
      "0.004166027880273759\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",
      "0.004635265097022057\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",
      "0.005714732920750976\n",
      "Here are two lil cuddly puppers. Both 12/10 would snug like so much https://t.co/zO4eb7C4tG\n",
      "0.006092431023716927\n",
      "This is Blitz. He screams. 10/10 (vid by @yeaahliv) https://t.co/MfW2aym5UF\n",
      "0.00691361294593662\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",
      "0.006855362909846008\n",
      "This is Thumas. He hates potted plants. 8/10 wtf Thumas https://t.co/rDVueNIcEi\n",
      "0.007376122986897826\n",
      "Happy Easter from the squad! 🐇🐶 13/10 for all https://t.co/YMx4KWJUAB\n",
      "0.0049393168883398175\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",
      "0.005020851036533713\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",
      "0.00523783708922565\n",
      "This is Doug. His nose is legendary af. 12/10 (vid by @probably_trey) https://t.co/7IWKfbfihS\n",
      "0.00611255201511085\n",
      "Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1\n",
      "0.005257012089714408\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",
      "0.007596567971631885\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",
      "0.0023026689887046814\n",
      "This is Lance. Lance doesn't give a shit. 10/10 we should all be more like Lance https://t.co/SqnG9Ap28J\n",
      "0.004081218969076872\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",
      "0.004657411947846413\n",
      "This is Stubert. He just arrived. 10/10 https://t.co/HVGs5aAKAn\n",
      "0.00721143907867372\n",
      "Please don't send in any more polar bears. We only rate dogs. Thank you... 10/10 https://t.co/83RGhdIQz2\n",
      "0.005593308946117759\n",
      "Say hello to Sunny and Roxy. They pull things out of water together. 10/10 for both https://t.co/88aedAmxcl\n",
      "0.004760147072374821\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",
      "0.004880208871327341\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",
      "0.004654218093492091\n",
      "I can't even comprehend how confused this dog must be right now. 10/10 https://t.co/8AGcQ4hIfK\n",
      "0.004770764033310115\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",
      "0.004581531975418329\n",
      "Say hello to Olive and Ruby. They are best buddies. Both 11/10 \n",
      "1 like = 1 buddy https://t.co/yagmFdKlyL\n",
      "0.00487807800527662\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",
      "0.005004761042073369\n",
      "RT @twitter: @dog_rates Awesome Tweet! 12/10. Would Retweet. #LoveTwitter https://t.co/j6FQGhxYuN\n",
      "0.004566546995192766\n",
      "Meet Winston. He's trapped in a cup of coffee. Poor pupper. 10/10 someone free him https://t.co/2e6cUtKUuc\n",
      "0.0038956658681854606\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",
      "0.004525557858869433\n",
      "I want to hear the joke this dog was just told. 10/10 https://t.co/1KiuZqqOD4\n",
      "0.0045125221367925406\n",
      "Oh. My. God. 13/10 magical af https://t.co/Ezu6jQrKAZ\n",
      "0.004293919075280428\n",
      "This is Gary. He just wanted to say hi. 9/10 very personable pup https://t.co/Sk3CbhmKSW\n",
      "0.005710150930099189\n",
      "\"Please, no puparazzi\" 11/10 https://t.co/nJIXSPfedK\n",
      "0.007433085003867745\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",
      "0.0030821991385892034\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",
      "0.005591392982751131\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"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "0.006114074029028416\n",
      "This is Staniel. His selfie game is strong af. 10/10 I'd snapchat with Staniel https://t.co/UgkTw7TKyM\n",
      "0.00429767498280853\n",
      "Say hello to Sora. She's an Egyptian Pumpernickel. Mesmerizing af. 12/10 would bring home to mom https://t.co/PmTR4kxZkq\n",
      "0.004801671952009201\n",
      "Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12\n",
      "0.004395278985612094\n",
      "I've watched this a million times and you probably will too. 12/10 (vid by @emily_galasso) https://t.co/DU7Rb3NDiy\n",
      "0.004278991022147238\n",
      "This is Beemo. He's a Chubberflop mix. 12/10 would cross the world for https://t.co/kzMVMU8HBV\n",
      "0.0052136750891804695\n",
      "This is Oshie. 12/10 please enjoy (vid by @catherinec1389) https://t.co/VmtzwAuotq\n",
      "0.005455824080854654\n",
      "This is Gunner. He's a Figamus Newton. King of the peek-a-boo. Cool jeans. 11/10 https://t.co/ONuBILIYXZ\n",
      "0.004460452939383686\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",
      "0.005017354968003929\n",
      "The squad is back for St. Patrick's Day! ☘ 💚\n",
      "13/10 for all https://t.co/OcCDb2bng5\n",
      "0.006094116950407624\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",
      "0.007260591024532914\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",
      "0.008532669977284968\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",
      "0.004226351040415466\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",
      "0.006259522051550448\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",
      "0.0036557760322466493\n",
      "*lets out a tiny whimper and then collapses* ...12/10 https://t.co/BNdVZEHRow\n",
      "0.004738130955956876\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",
      "0.0054290019907057285\n",
      "This is Cecil. She's a Gigglefloof Poofer. Outdoorsy af. One with nature. 12/10 would strategically capture https://t.co/ijJB0DuOIC\n",
      "0.005145828938111663\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",
      "0.008424934931099415\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",
      "0.004194158012978733\n",
      "This is Billy. He sensed a squirrel. 8/10 damn it Billy https://t.co/Yu0K98VZ9A\n",
      "0.003838732955045998\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",
      "0.00758186005987227\n",
      "This is Penny. She's trying on her prom dress. Stunning af 11/10 https://t.co/qcZDZGCapg\n",
      "0.004002971923910081\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",
      "0.0060776290483772755\n",
      "This is Sammy. He's in a tree. Very excited about it. 13/10 https://t.co/CLe9ETEjeF\n",
      "0.004334227996878326\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",
      "0.0068426129873842\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",
      "0.0039069149643182755\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",
      "0.006048521958291531\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",
      "0.004701112047769129\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",
      "0.004547783057205379\n",
      "This is Mister. He's a wonderful father to his two pups. Heartwarming af. 10/10 for all https://t.co/2KcuJXL2r4\n",
      "0.004618631093762815\n",
      "This is Coco. She gets to stay on the Bachelor for another week. Super pumped 11/10 https://t.co/wsCB6LFNxD\n",
      "0.005459452047944069\n",
      "This is Smokey. He really likes tennis balls. 11/10 https://t.co/Ah7WlYTUBQ\n",
      "0.0005018028896301985\n",
      "Meet Bear. He's a Beneboop Cumberclap. Extremely unamused. 13/10 I'm in love with this picture https://t.co/uC8kUqAz0W\n",
      "0.008934502024203539\n",
      "This is Bobble. He's a Croatian Galifianakis. Hears everything within 400 miles. 11/10 would snug diligently https://t.co/VwDc6PTDzk\n",
      "0.0016864060889929533\n",
      "RT if you are as ready for summer as this pup is 12/10 https://t.co/xdNNEZdGJY\n",
      "0.006016599014401436\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",
      "0.005280410987325013\n",
      "This is River. He's changing the trumpet game. Innovative af. 11/10 such a good boy https://t.co/tK7a0AxQfd\n",
      "0.006312148878350854\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",
      "0.005726321134716272\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",
      "0.0039135790430009365\n",
      "This is Cooper. He basks in the glory of rebellion. 9/10 probably a preteen https://t.co/kDamUfeIpm\n",
      "0.007607625098899007\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",
      "0.004094635020010173\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",
      "0.004678988130763173\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",
      "0.004295949940569699\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",
      "0.006613475037738681\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",
      "0.004690071102231741\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",
      "0.0032279780134558678\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",
      "0.00416057591792196\n",
      "He's doing his best. 12/10 very impressive that he got his license in the first place  https://t.co/2vRmkkOLcN\n",
      "0.0058950650272890925\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",
      "0.0073962981114163995\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",
      "0.004082381958141923\n",
      "This is Harper. She scraped her elbow attempting a backflip off a tree. Valiant effort tho. 12/10 https://t.co/oHKJHghrp5\n",
      "0.004401701153255999\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",
      "0.006756830029189587\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",
      "0.00448568188585341\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",
      "0.004708453081548214\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",
      "0.00485372100956738\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",
      "0.005321783944964409\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",
      "0.005421650013886392\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"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "0.00604265695437789\n",
      "This is Kathmandu. He sees every move you make. Probably knows Jiu-Jitsu. 10/10 mysterious af https://t.co/z0cs7E4Xjj\n",
      "0.006301717949099839\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",
      "0.0017104009166359901\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",
      "0.005072933039627969\n",
      "Ever seen a dog pet another dog? Both 13/10 truly an awe-inspiring scene. (Vid by @mdougherty20) https://t.co/3PoKf6cw7f\n",
      "0.00529335206374526\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",
      "0.007820602972060442\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",
      "0.003983909962698817\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",
      "0.004787023062817752\n",
      "Here's a sneak peek of me on spring break. 10/10 so many tired pups these days https://t.co/6aJrjKfNqX\n",
      "0.004934820928610861\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",
      "0.004737860057502985\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",
      "0.005239680991508067\n",
      "This is Koda. She's a Beneboom Cumberwiggle. 12/10 petable as hell https://t.co/VZV6oMJmU6\n",
      "0.006125051062554121\n",
      "Here's a very sleepy pupper. Thinks it's an airplane. 12/10 would snug for eternity https://t.co/GGmcTIkBbf\n",
      "0.005208939895965159\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",
      "0.005078123998828232\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",
      "0.006383753032423556\n",
      "He was doing his best. 12/10 I'll be his lawyer\n",
      "https://t.co/WN4C6miCzR\n",
      "0.006238865200430155\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",
      "0.0029940400272607803\n",
      "This is Layla. She's giving you a standing ovation.13/10 just magnificent (vid by @CSBrzezinski) https://t.co/KxYXHUHUi2\n",
      "0.005857074051164091\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",
      "0.004471247899346054\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",
      "0.004981426987797022\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",
      "0.003981758025474846\n",
      "Seriously, add us 🐶 11/10 for sad wet pupper https://t.co/xwPE9faVZR\n",
      "0.004955816897563636\n",
      "\"Ma'am, for the last time, I'm not authorized to make that type of transaction\" 11/10 https://t.co/nPTBsdm3BF\n",
      "0.004770764033310115\n",
      "Say hello to Zara. She found a sandal and couldn't be happier. 12/10 great work https://t.co/zQUuVu812n\n",
      "0.004798329086042941\n",
      "This is Cooper. He only wakes up to switch gears. 12/10 helpful af https://t.co/EEIkAGVY64\n",
      "0.005245637963525951\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",
      "0.004793636035174131\n",
      "This is Jimothy. He lost his body during the the Third Crusade (tragic). 11/10 heroic af tho https://t.co/wnsblfu7XE\n",
      "0.007161585032008588\n",
      "This is Bode. He's a heavy sleeper. 9/10 https://t.co/YMkxhGWUqv\n",
      "0.003653980907984078\n",
      "This is Terrenth. He just stubbed his toe. 10/10 deep breaths Terrenth https://t.co/Pg18CDFC7Z\n",
      "0.0040763040306046605\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",
      "0.005120121059007943\n",
      "I found a forest Pipsy. 12/10 https://t.co/mIQ1KoVsmU\n",
      "0.0031132600270211697\n",
      "Here is a heartbreaking scene of an incredible pupper being laid to rest. 10/10 RIP pupper https://t.co/81mvJ0rGRu\n",
      "0.004846830037422478\n",
      "\"Yes hi could I get a number 4 with no pickles\" ...12/10 https://t.co/kQPVxqA3gq\n",
      "0.004079191945493221\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",
      "0.008691616007126868\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",
      "0.0001011071726679802\n",
      "When you wake up from a long nap and have no idea who you are. 12/10 https://t.co/dlF93GLnDc\n",
      "0.004741901997476816\n",
      "13/10 hero af\n",
      "@ABC\n",
      "0.004885213100351393\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",
      "0.004973469884134829\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",
      "0.004821895039640367\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",
      "0.0016281830612570047\n",
      "This sneezy pupper is just adorable af. 12/10 (vid by @gwilks1) https://t.co/h5aI0Tim4j\n",
      "0.00683064095210284\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",
      "0.0035763040650635958\n",
      "Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa\n",
      "0.0040406190091744065\n",
      "\"YOU CAN'T HANDLE THE TRUTH\" both 10/10 https://t.co/ZvxdB4i9AG\n",
      "0.004907379043288529\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",
      "0.005001308978535235\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",
      "0.004829450976103544\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",
      "0.004451105953194201\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",
      "0.008275376982055604\n",
      "This pupper doesn't understand gates. 10/10 so close https://t.co/GUbFF4o6dZ\n",
      "0.004032580996863544\n",
      "This is Charlie. He's a West Side Niddlewog. Mucho fluffy. 12/10 would pet so damn well https://t.co/B9dOrmnPVt\n",
      "0.005244379863142967\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",
      "0.00528774200938642\n",
      "Happy Friday here's a sleepy pupper 12/10 https://t.co/eBcqv9SPkY\n",
      "0.004849839955568314\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",
      "0.005298446048982441\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",
      "0.003326315898448229\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",
      "0.00425785209517926\n",
      "Say hello to Luna. Her tongue is malfunctioning (tragic). 12/10 please enjoy (vid by @LilyArtz) https://t.co/F9aLnADVIw\n",
      "0.004891567048616707\n",
      "This is Lucy. She's sick of these bullshit generalizations 11/10 https://t.co/d2b5C2R0aO\n",
      "0.005043562036007643\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",
      "0.0059079499915242195\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",
      "0.005171560915187001\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",
      "0.00397210696246475\n",
      "This is Rudy. He's going to be a star. 13/10 talented af (vid by @madalynrossi) https://t.co/Dph4FDGoMd\n",
      "0.005258156917989254\n",
      "Please enjoy this picture as much as I did. 12/10 https://t.co/7u8mM99Tj5\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "0.0036555351689457893\n",
      "\"AND IIIIIIIIIIIEIIIIIIIIIIIII WILL ALWAYS LOVE YOUUUUU\" 11/10 https://t.co/rSNCEiTtfI\n",
      "0.0044606601586565375\n",
      "I know it's tempting, but please stop sending in pics of Donald Trump. Thank you ...9/10 https://t.co/y35Y1TJERY\n",
      "0.005389873986132443\n",
      "This is Fiji. She's a Powdered Stegafloof. Very rare. 12/10 https://t.co/fZRob6eotY\n",
      "0.00492012407630682\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",
      "0.004509071004576981\n",
      "This is Bilbo. He's not emotionally prepared to enter the water. 11/10 don't struggle Bilbo https://t.co/rH9SQgZUnQ\n",
      "0.005302926991134882\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",
      "0.00651951995678246\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",
      "0.005816843011416495\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",
      "0.004889669013209641\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",
      "0.0050228789914399385\n",
      "I'm not sure what's happening here, but it's pretty spectacular. 12/10 for both https://t.co/JKXh0NbBNL\n",
      "0.005572002031840384\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",
      "0.004907476017251611\n",
      "\"Pupper is a present to world. Here is a bow for pupper.\" 12/10 precious as hell https://t.co/ItSsE92gCW\n",
      "0.004873479949310422\n",
      "Meet Crouton. He's a Galapagos Boonwiddle. Has a legendary tongue (most Boonwiddles do). Excellent stuff 10/10 https://t.co/110Eeg7KW3\n",
      "0.004195832065306604\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",
      "0.004760905052535236\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",
      "0.004510647035203874\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",
      "0.004948133020661771\n",
      "This is Kaia. She's just cute as hell. 12/10 I'd kill for Kaia https://t.co/5fMdH8GFaq\n",
      "0.004948080983012915\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",
      "0.004741954966448247\n",
      "This is Dotsy. She's stuck as hell. 10/10 https://t.co/A0h4lnhU4s\n",
      "0.005002868012525141\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",
      "0.004963732091709971\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",
      "0.0021507040364667773\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",
      "0.005746920011006296\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",
      "0.004673879942856729\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",
      "0.0037759050028398633\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",
      "0.005105453892610967\n",
      "Say hello to Nala. She's a Freckled High Bruschetta. Petable af. 12/10 https://t.co/5bjrIRqByp\n",
      "0.0064692499581724405\n",
      "Take all my money. 10/10 https://t.co/B28ebc5LzQ\n",
      "0.004698035889305174\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",
      "0.007101122988387942\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",
      "0.004667568951845169\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",
      "0.006182607030496001\n",
      "I know this is a tad late but here's a wonderful Valentine's Day pupper 12/10 https://t.co/hTE2PEwGvi\n",
      "0.004758859984576702\n",
      "\"Don't ever talk to me or my son again.\" ...both 10/10 https://t.co/b8ncwl6TlE\n",
      "0.008103350875899196\n",
      "Meet Miley. She's a Scandinavian Hollabackgirl. Incalculably fluffy, unamused af. 11/10 would squeeze aggressively https://t.co/6r4GFZY5WS\n",
      "0.004420028068125248\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",
      "0.005800618906505406\n",
      "\"I'm bathing the children what do you want?\"  ...both 10/10 https://t.co/Rizm1LWh4z\n",
      "0.003913798020221293\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",
      "0.0043716710060834885\n",
      "Meet Reagan. He's a Persnicketus Derpson. Great with kids. Permanently caught off guard. 8/10 https://t.co/A2j2StfNgL\n",
      "0.00653866003267467\n",
      "ERMAHGERD 12/10 please enjoy https://t.co/7WrAWKdBac\n",
      "0.0032692019594833255\n",
      "This is Yukon. He pukes rainbows. 12/10 magical af https://t.co/n6wND1v7il\n",
      "0.004533461993560195\n",
      "HAPPY V-DAY FROM YOUR FAV PUPPER SQUAD 13/10 for all https://t.co/7u6VnZ1UFe\n",
      "0.005032112938351929\n",
      "This is Oliver. He does toe touches in his sleep. 13/10 precious af https://t.co/3BrRIWjG35\n",
      "0.005211187992244959\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",
      "0.005820509046316147\n",
      "This dog is never sure if he's doing the right thing. 10/10 https://t.co/GXq43zFfBu\n",
      "0.0044215990928933024\n",
      "This is Cuddles. He's not entirely sure how doors work. 10/10 I believe in you Cuddles https://t.co/rKjK88D05Z\n",
      "0.004709779052063823\n",
      "This is Rusty. He has no respect for POULTRY products. Unbelievable af. 7/10 would still pet https://t.co/hEH19t1eFp\n",
      "0.005302640958689153\n",
      "Here we are witnessing five Guatemalan Birch Floofs in their natural habitat. All 12/10 (Vid by @pootdanielle) https://t.co/rb8nzVNh7F\n",
      "0.006344016990624368\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",
      "0.004612862132489681\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",
      "0.004676362965255976\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",
      "0.006909142946824431\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",
      "0.004894755897112191\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",
      "0.0049138389294967055\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",
      "0.005183152039535344\n",
      "\"Dammit hooman quit playin I jus wanna wheat thin\" 11/10 https://t.co/yAASRDPJnQ\n",
      "0.007774593075737357\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",
      "0.0038483301177620888\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",
      "0.004434898844920099\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",
      "0.007283360930159688\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",
      "0.0036995349219068885\n",
      "This pupper doubles as a hallway rug. Very rare. Versatile af. 11/10 https://t.co/Jxd5pR02Cn\n",
      "0.005311438930220902\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",
      "0.0047321009915322065\n",
      "This is Ole. He's not sure how to gravity. 8/10 https://t.co/PsqqotpBBQ\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "0.005065407021902502\n",
      "Say hello to Pherb. He does parkour. 9/10 https://t.co/LHFfUyLBZT\n",
      "0.00462659087497741\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",
      "0.005020018084906042\n",
      "Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ\n",
      "0.0062370978994295\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",
      "0.004085396998561919\n",
      "Please stop sending in saber-toothed tigers. This is getting ridiculous. We only rate dogs.\n",
      "...8/10 https://t.co/iAeQNueou8\n",
      "0.006387187982909381\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",
      "0.005780808045528829\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",
      "0.005253972951322794\n",
      "This is Rosie. She's a Benebark Cumberpatch. Sleepy af. 12/10 would snug for days https://t.co/NKuON5Al8i\n",
      "0.005044160992838442\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",
      "0.004983490100130439\n",
      "Guys I found the dog from Up. 12/10 https://t.co/WqoZtX9jmJ\n",
      "0.0031637530773878098\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",
      "0.004893120960332453\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",
      "0.0048995929537341\n",
      "This is Klevin. He doesn't want his family brainwashed by mainstream media. 10/10 (vid by @AshtonHose) https://t.co/ghhbMAFPW8\n",
      "0.0074868639931082726\n",
      "This is Trevith. He's a Swiss Mountain Roadwoof. Breeze too powerful. 9/10 stay strong pupper https://t.co/6J8Ibwy1X6\n",
      "0.007324334932491183\n",
      "Oh my god 10/10 for every little hot dog pupper\n",
      "0.0031936621526256204\n",
      "After reading the comments I may have overestimated this pup. Downgraded to a 1/10. Please forgive me\n",
      "0.004008413990959525\n",
      "12/10 revolutionary af https://t.co/zKzq4nIY86\n",
      "0.005468935938552022\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",
      "0.005137436091899872\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",
      "0.004596185055561364\n",
      "Here's a dog enjoying a sunset. 11/10 would trade lives with https://t.co/VsQdLxrv9h\n",
      "0.004706785082817078\n",
      "This is Wyatt. His throne is modeled after him. 13/10 Wyatt is a very big deal https://t.co/PccQ1CFEDd\n",
      "0.007204418070614338\n",
      "If you are aware of who is making these please let me know. 13/10 vroom vroom https://t.co/U0D1sbIDrG\n",
      "0.0010738370474427938\n",
      "Meet Calvin. He's proof that degrees mean absolutely nothing. 8/10 straighten up pup https://t.co/NIvxgSQ9BS\n",
      "0.0017740068724378943\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",
      "0.0036915650125592947\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",
      "0.002733396948315203\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",
      "0.001779060112312436\n",
      "This is just a beautiful pupper good shit evolution. 12/10 https://t.co/2L8pI0Z2Ib\n",
      "0.0012555799912661314\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",
      "0.0026527740992605686\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",
      "0.0044804399367421865\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",
      "0.005109225050546229\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",
      "0.0048997990088537335\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",
      "0.004542475915513933\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",
      "0.0041029080748558044\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",
      "0.005550915957428515\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",
      "0.003576085204258561\n",
      "It's okay pup. This happens every time I listen to @adele also. 11/10 (vid by @_larirutschmann) https://t.co/oCImpQuoRb\n",
      "0.004948480054736137\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",
      "0.003797375946305692\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",
      "0.005042430944740772\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",
      "0.004811893915757537\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",
      "0.0048999059945344925\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",
      "0.0045093189692124724\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",
      "0.007536091958172619\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",
      "0.00428893300704658\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",
      "0.006066494039259851\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",
      "0.008197003975510597\n",
      "This pupper is afraid of its own feet. 12/10 would comfort https://t.co/Tn9Mp0oPoJ\n",
      "0.003939034068025649\n",
      "When you keepin the popcorn bucket in your lap and she reach for some... 10/10 https://t.co/a1IrjaID3X\n",
      "0.004928491078317165\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",
      "0.004529439029283822\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",
      "0.007405982003547251\n",
      "This is Lincoln. He doesn't understand his new jacket. 11/10 please enjoy (vid by @GraceIsTheName8) https://t.co/S6cQsIoX27\n",
      "0.006643455009907484\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",
      "0.004840191104449332\n",
      "This is Oscar. He can wave. Friendly af. 12/10 would totally wave back (IG: Oscar.is.bear) https://t.co/waN6EW0wfM\n",
      "0.004352189018391073\n",
      "I hope you guys enjoy this beautiful snowy pupper as much as I did. 11/10 https://t.co/DYUsHtL2aR\n",
      "0.0056095910258591175\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",
      "0.004863012116402388\n",
      "This is Dunkin. He can only see when he's wet (tragic). 12/10 future heartbreaker https://t.co/At8Kxc5H9U\n",
      "0.004719180054962635\n",
      "\"Thank you friend that was a swell petting\" 11/10 (vid by @MatthewjamesMac) https://t.co/NY3cPAZAIM\n",
      "0.005081202951259911\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",
      "0.005398989887908101\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",
      "0.003263411927036941\n",
      "This is Wally. He's being abducted by aliens. 10/10 poor pupper https://t.co/EiF659Bgjn\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.006930098053999245\n",
      "\"Fuck the system\" 10/10 https://t.co/N0OADmCnVV\n",
      "0.004980586003512144\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",
      "0.00466492201667279\n",
      "This pupper just descended from heaven. 12/10 can probably fly https://t.co/X6X9wM7NuS\n",
      "0.005878848023712635\n",
      "\"Hello yes could I get one pupper to go please thank you\"\n",
      "Both 13/10 https://t.co/kYWcXbluUu\n",
      "0.0038681989535689354\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",
      "0.004601010004989803\n",
      "This is Amber. She's a Fetty Woof. 10/10 would pet in a heartbeat https://t.co/Dt360V2MYI\n",
      "0.004715263959951699\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",
      "0.0068015978904441\n",
      "PUPDATE: just noticed this dog has some extra legs. Very advanced. Revolutionary af. Upgraded to a 9/10\n",
      "0.003982380963861942\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",
      "0.004939795006066561\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",
      "0.003829758963547647\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",
      "0.0047710390063002706\n",
      "These are some pictures of Teddy that further justify his 13/10 rating. Please enjoy https://t.co/tDkJAnQsbQ\n",
      "0.004544608993455768\n",
      "This is Teddy. His head is too heavy. 13/10 (vid by @jooanrim) https://t.co/sRUpRpGZ3y\n",
      "0.006574050057679415\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",
      "0.004901063977740705\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",
      "0.004619128070771694\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",
      "0.005541527993045747\n",
      "THE BRITISH ARE COMING\n",
      "THE BRITISH ARE COMING\n",
      "10/10 https://t.co/frGWV7IP6J\n",
      "0.004153938964009285\n",
      "This is Richie and Plip. They are the best of pals. Do everything together. 10/10 for both https://t.co/KMdwNgONkV\n",
      "0.0040871871169656515\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",
      "0.0038427349645644426\n",
      "Say hello to Leo. He's a Fallopian Puffalope. Precious af. 12/10 would cuddle https://t.co/LZEi0DpRsH\n",
      "0.004126475076191127\n",
      "This is Bailey. She likes flowers. 12/10 https://t.co/YBENhr24FV\n",
      "0.004851458943448961\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",
      "0.00667451589833945\n",
      "This is Molly. She's a Peruvian Niddlewog. Loves her new hat. 11/10 would totally pet https://t.co/g4fiS8A9Ab\n",
      "0.006091787945479155\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",
      "0.00010217702947556973\n",
      "Happy Saturday here's a dog in a mailbox. 12/10 https://t.co/MM7tb4HpEY\n",
      "0.004933290067128837\n",
      "We've got a doggy down. Requesting backup. 12/10 for both. Please enjoy  https://t.co/pmarb2dG0e\n",
      "0.0032096189679577947\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",
      "0.004263638984411955\n",
      "She thought the sunset was pretty, but I thought she was prettier. 10/10 https://t.co/HSL3mnP5NX\n",
      "0.005108483950607479\n",
      "This is Buddy. He's testing out the water. Such caution. Much reserve. 12/10 https://t.co/FQZGSQIQLS\n",
      "0.004852426005527377\n",
      "Say hello to Peaches. She's a Dingleberry Zanderfloof. 13/10 would caress lots https://t.co/YrhkrTsoTt\n",
      "0.004104446968995035\n",
      "This is Vinscent. He was just questioned about his recent credit card spending. 8/10 https://t.co/qOD4G19A2u\n",
      "0.00517734803725034\n",
      "This is Cedrick. He's a spookster. Did me a discomfort. 10/10 would pet with a purpose https://t.co/yS7T4gxKod\n",
      "0.005004183971323073\n",
      "This is Hazel. She's a gymnast. Training hard for Rio. 11/10 focused af https://t.co/CneG2ZbxHP\n",
      "0.005114271072670817\n",
      "12/10 @LightningHoltt\n",
      "0.0047272271476686\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",
      "0.0057937599485740066\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",
      "0.004684270010329783\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",
      "0.004578353953547776\n",
      "Stop sending in lobsters. This is the final warning. We only rate dogs. Thank you... 9/10 https://t.co/B9ZXXKJYNx\n",
      "0.005268337903544307\n",
      "This is Oddie. He's trying to communicate. 12/10 very solid effort (vid by @kaleseyy) https://t.co/JjxriLqZOL\n",
      "0.0038502280367538333\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",
      "0.008029064978472888\n",
      "Say hello to Geoff (pronounced \"Kyle\"). He accidentally opened the front facing camera. 10/10 https://t.co/TmlwQWnmRC\n",
      "0.0011732840212062001\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",
      "0.003701997920870781\n",
      "\"I'm the only one that ever does anything in this household\" 10/10 https://t.co/V8HcVIh4jt\n",
      "0.00502444407902658\n",
      "This is Covach. He's trying to melt the snow. 10/10 we all believe in you buddy https://t.co/fgMaP2zDMt\n",
      "0.004002145957201719\n",
      "Here we are witnessing a rare High Stepping Alaskan Floofer. 12/10 dangerously petable (vid by @TheMrsNux) https://t.co/K4s9IJh2jm\n",
      "0.0035388879477977753\n",
      "Happy Wednesday here's a pup wearing a beret. 12/10 please enjoy https://t.co/MXedEzSHIf\n",
      "0.004458685987628996\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",
      "0.005364247946999967\n",
      "This is Durg. He's trying to conquer his fear of trampolines. 9/10 it's not working https://t.co/5iH08ltkoe\n",
      "0.005931918043643236\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",
      "0.007844339939765632\n",
      "Meet Luca. He's a Butternut Scooperfloof. Glorious tongue. 12/10 would pet really well https://t.co/VcxZQPNZaV\n",
      "0.0009276909986510873\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",
      "0.005120413028635085\n",
      "This is Lucy. She's terrified of the stuffed billed dog. 10/10 stay strong pupper https://t.co/QnvSjjyh7n\n",
      "0.004702004021964967\n",
      "Here we see 33 dogs posing for a picture. All get 11/10 for superb cooperation https://t.co/TRAri5iHzd\n",
      "0.005245400010608137\n",
      "Downright majestic af 12/10 https://t.co/WFh2FEbYzj\n",
      "0.004449659027159214\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",
      "0.002685990068130195\n",
      "Someone sent me this without any context and every aspect of it is spectacular. 13/10 please enjoy https://t.co/Rxrd4hPmp4\n",
      "0.004810104030184448\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",
      "0.0033011439954862\n",
      "This is Herald. He wants you to know he could steal your girl at any moment. 10/10 https://t.co/JR7hLnlgeS\n",
      "0.004044155008159578\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",
      "0.005290203960612416\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",
      "0.004462221055291593\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.005504937027581036\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",
      "0.00457184505648911\n",
      "This pupper just wants to say hello. 11/10 would knock down fence for https://t.co/A8X8fwS78x\n",
      "0.005064398166723549\n",
      "Meet Clarence. He does parkour. 8/10 very talented dog https://t.co/WpSFZm7RPH\n",
      "0.005203605047427118\n",
      "When you have a ton of work to do but then remember you have tomorrow off. 10/10 https://t.co/MfEaMUFYTx\n",
      "0.0050111950840801\n",
      "This is Hamrick. He's covered in corn flakes. Silly pupper. Looks congested. 7/10 considerably petable https://t.co/ROPZcAMQKI\n",
      "0.008072594995610416\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",
      "0.004157867981120944\n",
      "When you stumble but recover quickly cause your crush is watching. 12/10 https://t.co/PMeq6IedU7\n",
      "0.0031049441313371062\n",
      "Meet Pubert. He's a Kerplunk Rumplestilt. Cannot comprehend flower. Flawless tongue. 8/10 would pat head approvingly https://t.co/2TWxg0rgyG\n",
      "0.004692748072557151\n",
      "This is Frönq. He got caught stealing a waffle. Damn it Frönq. 9/10 https://t.co/7ycWCUrjmZ\n",
      "0.004195643123239279\n",
      "This pupper is sprouting a flower out of her head. 12/10 revolutionary af https://t.co/glmvQBRjv4\n",
      "0.005197639111429453\n",
      "This is Louis. He's takes top-notch selfies. 12/10 would snapchat with https://t.co/vz2DukO0th\n",
      "0.005547282984480262\n",
      "This is Derby. He's a superstar. 13/10 (vid by @NBohlmann) https://t.co/o4Nfc8WoAO\n",
      "0.007039825082756579\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",
      "0.00413002900313586\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",
      "0.0049975039437413216\n",
      "This is Kilo. He's a Pouncing Brioche. Really likes snow. 11/10 https://t.co/GS76SfkraY\n",
      "0.005412991042248905\n",
      "13/10 I can't stop watching this (vid by @k8lynwright) https://t.co/nZhhMRr5Hp\n",
      "0.004465531092137098\n",
      "This is Louis. He's a rollercoaster of emotions. Incalculably fluffy. 12/10 would pet firmly https://t.co/17RGvOZO9P\n",
      "0.0063391540898010135\n",
      "With great pupper comes great responsibility. 12/10 https://t.co/hK6xB042EP\n",
      "0.008266643970273435\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",
      "0.005279214936308563\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",
      "0.004823290975764394\n",
      "Say hello to Blakely. He thinks that's a hat. Silly pupper. That's a nanner. 9/10 https://t.co/UwOV1jqKRt\n",
      "0.004740856005810201\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",
      "0.007130818092264235\n",
      "This is Marq. He stole this car. 7/10 wtf Marq? https://t.co/MHScqo5l8c\n",
      "0.005019249860197306\n",
      "Another magnificent photo. 12/10 https://t.co/X5w387K5jr\n",
      "0.00601994595490396\n",
      "This is Curtis. He's a fluffball. 11/10 would snug this pupper https://t.co/1DzInODwrj\n",
      "0.0043342269491404295\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",
      "0.0050077359192073345\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",
      "0.00666401709895581\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",
      "0.004254302941262722\n",
      "\"You got any games on your phone\" 7/10 for invasive brown Dalmatian pupper https://t.co/yzGR9xjE9Q\n",
      "0.005517879966646433\n",
      "Meet Gordon. He's an asshole. 9/10 would still pet https://t.co/a34N7QwKbb\n",
      "0.005675254040397704\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",
      "0.006294129998423159\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",
      "0.005271978094242513\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",
      "0.004907082999125123\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",
      "0.0047077719355002046\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",
      "0.0060694299172610044\n",
      "This pupper forgot how to walk. 12/10 happens to all of us (vid by @bbuckley96) https://t.co/KFTrkSOuu3\n",
      "0.0027806590078398585\n",
      "Strange pup here. Easily manipulated. Rather inbred. Sharp for a dog. Appears uncomfortable. 8/10 would still pet https://t.co/nSQrhwbk1V\n",
      "0.0032363161444664\n",
      "I just love this picture. 12/10 lovely af https://t.co/Kc84eFNhYU\n",
      "0.006605067057535052\n",
      "This is Mona. She's a Yarborough Splishnsplash. Lost body during Nam. 11/10 revolutionary pupper https://t.co/pgD6h0yhgz\n",
      "0.004574093967676163\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",
      "0.004292881931178272\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",
      "0.004301254055462778\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",
      "0.002009518095292151\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",
      "0.004988217959180474\n",
      "Meet Birf. He thinks he's gone blind. 10/10 very frightened pupper https://t.co/oDkspjNWYX\n",
      "0.005062519107013941\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",
      "0.005531258997507393\n",
      "When bae calls your name from across the room. 12/10 (vid by @christinemcc98) https://t.co/xolcXA6gxe\n",
      "0.004224705044180155\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",
      "0.004604684887453914\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",
      "0.005360289942473173\n",
      "Your fav crew is back and this time they're embracing cannabis culture. 12/10 for all https://t.co/oSvRDuMm1D\n",
      "0.004659068072214723\n",
      "This pupper has a magical eye. 11/10 I can't stop looking at it https://t.co/heAGpKTpPW\n",
      "0.007660732953809202\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",
      "0.002553025959059596\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",
      "0.00236241496168077\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",
      "0.0055563950445503\n",
      "This is Olive. He's stuck in a sleeve. 9/10 damn it Olive https://t.co/NnLjg6BgyF\n",
      "0.0038746980717405677\n",
      "Jack deserves another round of applause. If you missed this earlier today I strongly suggest reading it. Wonderful first 14/10 🐶❤️\n",
      "0.005601051962003112\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",
      "0.0022455520229414105\n",
      "Meet Brooks. He's confused by the almighty ball of tennis. 12/10 \n",
      "\n",
      "(vid by @PDolan37) https://t.co/AcVWe39nmM\n",
      "0.0033850829349830747\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",
      "0.00507931993342936\n",
      "Everybody needs to read this. Jack is our first 14/10. Truly heroic pupper https://t.co/3m6bNGXWnM\n",
      "0.005254959920421243\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",
      "0.004722646088339388\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.005283472943119705\n",
      "This is Rocky. He sleeps like a psychopath. 10/10 quality tongue slip https://t.co/MbgG95mUdu\n",
      "0.00555011909455061\n",
      "I would like everyone to appreciate this pup's face as much as I do. 11/10 https://t.co/QIe7oxkSNo\n",
      "0.0039531170623376966\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",
      "0.004975563031621277\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",
      "0.005862976890057325\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",
      "0.0052546130027621984\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",
      "0.0056601339019834995\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",
      "0.006134002120234072\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",
      "0.004298022948205471\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",
      "0.00530088716186583\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",
      "0.004249667981639504\n",
      "\"Hello yes I'll just get one of each color thanks\" 12/10 for all https://t.co/AMDsllQs7a\n",
      "0.004975277930498123\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",
      "0.005789692047983408\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",
      "0.005197312915697694\n",
      "This little fella really hates stairs. Prefers bush. 13/10 legendary pupper https://t.co/e3LPMAHj7p\n",
      "0.005321469041518867\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",
      "0.005601198063232005\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",
      "0.0051656890427693725\n",
      "This pupper just got his first kiss. 12/10 he's so happy https://t.co/2sHwD7HztL\n",
      "0.0027990001253783703\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",
      "0.004423329955898225\n",
      "After watching this video, we've determined that Pippa will be upgraded to a 12/10. Please enjoy https://t.co/IKoRK4yoxV\n",
      "0.002009896910749376\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",
      "0.0016377269057556987\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",
      "0.005329346051439643\n",
      "This is Obi. He got camera shy. 12/10 https://t.co/feiPiq7z94\n",
      "0.004844457958824933\n",
      "Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3\n",
      "0.004837802029214799\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",
      "0.0038494719192385674\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",
      "0.004424975952133536\n",
      "This is Tino. He really likes corndogs. 9/10 https://t.co/cUxGtnBfc2\n",
      "0.003795042051933706\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",
      "0.006232145009562373\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",
      "0.007002357975579798\n",
      "This is Sweets the English Bulldog. Waves back to other bikers. 12/10 just a fantastic friendly pupper https://t.co/WYiFzuX7D4\n",
      "0.0038742610486224294\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",
      "0.00595721194986254\n",
      "Say hello to Lupe. This is how she sleeps. 10/10 impressive really https://t.co/Fz6iZWlk8C\n",
      "0.005212983931414783\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",
      "0.003858268028125167\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",
      "0.005634827073663473\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",
      "0.0036706479731947184\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",
      "0.004761944059282541\n",
      "Breathtaking pupper here. Should be on the cover of Dogue. Top-notch tongue. Appears considerably fluffy. 12/10 https://t.co/Eeh3yfdglS\n",
      "0.004827670869417489\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",
      "0.0081975789507851\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",
      "0.004360122024081647\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",
      "0.00493496295530349\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",
      "0.0011845629196614027\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",
      "0.0034947680542245507\n",
      "\"Hello forest pupper I am house pupper welcome to my abode\" (8/10 for both) https://t.co/qFD8217fUT\n",
      "0.007798618986271322\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",
      "0.004731611930765212\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",
      "0.00831456808373332\n",
      "\"Have a seat, son. There are some things we need to discuss\" 10/10 https://t.co/g4G5tvfTVd\n",
      "0.008678902056999505\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",
      "0.0020294010173529387\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",
      "0.005321061005815864\n",
      "aahhhhkslaldhwnxmzbbs 12/10 for being da smooshiest https://t.co/UOPdXmUz4H\n",
      "0.004750237916596234\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",
      "0.004650100017897785\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",
      "0.004644165048375726\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",
      "0.004567922092974186\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",
      "0.00498011102899909\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",
      "0.005358785972930491\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",
      "0.0032351959962397814\n",
      "NAAAAAAA ZAPENYAAAAA MABADI-CHIBAWAAA 12/10 https://t.co/Ny4iM6FDtz\n",
      "0.005063781049102545\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",
      "0.005034594098106027\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I have no words. Just a magnificent pup. 12/10 https://t.co/viwWHZgX8j\n",
      "0.004943535081110895\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",
      "0.0038021060172468424\n",
      "This is Patrick. He's a bigass pupper. 7/10 https://t.co/J9DXBFoAQe\n",
      "0.001101149944588542\n",
      "This is Kreg. He's riding an invisible jet ski. 11/10 that's downright legendary https://t.co/BA5AV5dx6Y\n",
      "0.004847306990996003\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",
      "0.004788654041476548\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",
      "0.004898734157904983\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",
      "0.0015437289839610457\n",
      "This is Samson. He patrols his waters on the back of his massive shielded battle dog. 11/10 https://t.co/f8dVgDYDFf\n",
      "0.005200390936806798\n",
      "I'm not sure what this dog is doing but it's pretty inspirational. 12/10 https://t.co/4Kn9GEHXiE\n",
      "0.002014518016949296\n",
      "This is Tess. Her main passions are shelves and baking too many cookies. 11/10 https://t.co/IriJlVZ6m4\n",
      "0.000608153990469873\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",
      "0.003380395006388426\n",
      "This is Ulysses. He likes holding hands and his eyes are magic. 11/10 https://t.co/gPmJHmtgak\n",
      "0.0059613409684970975\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",
      "0.005851731984876096\n",
      "This is Jimothy. He's a Trinidad Poliwhirl. Father was a velociraptor. Exceptionally unamused. 12/10 would adopt https://t.co/VwdIk0OwVx\n",
      "0.004099903046153486\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",
      "0.00688422005623579\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",
      "0.0031546649988740683\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",
      "0.005262695136480033\n",
      "This is Toffee. He's a happy pupper. Appears dangerously fluffy. Extraordinarily spherical. 12/10 would pet firmly https://t.co/oEXEKt3MHu\n",
      "0.0012938070576637983\n",
      "*collapses* 12/10 https://t.co/C7M8mnzHIK\n",
      "0.007230997085571289\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",
      "0.0037785369204357266\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",
      "0.004817614099010825\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",
      "0.004781975992955267\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",
      "0.004830660065636039\n",
      "This is Glacier. He's a very happy pup. Loves to sing in the sunlight. 11/10 https://t.co/jTBPqKgkz7\n",
      "0.005135789979249239\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",
      "0.002801053924486041\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",
      "0.00573364004958421\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",
      "0.0027564080664888024\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",
      "0.003323483048006892\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",
      "0.004429828957654536\n",
      "I just love this pic. 11/10 this pupper is going places https://t.co/P16uhh1PbI\n",
      "0.002986614010296762\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",
      "0.004936962039209902\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",
      "0.006046014954335988\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",
      "0.0049969429383054376\n",
      "This is Alice. She's an idiot. 4/10 https://t.co/VQXdwJfkyS\n",
      "0.0048696910962462425\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",
      "0.004827780998311937\n",
      "Meet Griswold. He's dapper as hell. Already pumped for next Christmas. 11/10 https://t.co/5NrpNDyFzN\n",
      "0.004846335970796645\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",
      "0.006310858065262437\n",
      "This is Ellie. She's secretly ferocious. 12/10 very deadly pupper https://t.co/BF4BW8LUgb\n",
      "0.006434280890971422\n",
      "This guy's dog broke. So sad. 9/10 would still pet https://t.co/BYiXJDEzv7\n",
      "0.005406180978752673\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",
      "0.003646204015240073\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",
      "-0.00038383889477699995\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",
      "0.0043013900285586715\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",
      "0.004673803923651576\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",
      "0.004821820999495685\n",
      "Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD\n",
      "0.006747005041688681\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",
      "0.004506347933784127\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",
      "0.004723751917481422\n",
      "This is CeCe. She's patiently waiting for Santa. 10/10 https://t.co/ZJUypFFwvg\n",
      "0.004805259057320654\n",
      "I hope everyone enjoys this picture as much as I do. This is Toby. 12/10 https://t.co/vHnu1g9EJm\n",
      "0.004843606962822378\n",
      "Here's a sleepy Christmas pupper 11/10 https://t.co/KXg0f8GNQ9\n",
      "0.004812854924239218\n",
      "This pupper is patiently waiting to scare the shit out of Santa. 10/10 https://t.co/NhXo67K6yt\n",
      "0.004749811952933669\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",
      "0.0067592880222946405\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",
      "0.005900862044654787\n",
      "This is Reggie. His Santa hat is a little big. 10/10 he's still having fun https://t.co/w0dcGXq7qK\n",
      "0.004722796962596476\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",
      "0.003924138029105961\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",
      "0.006576330051757395\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",
      "0.006116180098615587\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",
      "0.008059649029746652\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.00546869111713022\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",
      "0.004228577949106693\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",
      "0.005427369964309037\n",
      "\"Dammit hooman I'm jus trynna lik the fler\" 11/10 https://t.co/eRZRI8OTj7\n",
      "0.003954053041525185\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",
      "0.005053137894719839\n",
      "This is Willie. He's floating away and needs your assistance. Please someone help Willie. 10/10 https://t.co/MJqygWqt8X\n",
      "0.004739545052871108\n",
      "Everybody look at this beautiful pupper 13/10 https://t.co/hyAC5Hq9GC\n",
      "0.004383902880363166\n",
      "This is Rinna. She's melting. 10/10 get inside pupper https://t.co/PA0czwucsb\n",
      "0.004686236032284796\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",
      "0.0018363840645179152\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",
      "0.0018513590330258012\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",
      "0.004319683997891843\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",
      "0.004798707086592913\n",
      "This little pupper just arrived. 11/10 would snug https://t.co/DA5aqnSGfB\n",
      "0.005462504108436406\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",
      "0.0053437999449670315\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",
      "0.008105741930194199\n",
      "This is Evy. She doesn't want to be a Koala. 9/10 https://t.co/VITeF0Kl9L\n",
      "0.003967469907365739\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",
      "0.004427724052220583\n",
      "Crazy unseen footage from Jurassic Park. 10/10 for both dinosaur puppers https://t.co/L8wt2IpwxO\n",
      "0.007135785068385303\n",
      "This is Rubio. He has too much skin. 11/10 https://t.co/NLOHmlENag\n",
      "0.0044847308890894055\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",
      "0.005286810104735196\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",
      "0.004951544920913875\n",
      "This is officially the greatest yawn of all time. 12/10 https://t.co/4R0Cc0sLVE\n",
      "0.005008092033676803\n",
      "This is Chompsky. He lives up to his name. 11/10 https://t.co/Xl37lQEWd0\n",
      "0.005760503001511097\n",
      "This dog doesn't know how to stairs. Quite tragic really. 9/10 get it together pup https://t.co/kTpr9PTMg1\n",
      "0.004378983983770013\n",
      "This is Rascal. He's paddling an imaginary canoe. 11/10 https://t.co/Ajquq6oGSg\n",
      "0.004769621999002993\n",
      "If your Monday isn't going so well just take a look at this. Both 12/10 https://t.co/GJT6SILPGU\n",
      "0.004689046996645629\n",
      "Meet Lola. She's a Metamorphic Chartreuse. Plays with her food. Insubordinate and churlish. Exquisite hardwood 11/10 https://t.co/etpBNXwN7f\n",
      "0.003788599045947194\n",
      "Here's a pupper with some mean tan lines. Snazzy sweater though 12/10 https://t.co/DpCSVsl6vu\n",
      "0.0047904340317472816\n",
      "This is Linda. She fucking hates trees. 7/10 https://t.co/blaY85FIxR\n",
      "0.007158332969993353\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",
      "0.005058696959167719\n",
      "This is Mia. She makes awful decisions. 8/10 https://t.co/G6TQVgTcZz\n",
      "0.004745148937217891\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",
      "0.008929573930799961\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",
      "0.003144875983707607\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",
      "0.004343778942711651\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",
      "0.004656275967136025\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",
      "0.00516775599680841\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",
      "0.004338673083111644\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",
      "0.004512407933361828\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",
      "0.004767053993418813\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",
      "0.004391900030896068\n",
      "This made my day. 12/10 please enjoy https://t.co/VRTbo3aAcm\n",
      "0.00848799804225564\n",
      "These little fellas have opposite facial expressions. Both 12/10 https://t.co/LmThv0GWen\n",
      "0.000978723051957786\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",
      "0.004732922068797052\n",
      "This is Crumpet. He underestimated the snow. Quickly retreating. 10/10 https://t.co/a0Zx5LDFZa\n",
      "0.008415086078457534\n",
      "This pupper likes tape. 12/10 https://t.co/cSp6w5GWgm\n",
      "-0.0011589189525693655\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",
      "0.0043069180101156235\n",
      "Another spooky pupper here. Most definitely floating. No legs. Probably knows some dark magic. 10/10 very spooked https://t.co/JK8MByRzgj\n",
      "0.005225623957812786\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",
      "0.0044776430586352944\n",
      "After getting lost in Reese's eyes for several minutes we're going to upgrade him to a 13/10\n",
      "0.006983450963161886\n",
      "This is Reese. He likes holding hands. 12/10 https://t.co/cbLroGCbmh\n",
      "-0.0004731288645416498\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",
      "0.00537689495831728\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",
      "0.005164394970051944\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",
      "0.003536260104738176\n",
      "IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq\n",
      "0.0074422110337764025\n",
      "This is Ralph. He's an interpretive dancer. 10/10 https://t.co/zoDdPyPFsa\n",
      "0.005362332100048661\n",
      "This is Sadie. She got her holidays confused. 9/10 damn it Sadie https://t.co/fm7HxOsuPK\n",
      "0.005273393006063998\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",
      "0.004870834993198514\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",
      "0.0039784329710528255\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",
      "0.00445811206009239\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",
      "0.005008161999285221\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",
      "0.0037488130619749427\n",
      "Contortionist pup here. Inside pentagram. Clearly worships Satan. Known to slowly push fragile stuff off tables 6/10 https://t.co/EX9oR55VMe\n",
      "0.005216551013290882\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.007512258016504347\n",
      "Not much to say here. I just think everyone needs to see this. 12/10 https://t.co/AGag0hFHpe\n",
      "0.005255217896774411\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",
      "0.0051037759985774755\n",
      "Downright inspiring 12/10 https://t.co/vSLtYBWHcQ\n",
      "0.004739444004371762\n",
      "This dog gave up mid jump. 9/10 https://t.co/KmMv3Y2zI8\n",
      "0.005148135009221733\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",
      "0.00562664691824466\n",
      "This is Derek. All the dogs adore Derek. He's a great guy. 10/10 really solid pup https://t.co/KgcsGNb61s\n",
      "0.004504948039539158\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",
      "0.004325764952227473\n",
      "This is Juckson. He's totally on his way to a nascar race. 5/10 for Juckson https://t.co/IoLRvF0Kak\n",
      "0.005298820091411471\n",
      "This is the happiest pupper I've ever seen. 10/10 would trade lives with https://t.co/ep8ATEJwRb\n",
      "0.005294491886161268\n",
      "Say hello to Chuq. He just wants to fit in. 11/10 https://t.co/hGkMCjZzn4\n",
      "0.0024438471300527453\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",
      "0.004639901104383171\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",
      "0.004681985010392964\n",
      "10/10 I'd follow this dog into battle no questions asked https://t.co/ngTNXYQF0L\n",
      "0.005338974064216018\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",
      "0.004593562916852534\n",
      "This is Karl. Karl thinks he's slick. 6/10 sneaky pup https://t.co/Lo4ALwjVh4\n",
      "0.007696197950281203\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",
      "0.006692727911286056\n",
      "Who leaves the last cupcake just sitting there? 9/10 https://t.co/PWMqAoEx2a\n",
      "0.0065190710593014956\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",
      "0.005687969969585538\n",
      "Super speedy pupper. Does not go gentle into that goodnight. 10/10 https://t.co/uPXBXS1XNb\n",
      "0.004724256927147508\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",
      "0.0052953429985791445\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",
      "0.005424152943305671\n",
      "Finally some constructive political change in this country. 11/10 https://t.co/mvQaETHVSb\n",
      "0.006767890881747007\n",
      "Watch out Airbud. This pupper is also good at the sports. 12/10 I'm thinking D1 https://t.co/1HrFdo7M0C\n",
      "0.004959890968166292\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",
      "0.004131560097448528\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",
      "0.005117389024235308\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",
      "0.0048164320178329945\n",
      "This is the saddest/sweetest/best picture I've been sent. 12/10 😢🐶 https://t.co/vQ2Lw1BLBF\n",
      "0.005513740121386945\n",
      "*screeches for a sec and then faints* 12/10 https://t.co/N5QL4ySBEx\n",
      "0.0036476888926699758\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",
      "0.004689947934821248\n",
      "This pupper loves leaves. 11/10 for committed leaf lover https://t.co/APvLqbEhkF\n",
      "0.005097866989672184\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",
      "0.004149248008616269\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",
      "0.005499200080521405\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",
      "0.004920032923109829\n",
      "This pupper is very passionate about Christmas. Wanted to give the tree a hug. So cute. 8/10 https://t.co/NsGyECJuq7\n",
      "0.004639054066501558\n",
      "ITSOFLUFFAYYYYY 12/10 https://t.co/bfw13CnuuZ\n",
      "0.003909815917722881\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",
      "0.004489443032070994\n",
      "Three generations of pupper. 11/10 for all https://t.co/tAmQYvzrau\n",
      "0.0027803719276562333\n",
      "Hope your Monday isn't too awful. Here's two baseball puppers. 11/10 for each https://t.co/dB0H9hdZai\n",
      "0.005683848983608186\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",
      "0.0058718170039355755\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",
      "0.00517301307991147\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",
      "0.002400713972747326\n",
      "This is Kenneth. He's stuck in a bubble. 10/10 hang in there Kenneth https://t.co/uQt37xlYMJ\n",
      "0.005268383072689176\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",
      "0.005294169997796416\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",
      "0.00569452007766813\n",
      "This is Bert. He likes flowers. 10/10 https://t.co/lmQRrNxaQu\n",
      "0.0040100900223478675\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",
      "0.004934235941618681\n",
      "Meet Striker. He's ready for Christmas. 11/10 https://t.co/B3xxSLjQSH\n",
      "0.004768282058648765\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",
      "0.0013456590240821242\n",
      "\"Yes hello I'ma just snag this here toasted bagel real quick. carry on.\" 9/10 https://t.co/Cuz0Osnekp\n",
      "0.004347219131886959\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",
      "0.00545414409134537\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",
      "0.00424065999686718\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",
      "0.007524544023908675\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",
      "0.004159970907494426\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",
      "0.004956642049364746\n",
      "Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw\n",
      "0.005671681952662766\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",
      "0.0041578400414437056\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",
      "0.005693231010809541\n",
      "🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10s https://t.co/GK2HJtkdQk\n",
      "0.007267260109074414\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",
      "0.005324709927663207\n",
      "This is Bernie. He just touched a boob for the first time. 10/10 https://t.co/whQKMygnK6\n",
      "0.005287226988002658\n",
      "Say hello to Buddah. He was Waldo for Halloween. 11/10 https://t.co/DVAqAnb624\n",
      "0.004714412963949144\n",
      "Here's a pupper licking in slow motion. 12/10 please enjoy https://t.co/AUJi8ujxw9\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.006883054040372372\n",
      "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",
      "0.003829816007055342\n",
      "We've got ourselves a battle here. Watch out Reggie. 11/10 https://t.co/ALJvbtcwf0\n",
      "0.00555209000594914\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",
      "0.004977724049240351\n",
      "Seriously guys?! Only send in dogs. I only rate dogs. This is a baby black bear... 11/10 https://t.co/H7kpabTfLj\n",
      "0.005212844116613269\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",
      "0.0050012359861284494\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",
      "0.0037339109694585204\n",
      "12/10 stay woke https://t.co/XDiQw4Akiw\n",
      "0.004898671875707805\n",
      "I shall call him squishy and he shall be mine, and he shall be my squishy. 13/10 https://t.co/WId5lxNdPH\n",
      "0.006907226052135229\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",
      "0.004636454046703875\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",
      "0.005050493986345828\n",
      "Rare shielded battle dog here. Very happy about abundance of lettuce. Painfully slow fetcher. Still petable. 5/10 https://t.co/C3tlKVq7eO\n",
      "0.00599718710873276\n",
      "Happy Friday. Here's some golden puppers. 12/10 for all https://t.co/wNkqAED6lG\n",
      "0.004425994120538235\n",
      "The tail alone is 13/10. Great dog, better owner https://t.co/IyAXinfyju\n",
      "0.005142003996297717\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",
      "0.005592652014456689\n",
      "Everyone needs to watch this. 13/10 https://t.co/Bb3xnpsWBC\n",
      "0.009036655072122812\n",
      "Yea I lied. Here's more. All 13/10 https://t.co/ZQZf2U4xCP\n",
      "0.0037797659169882536\n",
      "Good morning here's a grass pupper. 12/10 https://t.co/2d68FmWGGs\n",
      "0.0022323339944705367\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",
      "0.0030140388989821076\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",
      "0.005681511014699936\n",
      "holy shit 12/10 https://t.co/p6O8X93bTQ\n",
      "0.004383851890452206\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",
      "0.0021022299770265818\n",
      "This is Coops. He's yelling at the carpet. Not very productive Coops. 7/10 https://t.co/Uz52oYnHzF\n",
      "0.00504509499296546\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",
      "0.0049431080697104335\n",
      "This is Steven. He got locked outside. Damn it Steven. 5/10 nice grill tho https://t.co/zf7Sxxjfp3\n",
      "0.005062253912910819\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",
      "0.0048725788947194815\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",
      "0.00529425498098135\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",
      "0.005014872876927257\n",
      "This is a fluffy albino Bacardi Columbia mix. Excellent at the tweets. 11/10 would hug gently https://t.co/diboDRUuEI\n",
      "0.0070970309898257256\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",
      "0.0044299791334196925\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",
      "0.005612022127024829\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",
      "0.00826534500811249\n",
      "Ok last one of these. I may try to make some myself. Anyway here ya go. 13/10 https://t.co/i9CDd1oEu8\n",
      "0.0036132120294496417\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",
      "0.005527700064703822\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",
      "0.008961963932961226\n",
      "I have found another. 13/10 https://t.co/HwroPYv8pY\n",
      "0.003828219952993095\n",
      "ER... MER... GERD 13/10 https://t.co/L1puJISV1a\n",
      "0.005179742001928389\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",
      "0.005699355970136821\n",
      "Bedazzled pup here. Fashionable af. Super yellow. Looks hella fluffy. Webbed paws for efficient fetching. 8/10 https://t.co/ot8yMUGodj\n",
      "0.002818272914737463\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",
      "0.005097272922284901\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",
      "0.005164772970601916\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",
      "0.004901867010630667\n",
      "Just received another perfect photo of dogs and the sunset. 12/10 https://t.co/9YmNcxA2Cc\n",
      "0.004643380991183221\n",
      "Everyone please just appreciate how perfect these two photos are. 12/10 for both https://t.co/rLf7asnHxO\n",
      "0.004785520141012967\n",
      "This is Sophie. She just saw a spider. 10/10 don't just stand there Sophie https://t.co/VagYftZccT\n",
      "0.0033787329448387027\n",
      "Some clarification is required. The dog is singing Cher and that is more than worthy of an 11/10. Thank you\n",
      "0.0038043430540710688\n",
      "\"🎶 DO YOU BELIEVE IN LIFE AFTER LOVE 🎶\"\n",
      "11/10 https://t.co/URNs5zFskc\n",
      "0.004955232958309352\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",
      "0.005266141961328685\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",
      "0.006437251926399767\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",
      "0.004802564857527614\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",
      "0.005118421162478626\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",
      "0.005365660996176302\n",
      "When you see sophomores in high school driving. 11/10 https://t.co/m6aC8d1Kzp\n",
      "0.0071788650238886476\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",
      "0.002041290048509836\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",
      "0.00423638999927789\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",
      "0.00692505796905607\n",
      "This is Louis. He thinks he's flying. 13/10 this is a legendary pup https://t.co/6d9WziPXmx\n",
      "0.000731235952116549\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",
      "0.003368898876942694\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",
      "0.002584890928119421\n",
      "This is Ava. She doesn't understand flowers. 12/10 would caress firmly https://t.co/BxTJAFSIgk\n",
      "0.004858196014538407\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",
      "0.004689207999035716\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "This is Lenny. He wants to be a sprinkler. 10/10 you got this Lenny https://t.co/CZ0YaB40Hn\n",
      "0.007193341967649758\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",
      "0.005376351065933704\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",
      "0.005961688118986785\n",
      "13/10\n",
      "@ABC7\n",
      "0.004764947923831642\n",
      "This is Lennon. He's in quite the predicament. 8/10 hang in there pupper https://t.co/7mf8XXPAZv\n",
      "0.005116658052429557\n",
      "This is life-changing. 12/10 https://t.co/SroTpI6psB\n",
      "0.005978112109005451\n",
      "This is Kenny. He just wants to be included in the happenings. 11/10 https://t.co/2S6oye3XqK\n",
      "0.004880373016931117\n",
      "\"AT DAWN, WE RIDE\"\n",
      "10/10 for both dogs https://t.co/3aXX6wH6it\n",
      "0.0049977001035586\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",
      "0.0075637869304046035\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",
      "0.0045759850181639194\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",
      "0.003876285976730287\n",
      "Say hello to Bobbay. He's a marshmallow wizard. 10/10 https://t.co/r6LZN1o1Gx\n",
      "0.004654505988582969\n",
      "This is a Sagitariot Baklava mix. Loves her new hat. 11/10 radiant pup https://t.co/Bko5kFJYUU\n",
      "0.005084367003291845\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",
      "0.0070712248561903834\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",
      "-0.00010163499973714352\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",
      "0.0011415639892220497\n",
      "This is Lucy. She knits. Specializes in toboggans. 10/10 I'd buy a toboggan from Lucy https://t.co/YE2XDHy4Yk\n",
      "-0.001430417993105948\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",
      "0.006960604107007384\n",
      "Yea I can't handle the cuteness anymore. Curls for days. 12/10 for all https://t.co/sAI6gCGZYX\n",
      "0.002470791107043624\n",
      "This is Kaiya. She's an aspiring shoe model. 12/10 follow your dreams pupper https://t.co/nX8FiGRHvk\n",
      "-0.0003122640773653984\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",
      "0.0027663870714604855\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",
      "0.0062599400989711285\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",
      "0.004838297958485782\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",
      "0.007731386926025152\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",
      "0.004021949018351734\n",
      "This is one esteemed pupper. Just graduated college. 10/10 what a champ https://t.co/nyReCVRiyd\n",
      "0.0026173049118369818\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",
      "0.0008901149267330766\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",
      "-0.0002026561414822936\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",
      "0.0049628979759290814\n",
      "The millennials have spoken and we've decided to immediately demote to a 1/10. Thank you\n",
      "0.006984141073189676\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",
      "0.00458637997508049\n",
      "🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10 https://t.co/MTOOksRzvH\n",
      "0.002184412907809019\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",
      "0.0007330690277740359\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",
      "0.005421174922958016\n",
      "This is Raymond. He's absolutely terrified of floating tennis ball. 10/10 it'll be ok pupper https://t.co/QyH1CaY3SM\n",
      "0.0011717570014297962\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",
      "0.004469463019631803\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",
      "0.003839585930109024\n",
      "This is Pickles. She's a tiny pointy pupper. Average walker. Very skeptical of wet leaf. 8/10 https://t.co/lepRCaGcgw\n",
      "0.004871608107350767\n",
      "When you're having a blast and remember tomorrow's Monday. 11/10 https://t.co/YPsJasNVGe\n",
      "0.005050246021710336\n",
      "Meet Larry. He doesn't know how to shoe. 9/10 damn it Larry https://t.co/jMki5GOV3y\n",
      "0.0007462569046765566\n",
      "This is George. He's upset that the 4th of July isn't everyday. 11/10 https://t.co/wImU0jdx3E\n",
      "0.001671364065259695\n",
      "This is Shnuggles. I would kill for Shnuggles. 13/10 https://t.co/GwvpQiQ7oQ\n",
      "0.008480032905936241\n",
      "This is Kendall. 12/10 would cuddle the hell out of https://t.co/fJulMurnfj\n",
      "0.004016646998934448\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",
      "0.003646331955678761\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",
      "0.004369661910459399\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",
      "0.005104659008793533\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",
      "0.003414736012928188\n",
      "When you ask your professor about extra credit on the last day of class. 8/10 https://t.co/H6rqZyE4NP\n",
      "0.00476039492059499\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",
      "0.005108949029818177\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",
      "0.005688017001375556\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",
      "0.004395674914121628\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",
      "0.005453075049445033\n",
      "*lets out a tiny screech and then goes into complete cardiac arrest* 12/10 https://t.co/az5PLGzVNJ\n",
      "0.0036138270515948534\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",
      "0.004117474076338112\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",
      "0.005466323927976191\n",
      "IT'S SO SMALL ERMERGERF 11/10 https://t.co/dNUbKOSiWW\n",
      "0.006519305985420942\n",
      "This is Django. He's a skilled assassin pupper. 10/10 https://t.co/w0YTuiRd1a\n",
      "0.004911814001388848\n",
      "This is Frankie. He's wearing blush. 11/10 really accents the cheek bones https://t.co/iJABMhVidf\n",
      "0.006515310960821807\n",
      "Take a moment and appreciate how these two dogs fell asleep. Simply magnificent. 10/10 for both https://t.co/juX48bWpng\n",
      "0.004599330946803093\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",
      "0.006665805005468428\n",
      "This is Mac. His dad's probably a lawyer. 11/10 https://t.co/mjC0QpXGum\n",
      "0.0017098769312724471\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"
     ]
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      "0.008269101963378489\n",
      "This is Dexter. He just got some big news. 10/10 https://t.co/CbvCUE6PFI\n",
      "0.003452730947174132\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",
      "0.0037571300053969026\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",
      "0.006288105039857328\n",
      "This is Pumpkin. He can look in two different directions at once. Great with a screwdriver. 8/10 https://t.co/odpuqtz2Fq\n",
      "0.005546799977310002\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",
      "0.0033459720434620976\n",
      "Very happy pup here. Always smiling. Loves his little leaf. Carries it everywhere with him. 9/10 https://t.co/81BCQAyvcs\n",
      "0.005671337945386767\n",
      "Extraordinary dog here. Looks large. Just a head. No body. Rather intrusive. 5/10 would still pet https://t.co/ufHWUFA9Pu\n",
      "0.004352357005700469\n",
      "This is Chuckles. He is one skeptical pupper. 10/10 stay woke Chuckles https://t.co/ZlcF0TIRW1\n",
      "0.007103019976057112\n",
      "This is Chet. He's having a hard time. Really struggling. 7/10 hang in there pupper https://t.co/eb4ta0xtnd\n",
      "0.003993286984041333\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",
      "0.004175551934167743\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",
      "0.004798933048732579\n",
      "This is Jimison. He's stuck in a pot. Damn it Jimison. 9/10 https://t.co/KpLyca3o3E\n",
      "0.005430278950370848\n",
      "This is Cheryl AKA Queen Pupper of the Skies. Experienced fighter pilot. Much skill. True hero. 11/10 https://t.co/i4XJEWwdsp\n",
      "0.005437357001937926\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",
      "0.00538582808803767\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",
      "0.006137461052276194\n",
      "This is Ed. He's not mad, just disappointed. 10/10 https://t.co/BIljU0zhLN\n",
      "0.006493691937066615\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",
      "0.004779221024364233\n",
      "This is Leonidas. He just got rekt by a snowball. 9/10 doggy down https://t.co/uNrmYDUa9M\n",
      "0.005046483012847602\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",
      "0.004601283930242062\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",
      "0.004961889004334807\n",
      "This is Caryl. Likes to get in the microwave. 9/10 damn it Caryl https://t.co/YAVwvNaois\n",
      "0.007031866000033915\n",
      "This is a baby Rand Paul. Curls for days. 11/10 would cuddle the hell out of https://t.co/xHXNaPAYRe\n",
      "0.004530831007286906\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",
      "0.005021654884330928\n",
      "This is Taz. He boxes leaves. 10/10 https://t.co/bWQ0iIcP0w\n",
      "0.003924538032151759\n",
      "Lots of pups here. All are Judea Hazelnuts. Exceptionally portable. 8/10 for all https://t.co/Pa8EmpDCuI\n",
      "0.006948381080292165\n",
      "Meet Darby. He's a Fiscal Tutankhamen Waxbeard. Really likes steak. 7/10 https://t.co/rSndxTL0Ap\n",
      "0.005029240972362459\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",
      "0.0012717271456494927\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",
      "0.006346853915601969\n",
      "This is light saber pup. Ready to fight off evil with light saber. 10/10 true hero https://t.co/LPPa3btIIt\n",
      "0.005266206921078265\n",
      "Say hello to Jazz. She should be on the cover of Vogue. 12/10 gorgeous pupper https://t.co/mVCMemhXAP\n",
      "0.004350851057097316\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",
      "0.005035081994719803\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",
      "0.0065140469232574105\n",
      "This is Pippin. He is terrified of his new little yellow giraffe. 11/10 https://t.co/ZICNl6tIr5\n",
      "0.005292742978781462\n",
      "When you accidentally open up the front facing camera. 10/10 https://t.co/jDXxZARQIZ\n",
      "0.006726365070790052\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",
      "0.0050467619439587\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",
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      "\u001b[93m669573570759163904: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
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     ]
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     "text": [
      "\u001b[93m667538891197542400: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
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      "\u001b[93m666781792255496192: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666776908487630848: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666739327293083650: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666701168228331520: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666691418707132416: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666649482315059201: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666644823164719104: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666454714377183233: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666447344410484738: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666437273139982337: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666435652385423360: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666430724426358785: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666428276349472768: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666421158376562688: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666418789513326592: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666411507551481857: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666407126856765440: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666396247373291520: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666373753744588802: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666362758909284353: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666353288456101888: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666345417576210432: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666337882303524864: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666293911632134144: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666287406224695296: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666273097616637952: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666268910803644416: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666104133288665088: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666102155909144576: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666099513787052032: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666094000022159362: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666082916733198337: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666073100786774016: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666071193221509120: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666063827256086533: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666058600524156928: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666057090499244032: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666055525042405380: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666051853826850816: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666050758794694657: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666049248165822465: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666044226329800704: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666033412701032449: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666029285002620928: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n",
      "\u001b[93m666020888022790149: [{'message': 'Rate limit exceeded', 'code': 88}]\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# for each tweet's JSON data using Python's Tweepy library...\n",
    "json_list = []\n",
    "status_errors = []\n",
    "for x in tweet_id:\n",
    "    try:\n",
    "        start = timeit.timeit()\n",
    "        tweet = api.get_status(x, tweet_mode='extended')\n",
    "        json_list.append(tweet._json)\n",
    "        print(tweet.full_text)\n",
    "        time.sleep(0.5)\n",
    "        end = timeit.timeit()\n",
    "        print(end - start)\n",
    "    except Exception as e:\n",
    "        print('\\033[93m' + str(x) + \": \" + str(e) + '\\033[0m')\n",
    "        status_errors.append(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [],
   "source": [
    "# and store each tweet's entire set of JSON data in a file called tweet_json.txt file. \n",
    "# Each tweet's JSON data should be written to its own line.\n",
    "with open('tweet_json.txt', 'w') as file:\n",
    "    for item in json_list:\n",
    "        json.dump(item, file)\n",
    "        file.write('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Then read this .txt file line by line into a pandas DataFrame with (at minimum): \n",
    "# tweet ID, retweet count, and favorite count.\n",
    "df_list = []\n",
    "with open('tweet_json.txt') as file:\n",
    "    for line in file:\n",
    "        json_line = json.loads(line)\n",
    "        id = json_line['id']\n",
    "        retweet_count = json_line['retweet_count']\n",
    "        favorite_count = json_line['favorite_count']\n",
    "        retweeted = json_line['retweeted']\n",
    "        created_at = json_line['created_at']\n",
    "        # Append to list of dictionaries\n",
    "        df_list.append({'tweet_id': id,\n",
    "                        'retweet_count': retweet_count,\n",
    "                        'favorite_count': favorite_count,\n",
    "                        'retweeted': retweeted,\n",
    "                        'created_at': created_at})\n",
    "    social_data = pd.DataFrame(df_list, columns = ['tweet_id', 'retweet_count', 'favorite_count', 'retweeted', 'created_at'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 00:17:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Tilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-31 00:18:03 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Archie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-30 15:58:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Darla</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-29 16:00:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Franklin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2356 entries, 0 to 2355\n",
      "Data columns (total 17 columns):\n",
      "tweet_id                      2356 non-null int64\n",
      "in_reply_to_status_id         78 non-null float64\n",
      "in_reply_to_user_id           78 non-null float64\n",
      "timestamp                     2356 non-null object\n",
      "source                        2356 non-null object\n",
      "text                          2356 non-null object\n",
      "retweeted_status_id           181 non-null float64\n",
      "retweeted_status_user_id      181 non-null float64\n",
      "retweeted_status_timestamp    181 non-null object\n",
      "expanded_urls                 2297 non-null object\n",
      "rating_numerator              2356 non-null int64\n",
      "rating_denominator            2356 non-null int64\n",
      "name                          2356 non-null object\n",
      "doggo                         2356 non-null object\n",
      "floofer                       2356 non-null object\n",
      "pupper                        2356 non-null object\n",
      "puppo                         2356 non-null object\n",
      "dtypes: float64(4), int64(3), object(10)\n",
      "memory usage: 313.0+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_enhanced.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    2175\n",
       "True      181\n",
       "Name: retweeted_status_id, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced['retweeted_status_id'].notnull().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>888202515573088257</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-21 01:02:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Canela. She attempted s...</td>\n",
       "      <td>8.874740e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-07-19 00:47:34 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/887473957...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Canela</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>886054160059072513</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-15 02:45:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @Athletics: 12/10 #BATP https://t.co/WxwJmv...</td>\n",
       "      <td>8.860537e+17</td>\n",
       "      <td>1.960740e+07</td>\n",
       "      <td>2017-07-15 02:44:07 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/886053434...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>885311592912609280</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-13 01:35:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Lilly. She just paralle...</td>\n",
       "      <td>8.305833e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-02-12 01:04:29 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/830583320...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Lilly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>879130579576475649</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-26 00:13:58 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Emmy. She was adopted t...</td>\n",
       "      <td>8.780576e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-06-23 01:10:23 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/878057613...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Emmy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>878404777348136964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-24 00:09:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Meet Shadow. In an attempt to r...</td>\n",
       "      <td>8.782815e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-06-23 16:00:04 +0000</td>\n",
       "      <td>https://www.gofundme.com/3yd6y1c,https://twitt...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Shadow</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>878316110768087041</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-23 18:17:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Meet Terrance. He's being yelle...</td>\n",
       "      <td>6.690004e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-24 03:51:38 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/669000397...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Terrance</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>877611172832227328</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-21 19:36:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @rachel2195: @dog_rates the boyfriend and h...</td>\n",
       "      <td>8.768508e+17</td>\n",
       "      <td>5.128045e+08</td>\n",
       "      <td>2017-06-19 17:14:49 +0000</td>\n",
       "      <td>https://twitter.com/rachel2195/status/87685077...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>874434818259525634</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-13 01:14:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Coco. At first I though...</td>\n",
       "      <td>8.663350e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-21 16:48:45 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/866334964...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Coco</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>873697596434513921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-11 00:25:14 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Walter. He won't start ...</td>\n",
       "      <td>8.688804e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-28 17:23:24 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/868880397...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>Walter</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>873337748698140672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-10 00:35:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Sierra. She's one preci...</td>\n",
       "      <td>8.732138e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-06-09 16:22:42 +0000</td>\n",
       "      <td>https://www.gofundme.com/help-my-baby-sierra-g...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Sierra</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>872668790621863937</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-08 04:17:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @loganamnosis: Penelope here is doing me qu...</td>\n",
       "      <td>8.726576e+17</td>\n",
       "      <td>1.547674e+08</td>\n",
       "      <td>2017-06-08 03:32:35 +0000</td>\n",
       "      <td>https://twitter.com/loganamnosis/status/872657...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>871166179821445120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-06-04 00:46:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Dawn. She's just checki...</td>\n",
       "      <td>8.410770e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-13 00:02:39 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/841077006...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Dawn</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>869988702071779329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-31 18:47:24 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: We only rate dogs. This is quit...</td>\n",
       "      <td>8.591970e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-02 00:04:57 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/859196978...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>quite</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>868639477480148993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-28 01:26:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Say hello to Cooper. His expres...</td>\n",
       "      <td>8.685523e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-27 19:39:34 +0000</td>\n",
       "      <td>https://www.gofundme.com/3ti3nps,https://twitt...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Cooper</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>867072653475098625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-23 17:40:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @rachaeleasler: these @dog_rates hats are 1...</td>\n",
       "      <td>8.650134e+17</td>\n",
       "      <td>7.874618e+17</td>\n",
       "      <td>2017-05-18 01:17:25 +0000</td>\n",
       "      <td>https://twitter.com/rachaeleasler/status/86501...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>866816280283807744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-23 00:41:20 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Jamesy. He gives a kiss...</td>\n",
       "      <td>8.664507e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-22 00:28:40 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/866450705...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Jamesy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>866094527597207552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-21 00:53:21 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Here's a pupper before and afte...</td>\n",
       "      <td>8.378202e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-04 00:21:08 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/837820167...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>863471782782697472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-13 19:11:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Say hello to Quinn. She's quite...</td>\n",
       "      <td>8.630625e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-12 16:05:02 +0000</td>\n",
       "      <td>https://www.gofundme.com/helpquinny,https://tw...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Quinn</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>861769973181624320</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-09 02:29:07 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: \"Good afternoon class today we'...</td>\n",
       "      <td>8.066291e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-12-07 22:38:52 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/806629075...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>860981674716409858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-06 22:16:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Meet Lorenzo. He's an avid nift...</td>\n",
       "      <td>8.605638e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-05-05 18:36:06 +0000</td>\n",
       "      <td>https://www.gofundme.com/help-lorenzo-beat-can...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Lorenzo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>860924035999428608</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-06 18:27:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @tallylott: h*ckin adorable promposal. 13/1...</td>\n",
       "      <td>8.609145e+17</td>\n",
       "      <td>3.638908e+08</td>\n",
       "      <td>2017-05-06 17:49:42 +0000</td>\n",
       "      <td>https://twitter.com/tallylott/status/860914485...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>860177593139703809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-04 17:01:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Ohboyohboyohboyohboyohboyohboyo...</td>\n",
       "      <td>7.616730e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-08-05 21:19:27 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/761672994...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>858860390427611136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-01 01:47:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Meet Winston. He knows he's a l...</td>\n",
       "      <td>8.395493e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-08 18:52:12 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/839549326...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Winston</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>857062103051644929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-26 02:41:43 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @AaronChewning: First time wearing my @dog_...</td>\n",
       "      <td>8.570611e+17</td>\n",
       "      <td>5.870972e+07</td>\n",
       "      <td>2017-04-26 02:37:47 +0000</td>\n",
       "      <td>https://twitter.com/AaronChewning/status/85706...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>856602993587888130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-24 20:17:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Luna. It's her first ti...</td>\n",
       "      <td>8.447048e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-23 00:18:10 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/844704788...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Luna</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>856330835276025856</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-24 02:15:55 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @Jenna_Marbles: @dog_rates Thanks for ratin...</td>\n",
       "      <td>8.563302e+17</td>\n",
       "      <td>6.669901e+07</td>\n",
       "      <td>2017-04-24 02:13:14 +0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>855245323840757760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-21 02:22:29 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Meet George. He looks slightly ...</td>\n",
       "      <td>8.421635e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-03-16 00:00:07 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/842163532...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>George</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>855138241867124737</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-20 19:16:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @frasercampbell_: oh my... what's that... b...</td>\n",
       "      <td>8.551225e+17</td>\n",
       "      <td>7.475543e+17</td>\n",
       "      <td>2017-04-20 18:14:33 +0000</td>\n",
       "      <td>https://twitter.com/frasercampbell_/status/855...</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>852936405516943360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-14 17:27:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: I usually only share these on F...</td>\n",
       "      <td>8.316501e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-02-14 23:43:18 +0000</td>\n",
       "      <td>http://www.gofundme.com/bluethewhitehusky,http...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>851953902622658560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-12 00:23:33 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Astrid. She's a guide d...</td>\n",
       "      <td>8.293743e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-02-08 17:00:26 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/829374341...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Astrid</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>775096608509886464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-11 22:20:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: After so many requests, this is...</td>\n",
       "      <td>7.403732e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-08 02:41:38 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740373189...</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>773336787167145985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-07 01:47:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Meet Fizz. She thinks love is a...</td>\n",
       "      <td>7.713808e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-09-01 16:14:48 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/771380798...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Fizz</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>772615324260794368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-05 02:00:22 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Gromit. He's pupset bec...</td>\n",
       "      <td>7.652221e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-08-15 16:22:20 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/765222098...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Gromit</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>771171053431250945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-01 02:21:21 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Frankie. He's wearing b...</td>\n",
       "      <td>6.733201e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-06 01:56:44 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673320132...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Frankie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>771004394259247104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-31 15:19:06 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @katieornah: @dog_rates learning a lot at c...</td>\n",
       "      <td>7.710021e+17</td>\n",
       "      <td>1.732729e+09</td>\n",
       "      <td>2016-08-31 15:10:07 +0000</td>\n",
       "      <td>https://twitter.com/katieornah/status/77100213...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>770743923962707968</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-30 22:04:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Here's a doggo blowing bubbles....</td>\n",
       "      <td>7.392382e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-04 23:31:25 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/739238157...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>770093767776997377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-29 03:00:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is just downright precious...</td>\n",
       "      <td>7.410673e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-10 00:39:48 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/741067306...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>just</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>769335591808995329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-27 00:47:53 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Ever seen a dog pet another dog...</td>\n",
       "      <td>7.069045e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-03-07 18:09:06 +0000</td>\n",
       "      <td>https://vine.co/v/iXQAm5Lrgrh,https://vine.co/...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>768909767477751808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-25 20:35:48 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: When it's Janet from accounting...</td>\n",
       "      <td>7.001438e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-02-18 02:24:13 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/700143752...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>768554158521745409</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-24 21:02:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Nollie. She's waving at...</td>\n",
       "      <td>7.399792e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-07 00:36:02 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/739979191...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Nollie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>766864461642756096</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-20 05:08:29 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: We only rate dogs... this is a ...</td>\n",
       "      <td>7.599238e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-08-01 01:28:46 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/759923798...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>766078092750233600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-18 01:03:45 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Colby. He's currently r...</td>\n",
       "      <td>7.258423e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-04-29 00:21:01 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/725842289...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Colby</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>763167063695355904</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-10 00:16:21 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Meet Eve. She's a raging alcoho...</td>\n",
       "      <td>6.732953e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-06 00:17:55 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/673295268...</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Eve</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>761750502866649088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-06 02:27:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: \"Tristan do not speak to me wit...</td>\n",
       "      <td>6.853251e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-08 05:00:14 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/685325112...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>761371037149827077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-05 01:19:35 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Oh. My. God. 13/10 magical af h...</td>\n",
       "      <td>7.116948e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-03-20 23:23:54 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/711694788...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>760153949710192640</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-01 16:43:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @hownottodraw: The story/person behind @dog...</td>\n",
       "      <td>7.601538e+17</td>\n",
       "      <td>1.950368e+08</td>\n",
       "      <td>2016-08-01 16:42:51 +0000</td>\n",
       "      <td>https://weratedogs.com/pages/about-us,https://...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>759566828574212096</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-31 01:50:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This... is a Tyrannosaurus rex....</td>\n",
       "      <td>7.395441e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-05 19:47:03 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/739544079...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>759159934323924993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-29 22:53:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: AT DAWN...\\nWE RIDE\\n\\n11/10 ht...</td>\n",
       "      <td>6.703191e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-27 19:11:49 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/670319130...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>757729163776290825</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-26 00:08:05 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Chompsky. He lives up t...</td>\n",
       "      <td>6.790626e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-21 22:15:18 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/679062614...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Chompsky</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>757597904299253760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-25 15:26:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @jon_hill987: @dog_rates There is a cunning...</td>\n",
       "      <td>7.575971e+17</td>\n",
       "      <td>2.804798e+08</td>\n",
       "      <td>2016-07-25 15:23:28 +0000</td>\n",
       "      <td>https://twitter.com/jon_hill987/status/7575971...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>754874841593970688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-18 03:06:01 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Rubio. He has too much ...</td>\n",
       "      <td>6.791584e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-22 04:35:49 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/679158373...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Rubio</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>753298634498793472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-13 18:42:44 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Carly. She's actually 2...</td>\n",
       "      <td>6.815232e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-28 17:12:42 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/681523177...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Carly</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>752701944171524096</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-12 03:11:42 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: HEY PUP WHAT'S THE PART OF THE ...</td>\n",
       "      <td>6.835159e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-03 05:11:12 +0000</td>\n",
       "      <td>https://vine.co/v/ibvnzrauFuV,https://vine.co/...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>752309394570878976</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-11 01:11:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Everyone needs to watch this. 1...</td>\n",
       "      <td>6.753544e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-12-11 16:40:19 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675354435...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>747242308580548608</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-27 01:37:04 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This pupper killed this great w...</td>\n",
       "      <td>7.047611e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-03-01 20:11:59 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/704761120...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>746521445350707200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-25 01:52:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is Shaggy. He knows exactl...</td>\n",
       "      <td>6.678667e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-21 00:46:50 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667866724...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Shaggy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>743835915802583040</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-17 16:01:16 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Extremely intelligent dog here....</td>\n",
       "      <td>6.671383e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2015-11-19 00:32:12 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/667138269...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1242</th>\n",
       "      <td>711998809858043904</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-21 19:31:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @twitter: @dog_rates Awesome Tweet! 12/10. ...</td>\n",
       "      <td>7.119983e+17</td>\n",
       "      <td>7.832140e+05</td>\n",
       "      <td>2016-03-21 19:29:52 +0000</td>\n",
       "      <td>https://twitter.com/twitter/status/71199827977...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2259</th>\n",
       "      <td>667550904950915073</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 03:51:52 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>RT @dogratingrating: Exceptional talent. Origi...</td>\n",
       "      <td>6.675487e+17</td>\n",
       "      <td>4.296832e+09</td>\n",
       "      <td>2015-11-20 03:43:06 +0000</td>\n",
       "      <td>https://twitter.com/dogratingrating/status/667...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2260</th>\n",
       "      <td>667550882905632768</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 03:51:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>RT @dogratingrating: Unoriginal idea. Blatant ...</td>\n",
       "      <td>6.675484e+17</td>\n",
       "      <td>4.296832e+09</td>\n",
       "      <td>2015-11-20 03:41:59 +0000</td>\n",
       "      <td>https://twitter.com/dogratingrating/status/667...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>181 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "19    888202515573088257                    NaN                  NaN   \n",
       "32    886054160059072513                    NaN                  NaN   \n",
       "36    885311592912609280                    NaN                  NaN   \n",
       "68    879130579576475649                    NaN                  NaN   \n",
       "73    878404777348136964                    NaN                  NaN   \n",
       "74    878316110768087041                    NaN                  NaN   \n",
       "78    877611172832227328                    NaN                  NaN   \n",
       "91    874434818259525634                    NaN                  NaN   \n",
       "95    873697596434513921                    NaN                  NaN   \n",
       "97    873337748698140672                    NaN                  NaN   \n",
       "101   872668790621863937                    NaN                  NaN   \n",
       "109   871166179821445120                    NaN                  NaN   \n",
       "118   869988702071779329                    NaN                  NaN   \n",
       "124   868639477480148993                    NaN                  NaN   \n",
       "130   867072653475098625                    NaN                  NaN   \n",
       "132   866816280283807744                    NaN                  NaN   \n",
       "137   866094527597207552                    NaN                  NaN   \n",
       "146   863471782782697472                    NaN                  NaN   \n",
       "155   861769973181624320                    NaN                  NaN   \n",
       "159   860981674716409858                    NaN                  NaN   \n",
       "160   860924035999428608                    NaN                  NaN   \n",
       "165   860177593139703809                    NaN                  NaN   \n",
       "171   858860390427611136                    NaN                  NaN   \n",
       "180   857062103051644929                    NaN                  NaN   \n",
       "182   856602993587888130                    NaN                  NaN   \n",
       "185   856330835276025856                    NaN                  NaN   \n",
       "194   855245323840757760                    NaN                  NaN   \n",
       "195   855138241867124737                    NaN                  NaN   \n",
       "204   852936405516943360                    NaN                  NaN   \n",
       "211   851953902622658560                    NaN                  NaN   \n",
       "...                  ...                    ...                  ...   \n",
       "784   775096608509886464                    NaN                  NaN   \n",
       "794   773336787167145985                    NaN                  NaN   \n",
       "800   772615324260794368                    NaN                  NaN   \n",
       "811   771171053431250945                    NaN                  NaN   \n",
       "815   771004394259247104                    NaN                  NaN   \n",
       "818   770743923962707968                    NaN                  NaN   \n",
       "822   770093767776997377                    NaN                  NaN   \n",
       "826   769335591808995329                    NaN                  NaN   \n",
       "829   768909767477751808                    NaN                  NaN   \n",
       "833   768554158521745409                    NaN                  NaN   \n",
       "841   766864461642756096                    NaN                  NaN   \n",
       "847   766078092750233600                    NaN                  NaN   \n",
       "860   763167063695355904                    NaN                  NaN   \n",
       "868   761750502866649088                    NaN                  NaN   \n",
       "872   761371037149827077                    NaN                  NaN   \n",
       "885   760153949710192640                    NaN                  NaN   \n",
       "890   759566828574212096                    NaN                  NaN   \n",
       "895   759159934323924993                    NaN                  NaN   \n",
       "908   757729163776290825                    NaN                  NaN   \n",
       "911   757597904299253760                    NaN                  NaN   \n",
       "926   754874841593970688                    NaN                  NaN   \n",
       "937   753298634498793472                    NaN                  NaN   \n",
       "943   752701944171524096                    NaN                  NaN   \n",
       "949   752309394570878976                    NaN                  NaN   \n",
       "1012  747242308580548608                    NaN                  NaN   \n",
       "1023  746521445350707200                    NaN                  NaN   \n",
       "1043  743835915802583040                    NaN                  NaN   \n",
       "1242  711998809858043904                    NaN                  NaN   \n",
       "2259  667550904950915073                    NaN                  NaN   \n",
       "2260  667550882905632768                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "19    2017-07-21 01:02:36 +0000   \n",
       "32    2017-07-15 02:45:48 +0000   \n",
       "36    2017-07-13 01:35:06 +0000   \n",
       "68    2017-06-26 00:13:58 +0000   \n",
       "73    2017-06-24 00:09:53 +0000   \n",
       "74    2017-06-23 18:17:33 +0000   \n",
       "78    2017-06-21 19:36:23 +0000   \n",
       "91    2017-06-13 01:14:41 +0000   \n",
       "95    2017-06-11 00:25:14 +0000   \n",
       "97    2017-06-10 00:35:19 +0000   \n",
       "101   2017-06-08 04:17:07 +0000   \n",
       "109   2017-06-04 00:46:17 +0000   \n",
       "118   2017-05-31 18:47:24 +0000   \n",
       "124   2017-05-28 01:26:04 +0000   \n",
       "130   2017-05-23 17:40:04 +0000   \n",
       "132   2017-05-23 00:41:20 +0000   \n",
       "137   2017-05-21 00:53:21 +0000   \n",
       "146   2017-05-13 19:11:30 +0000   \n",
       "155   2017-05-09 02:29:07 +0000   \n",
       "159   2017-05-06 22:16:42 +0000   \n",
       "160   2017-05-06 18:27:40 +0000   \n",
       "165   2017-05-04 17:01:34 +0000   \n",
       "171   2017-05-01 01:47:28 +0000   \n",
       "180   2017-04-26 02:41:43 +0000   \n",
       "182   2017-04-24 20:17:23 +0000   \n",
       "185   2017-04-24 02:15:55 +0000   \n",
       "194   2017-04-21 02:22:29 +0000   \n",
       "195   2017-04-20 19:16:59 +0000   \n",
       "204   2017-04-14 17:27:40 +0000   \n",
       "211   2017-04-12 00:23:33 +0000   \n",
       "...                         ...   \n",
       "784   2016-09-11 22:20:06 +0000   \n",
       "794   2016-09-07 01:47:12 +0000   \n",
       "800   2016-09-05 02:00:22 +0000   \n",
       "811   2016-09-01 02:21:21 +0000   \n",
       "815   2016-08-31 15:19:06 +0000   \n",
       "818   2016-08-30 22:04:05 +0000   \n",
       "822   2016-08-29 03:00:36 +0000   \n",
       "826   2016-08-27 00:47:53 +0000   \n",
       "829   2016-08-25 20:35:48 +0000   \n",
       "833   2016-08-24 21:02:45 +0000   \n",
       "841   2016-08-20 05:08:29 +0000   \n",
       "847   2016-08-18 01:03:45 +0000   \n",
       "860   2016-08-10 00:16:21 +0000   \n",
       "868   2016-08-06 02:27:27 +0000   \n",
       "872   2016-08-05 01:19:35 +0000   \n",
       "885   2016-08-01 16:43:19 +0000   \n",
       "890   2016-07-31 01:50:18 +0000   \n",
       "895   2016-07-29 22:53:27 +0000   \n",
       "908   2016-07-26 00:08:05 +0000   \n",
       "911   2016-07-25 15:26:30 +0000   \n",
       "926   2016-07-18 03:06:01 +0000   \n",
       "937   2016-07-13 18:42:44 +0000   \n",
       "943   2016-07-12 03:11:42 +0000   \n",
       "949   2016-07-11 01:11:51 +0000   \n",
       "1012  2016-06-27 01:37:04 +0000   \n",
       "1023  2016-06-25 01:52:36 +0000   \n",
       "1043  2016-06-17 16:01:16 +0000   \n",
       "1242  2016-03-21 19:31:59 +0000   \n",
       "2259  2015-11-20 03:51:52 +0000   \n",
       "2260  2015-11-20 03:51:47 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "19    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "32    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "36    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "68    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "73    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "74    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "78    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "91    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "95    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "97    <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "101   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "109   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "118   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "124   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "130   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "132   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "137   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "146   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "155   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "159   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "160   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "165   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "171   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "180   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "182   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "185   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "194   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "195   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "204   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "211   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "...                                                 ...   \n",
       "784   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "794   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "800   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "811   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "815   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "818   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "822   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "826   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "829   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "833   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "841   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "847   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "860   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "868   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "872   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "885   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "890   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "895   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "908   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "911   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "926   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "937   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "943   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "949   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1012  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1023  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1043  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1242  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2259  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "2260  <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "19    RT @dog_rates: This is Canela. She attempted s...         8.874740e+17   \n",
       "32    RT @Athletics: 12/10 #BATP https://t.co/WxwJmv...         8.860537e+17   \n",
       "36    RT @dog_rates: This is Lilly. She just paralle...         8.305833e+17   \n",
       "68    RT @dog_rates: This is Emmy. She was adopted t...         8.780576e+17   \n",
       "73    RT @dog_rates: Meet Shadow. In an attempt to r...         8.782815e+17   \n",
       "74    RT @dog_rates: Meet Terrance. He's being yelle...         6.690004e+17   \n",
       "78    RT @rachel2195: @dog_rates the boyfriend and h...         8.768508e+17   \n",
       "91    RT @dog_rates: This is Coco. At first I though...         8.663350e+17   \n",
       "95    RT @dog_rates: This is Walter. He won't start ...         8.688804e+17   \n",
       "97    RT @dog_rates: This is Sierra. She's one preci...         8.732138e+17   \n",
       "101   RT @loganamnosis: Penelope here is doing me qu...         8.726576e+17   \n",
       "109   RT @dog_rates: This is Dawn. She's just checki...         8.410770e+17   \n",
       "118   RT @dog_rates: We only rate dogs. This is quit...         8.591970e+17   \n",
       "124   RT @dog_rates: Say hello to Cooper. His expres...         8.685523e+17   \n",
       "130   RT @rachaeleasler: these @dog_rates hats are 1...         8.650134e+17   \n",
       "132   RT @dog_rates: This is Jamesy. He gives a kiss...         8.664507e+17   \n",
       "137   RT @dog_rates: Here's a pupper before and afte...         8.378202e+17   \n",
       "146   RT @dog_rates: Say hello to Quinn. She's quite...         8.630625e+17   \n",
       "155   RT @dog_rates: \"Good afternoon class today we'...         8.066291e+17   \n",
       "159   RT @dog_rates: Meet Lorenzo. He's an avid nift...         8.605638e+17   \n",
       "160   RT @tallylott: h*ckin adorable promposal. 13/1...         8.609145e+17   \n",
       "165   RT @dog_rates: Ohboyohboyohboyohboyohboyohboyo...         7.616730e+17   \n",
       "171   RT @dog_rates: Meet Winston. He knows he's a l...         8.395493e+17   \n",
       "180   RT @AaronChewning: First time wearing my @dog_...         8.570611e+17   \n",
       "182   RT @dog_rates: This is Luna. It's her first ti...         8.447048e+17   \n",
       "185   RT @Jenna_Marbles: @dog_rates Thanks for ratin...         8.563302e+17   \n",
       "194   RT @dog_rates: Meet George. He looks slightly ...         8.421635e+17   \n",
       "195   RT @frasercampbell_: oh my... what's that... b...         8.551225e+17   \n",
       "204   RT @dog_rates: I usually only share these on F...         8.316501e+17   \n",
       "211   RT @dog_rates: This is Astrid. She's a guide d...         8.293743e+17   \n",
       "...                                                 ...                  ...   \n",
       "784   RT @dog_rates: After so many requests, this is...         7.403732e+17   \n",
       "794   RT @dog_rates: Meet Fizz. She thinks love is a...         7.713808e+17   \n",
       "800   RT @dog_rates: This is Gromit. He's pupset bec...         7.652221e+17   \n",
       "811   RT @dog_rates: This is Frankie. He's wearing b...         6.733201e+17   \n",
       "815   RT @katieornah: @dog_rates learning a lot at c...         7.710021e+17   \n",
       "818   RT @dog_rates: Here's a doggo blowing bubbles....         7.392382e+17   \n",
       "822   RT @dog_rates: This is just downright precious...         7.410673e+17   \n",
       "826   RT @dog_rates: Ever seen a dog pet another dog...         7.069045e+17   \n",
       "829   RT @dog_rates: When it's Janet from accounting...         7.001438e+17   \n",
       "833   RT @dog_rates: This is Nollie. She's waving at...         7.399792e+17   \n",
       "841   RT @dog_rates: We only rate dogs... this is a ...         7.599238e+17   \n",
       "847   RT @dog_rates: This is Colby. He's currently r...         7.258423e+17   \n",
       "860   RT @dog_rates: Meet Eve. She's a raging alcoho...         6.732953e+17   \n",
       "868   RT @dog_rates: \"Tristan do not speak to me wit...         6.853251e+17   \n",
       "872   RT @dog_rates: Oh. My. God. 13/10 magical af h...         7.116948e+17   \n",
       "885   RT @hownottodraw: The story/person behind @dog...         7.601538e+17   \n",
       "890   RT @dog_rates: This... is a Tyrannosaurus rex....         7.395441e+17   \n",
       "895   RT @dog_rates: AT DAWN...\\nWE RIDE\\n\\n11/10 ht...         6.703191e+17   \n",
       "908   RT @dog_rates: This is Chompsky. He lives up t...         6.790626e+17   \n",
       "911   RT @jon_hill987: @dog_rates There is a cunning...         7.575971e+17   \n",
       "926   RT @dog_rates: This is Rubio. He has too much ...         6.791584e+17   \n",
       "937   RT @dog_rates: This is Carly. She's actually 2...         6.815232e+17   \n",
       "943   RT @dog_rates: HEY PUP WHAT'S THE PART OF THE ...         6.835159e+17   \n",
       "949   RT @dog_rates: Everyone needs to watch this. 1...         6.753544e+17   \n",
       "1012  RT @dog_rates: This pupper killed this great w...         7.047611e+17   \n",
       "1023  RT @dog_rates: This is Shaggy. He knows exactl...         6.678667e+17   \n",
       "1043  RT @dog_rates: Extremely intelligent dog here....         6.671383e+17   \n",
       "1242  RT @twitter: @dog_rates Awesome Tweet! 12/10. ...         7.119983e+17   \n",
       "2259  RT @dogratingrating: Exceptional talent. Origi...         6.675487e+17   \n",
       "2260  RT @dogratingrating: Unoriginal idea. Blatant ...         6.675484e+17   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "19                4.196984e+09  2017-07-19 00:47:34 +0000   \n",
       "32                1.960740e+07  2017-07-15 02:44:07 +0000   \n",
       "36                4.196984e+09  2017-02-12 01:04:29 +0000   \n",
       "68                4.196984e+09  2017-06-23 01:10:23 +0000   \n",
       "73                4.196984e+09  2017-06-23 16:00:04 +0000   \n",
       "74                4.196984e+09  2015-11-24 03:51:38 +0000   \n",
       "78                5.128045e+08  2017-06-19 17:14:49 +0000   \n",
       "91                4.196984e+09  2017-05-21 16:48:45 +0000   \n",
       "95                4.196984e+09  2017-05-28 17:23:24 +0000   \n",
       "97                4.196984e+09  2017-06-09 16:22:42 +0000   \n",
       "101               1.547674e+08  2017-06-08 03:32:35 +0000   \n",
       "109               4.196984e+09  2017-03-13 00:02:39 +0000   \n",
       "118               4.196984e+09  2017-05-02 00:04:57 +0000   \n",
       "124               4.196984e+09  2017-05-27 19:39:34 +0000   \n",
       "130               7.874618e+17  2017-05-18 01:17:25 +0000   \n",
       "132               4.196984e+09  2017-05-22 00:28:40 +0000   \n",
       "137               4.196984e+09  2017-03-04 00:21:08 +0000   \n",
       "146               4.196984e+09  2017-05-12 16:05:02 +0000   \n",
       "155               4.196984e+09  2016-12-07 22:38:52 +0000   \n",
       "159               4.196984e+09  2017-05-05 18:36:06 +0000   \n",
       "160               3.638908e+08  2017-05-06 17:49:42 +0000   \n",
       "165               4.196984e+09  2016-08-05 21:19:27 +0000   \n",
       "171               4.196984e+09  2017-03-08 18:52:12 +0000   \n",
       "180               5.870972e+07  2017-04-26 02:37:47 +0000   \n",
       "182               4.196984e+09  2017-03-23 00:18:10 +0000   \n",
       "185               6.669901e+07  2017-04-24 02:13:14 +0000   \n",
       "194               4.196984e+09  2017-03-16 00:00:07 +0000   \n",
       "195               7.475543e+17  2017-04-20 18:14:33 +0000   \n",
       "204               4.196984e+09  2017-02-14 23:43:18 +0000   \n",
       "211               4.196984e+09  2017-02-08 17:00:26 +0000   \n",
       "...                        ...                        ...   \n",
       "784               4.196984e+09  2016-06-08 02:41:38 +0000   \n",
       "794               4.196984e+09  2016-09-01 16:14:48 +0000   \n",
       "800               4.196984e+09  2016-08-15 16:22:20 +0000   \n",
       "811               4.196984e+09  2015-12-06 01:56:44 +0000   \n",
       "815               1.732729e+09  2016-08-31 15:10:07 +0000   \n",
       "818               4.196984e+09  2016-06-04 23:31:25 +0000   \n",
       "822               4.196984e+09  2016-06-10 00:39:48 +0000   \n",
       "826               4.196984e+09  2016-03-07 18:09:06 +0000   \n",
       "829               4.196984e+09  2016-02-18 02:24:13 +0000   \n",
       "833               4.196984e+09  2016-06-07 00:36:02 +0000   \n",
       "841               4.196984e+09  2016-08-01 01:28:46 +0000   \n",
       "847               4.196984e+09  2016-04-29 00:21:01 +0000   \n",
       "860               4.196984e+09  2015-12-06 00:17:55 +0000   \n",
       "868               4.196984e+09  2016-01-08 05:00:14 +0000   \n",
       "872               4.196984e+09  2016-03-20 23:23:54 +0000   \n",
       "885               1.950368e+08  2016-08-01 16:42:51 +0000   \n",
       "890               4.196984e+09  2016-06-05 19:47:03 +0000   \n",
       "895               4.196984e+09  2015-11-27 19:11:49 +0000   \n",
       "908               4.196984e+09  2015-12-21 22:15:18 +0000   \n",
       "911               2.804798e+08  2016-07-25 15:23:28 +0000   \n",
       "926               4.196984e+09  2015-12-22 04:35:49 +0000   \n",
       "937               4.196984e+09  2015-12-28 17:12:42 +0000   \n",
       "943               4.196984e+09  2016-01-03 05:11:12 +0000   \n",
       "949               4.196984e+09  2015-12-11 16:40:19 +0000   \n",
       "1012              4.196984e+09  2016-03-01 20:11:59 +0000   \n",
       "1023              4.196984e+09  2015-11-21 00:46:50 +0000   \n",
       "1043              4.196984e+09  2015-11-19 00:32:12 +0000   \n",
       "1242              7.832140e+05  2016-03-21 19:29:52 +0000   \n",
       "2259              4.296832e+09  2015-11-20 03:43:06 +0000   \n",
       "2260              4.296832e+09  2015-11-20 03:41:59 +0000   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "19    https://twitter.com/dog_rates/status/887473957...                13   \n",
       "32    https://twitter.com/dog_rates/status/886053434...                12   \n",
       "36    https://twitter.com/dog_rates/status/830583320...                13   \n",
       "68    https://twitter.com/dog_rates/status/878057613...                14   \n",
       "73    https://www.gofundme.com/3yd6y1c,https://twitt...                13   \n",
       "74    https://twitter.com/dog_rates/status/669000397...                11   \n",
       "78    https://twitter.com/rachel2195/status/87685077...                14   \n",
       "91    https://twitter.com/dog_rates/status/866334964...                12   \n",
       "95    https://twitter.com/dog_rates/status/868880397...                14   \n",
       "97    https://www.gofundme.com/help-my-baby-sierra-g...                12   \n",
       "101   https://twitter.com/loganamnosis/status/872657...                14   \n",
       "109   https://twitter.com/dog_rates/status/841077006...                12   \n",
       "118   https://twitter.com/dog_rates/status/859196978...                12   \n",
       "124   https://www.gofundme.com/3ti3nps,https://twitt...                12   \n",
       "130   https://twitter.com/rachaeleasler/status/86501...                13   \n",
       "132   https://twitter.com/dog_rates/status/866450705...                13   \n",
       "137   https://twitter.com/dog_rates/status/837820167...                12   \n",
       "146   https://www.gofundme.com/helpquinny,https://tw...                13   \n",
       "155   https://twitter.com/dog_rates/status/806629075...                13   \n",
       "159   https://www.gofundme.com/help-lorenzo-beat-can...                13   \n",
       "160   https://twitter.com/tallylott/status/860914485...                13   \n",
       "165   https://twitter.com/dog_rates/status/761672994...                10   \n",
       "171   https://twitter.com/dog_rates/status/839549326...                12   \n",
       "180   https://twitter.com/AaronChewning/status/85706...                13   \n",
       "182   https://twitter.com/dog_rates/status/844704788...                13   \n",
       "185                                                 NaN                14   \n",
       "194   https://twitter.com/dog_rates/status/842163532...                12   \n",
       "195   https://twitter.com/frasercampbell_/status/855...                14   \n",
       "204   http://www.gofundme.com/bluethewhitehusky,http...                13   \n",
       "211   https://twitter.com/dog_rates/status/829374341...                13   \n",
       "...                                                 ...               ...   \n",
       "784   https://twitter.com/dog_rates/status/740373189...                 9   \n",
       "794   https://twitter.com/dog_rates/status/771380798...                11   \n",
       "800   https://twitter.com/dog_rates/status/765222098...                10   \n",
       "811   https://twitter.com/dog_rates/status/673320132...                11   \n",
       "815   https://twitter.com/katieornah/status/77100213...                12   \n",
       "818   https://twitter.com/dog_rates/status/739238157...                13   \n",
       "822   https://twitter.com/dog_rates/status/741067306...                12   \n",
       "826   https://vine.co/v/iXQAm5Lrgrh,https://vine.co/...                13   \n",
       "829   https://twitter.com/dog_rates/status/700143752...                10   \n",
       "833   https://twitter.com/dog_rates/status/739979191...                12   \n",
       "841   https://twitter.com/dog_rates/status/759923798...                10   \n",
       "847   https://twitter.com/dog_rates/status/725842289...                12   \n",
       "860   https://twitter.com/dog_rates/status/673295268...                 8   \n",
       "868   https://twitter.com/dog_rates/status/685325112...                10   \n",
       "872   https://twitter.com/dog_rates/status/711694788...                13   \n",
       "885   https://weratedogs.com/pages/about-us,https://...                11   \n",
       "890   https://twitter.com/dog_rates/status/739544079...                10   \n",
       "895   https://twitter.com/dog_rates/status/670319130...                11   \n",
       "908   https://twitter.com/dog_rates/status/679062614...                11   \n",
       "911   https://twitter.com/jon_hill987/status/7575971...                11   \n",
       "926   https://twitter.com/dog_rates/status/679158373...                11   \n",
       "937   https://twitter.com/dog_rates/status/681523177...                12   \n",
       "943   https://vine.co/v/ibvnzrauFuV,https://vine.co/...                11   \n",
       "949   https://twitter.com/dog_rates/status/675354435...                13   \n",
       "1012  https://twitter.com/dog_rates/status/704761120...                13   \n",
       "1023  https://twitter.com/dog_rates/status/667866724...                10   \n",
       "1043  https://twitter.com/dog_rates/status/667138269...                10   \n",
       "1242  https://twitter.com/twitter/status/71199827977...                12   \n",
       "2259  https://twitter.com/dogratingrating/status/667...                12   \n",
       "2260  https://twitter.com/dogratingrating/status/667...                 5   \n",
       "\n",
       "      rating_denominator      name  doggo floofer  pupper puppo  \n",
       "19                    10    Canela   None    None    None  None  \n",
       "32                    10      None   None    None    None  None  \n",
       "36                    10     Lilly   None    None    None  None  \n",
       "68                    10      Emmy   None    None    None  None  \n",
       "73                    10    Shadow   None    None    None  None  \n",
       "74                    10  Terrance   None    None    None  None  \n",
       "78                    10      None   None    None  pupper  None  \n",
       "91                    10      Coco   None    None    None  None  \n",
       "95                    10    Walter   None    None    None  None  \n",
       "97                    10    Sierra   None    None  pupper  None  \n",
       "101                   10      None   None    None    None  None  \n",
       "109                   10      Dawn   None    None    None  None  \n",
       "118                   10     quite   None    None    None  None  \n",
       "124                   10    Cooper   None    None    None  None  \n",
       "130                   10      None   None    None    None  None  \n",
       "132                   10    Jamesy   None    None  pupper  None  \n",
       "137                   10      None   None    None  pupper  None  \n",
       "146                   10     Quinn   None    None    None  None  \n",
       "155                   10      None   None    None    None  None  \n",
       "159                   10   Lorenzo   None    None    None  None  \n",
       "160                   10      None   None    None    None  None  \n",
       "165                   10      None   None    None    None  None  \n",
       "171                   10   Winston   None    None    None  None  \n",
       "180                   10      None   None    None    None  None  \n",
       "182                   10      Luna   None    None    None  None  \n",
       "185                   10      None   None    None    None  None  \n",
       "194                   10    George   None    None    None  None  \n",
       "195                   10      None   None    None    None  None  \n",
       "204                   10      None   None    None    None  None  \n",
       "211                   10    Astrid  doggo    None    None  None  \n",
       "...                  ...       ...    ...     ...     ...   ...  \n",
       "784                   11      None   None    None    None  None  \n",
       "794                   10      Fizz   None    None    None  None  \n",
       "800                   10    Gromit   None    None    None  None  \n",
       "811                   10   Frankie   None    None    None  None  \n",
       "815                   10      None   None    None  pupper  None  \n",
       "818                   10      None  doggo    None    None  None  \n",
       "822                   10      just  doggo    None  pupper  None  \n",
       "826                   10      None   None    None    None  None  \n",
       "829                   10      None   None    None  pupper  None  \n",
       "833                   10    Nollie   None    None    None  None  \n",
       "841                   10      None   None    None    None  None  \n",
       "847                   10     Colby   None    None    None  None  \n",
       "860                   10       Eve   None    None  pupper  None  \n",
       "868                   10      None   None    None    None  None  \n",
       "872                   10      None   None    None    None  None  \n",
       "885                   10      None   None    None    None  None  \n",
       "890                   10      None   None    None    None  None  \n",
       "895                   10      None   None    None    None  None  \n",
       "908                   10  Chompsky   None    None    None  None  \n",
       "911                   10      None   None    None  pupper  None  \n",
       "926                   10     Rubio   None    None    None  None  \n",
       "937                   10     Carly   None    None    None  None  \n",
       "943                   10      None   None    None    None  None  \n",
       "949                   10      None   None    None    None  None  \n",
       "1012                  10      None   None    None  pupper  None  \n",
       "1023                  10    Shaggy   None    None    None  None  \n",
       "1043                  10      None   None    None    None  None  \n",
       "1242                  10      None   None    None    None  None  \n",
       "2259                  10      None   None    None    None  None  \n",
       "2260                  10      None   None    None    None  None  \n",
       "\n",
       "[181 rows x 17 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.loc[twitter_archive_enhanced['retweeted_status_id'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    2175\n",
       "True      181\n",
       "Name: retweeted_status_user_id, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced['retweeted_status_user_id'].notnull().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    2175\n",
       "True      181\n",
       "Name: retweeted_status_user_id, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced['retweeted_status_user_id'].notnull().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>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>433</th>\n",
       "      <td>820690176645140481</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2017-01-15 17:52:40 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>The floofs have been released I repeat the flo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/820690176...</td>\n",
       "      <td>84</td>\n",
       "      <td>70</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <th>516</th>\n",
       "      <td>810984652412424192</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-19 23:06:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Sam. She smiles 24/7 &amp;amp; secretly aspir...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.gofundme.com/sams-smile,https://tw...</td>\n",
       "      <td>24</td>\n",
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       "      <td>Sam</td>\n",
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       "      <th>902</th>\n",
       "      <td>758467244762497024</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2016-07-28 01:00:57 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Why does this never happen at my front door......</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/758467244...</td>\n",
       "      <td>165</td>\n",
       "      <td>150</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>740373189193256964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-08 02:41:38 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>After so many requests, this is Bretagne. She ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/740373189...</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>731156023742988288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-13 16:15:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Say hello to this unbelievably well behaved sq...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/731156023...</td>\n",
       "      <td>204</td>\n",
       "      <td>170</td>\n",
       "      <td>this</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>722974582966214656</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-21 02:25:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Happy 4/20 from the squad! 13/10 for all https...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/722974582...</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>716439118184652801</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-03 01:36:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bluebert. He just saw that both #Final...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/716439118...</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>Bluebert</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>713900603437621249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-27 01:29:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Happy Saturday here's 9 puppers on a bench. 99...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/713900603...</td>\n",
       "      <td>99</td>\n",
       "      <td>90</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>710658690886586372</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-18 02:46:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a brigade of puppers. All look very pre...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/710658690...</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1274</th>\n",
       "      <td>709198395643068416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-14 02:04:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>From left to right:\\nCletus, Jerome, Alejandro...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/709198395...</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1351</th>\n",
       "      <td>704054845121142784</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-28 21:25:30 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here is a whole flock of puppers.  60/50 I'll ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/704054845...</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>a</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>697463031882764288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-10 16:51:59 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Happy Wednesday here's a bucket of pups. 44/40...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/697463031...</td>\n",
       "      <td>44</td>\n",
       "      <td>40</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1634</th>\n",
       "      <td>684225744407494656</td>\n",
       "      <td>6.842229e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-01-05 04:11:44 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Two sneaky puppers were not initially seen, mo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684225744...</td>\n",
       "      <td>143</td>\n",
       "      <td>130</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1635</th>\n",
       "      <td>684222868335505415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-05 04:00:18 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Someone help the girl is being mugged. Several...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/684222868...</td>\n",
       "      <td>121</td>\n",
       "      <td>110</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1662</th>\n",
       "      <td>682962037429899265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-01 16:30:13 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Darrel. He just robbed a 7/11 and is i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/682962037...</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>Darrel</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1779</th>\n",
       "      <td>677716515794329600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-18 05:06:23 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/677716515...</td>\n",
       "      <td>144</td>\n",
       "      <td>120</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>675853064436391936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-13 01:41:41 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have an entire platoon of puppers. Tot...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/675853064...</td>\n",
       "      <td>88</td>\n",
       "      <td>80</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>666287406224695296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:11:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666287406...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>an</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "433   820690176645140481                    NaN                  NaN   \n",
       "516   810984652412424192                    NaN                  NaN   \n",
       "902   758467244762497024                    NaN                  NaN   \n",
       "1068  740373189193256964                    NaN                  NaN   \n",
       "1120  731156023742988288                    NaN                  NaN   \n",
       "1165  722974582966214656                    NaN                  NaN   \n",
       "1202  716439118184652801                    NaN                  NaN   \n",
       "1228  713900603437621249                    NaN                  NaN   \n",
       "1254  710658690886586372                    NaN                  NaN   \n",
       "1274  709198395643068416                    NaN                  NaN   \n",
       "1351  704054845121142784                    NaN                  NaN   \n",
       "1433  697463031882764288                    NaN                  NaN   \n",
       "1634  684225744407494656           6.842229e+17         4.196984e+09   \n",
       "1635  684222868335505415                    NaN                  NaN   \n",
       "1662  682962037429899265                    NaN                  NaN   \n",
       "1779  677716515794329600                    NaN                  NaN   \n",
       "1843  675853064436391936                    NaN                  NaN   \n",
       "2335  666287406224695296                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "433   2017-01-15 17:52:40 +0000   \n",
       "516   2016-12-19 23:06:23 +0000   \n",
       "902   2016-07-28 01:00:57 +0000   \n",
       "1068  2016-06-08 02:41:38 +0000   \n",
       "1120  2016-05-13 16:15:54 +0000   \n",
       "1165  2016-04-21 02:25:47 +0000   \n",
       "1202  2016-04-03 01:36:11 +0000   \n",
       "1228  2016-03-27 01:29:02 +0000   \n",
       "1254  2016-03-18 02:46:49 +0000   \n",
       "1274  2016-03-14 02:04:08 +0000   \n",
       "1351  2016-02-28 21:25:30 +0000   \n",
       "1433  2016-02-10 16:51:59 +0000   \n",
       "1634  2016-01-05 04:11:44 +0000   \n",
       "1635  2016-01-05 04:00:18 +0000   \n",
       "1662  2016-01-01 16:30:13 +0000   \n",
       "1779  2015-12-18 05:06:23 +0000   \n",
       "1843  2015-12-13 01:41:41 +0000   \n",
       "2335  2015-11-16 16:11:11 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "433   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "516   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "902   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1068  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1120  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1165  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1202  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1228  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1254  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1274  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1351  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1433  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1634  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1635  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1662  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1779  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1843  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2335  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "433   The floofs have been released I repeat the flo...                  NaN   \n",
       "516   Meet Sam. She smiles 24/7 &amp; secretly aspir...                  NaN   \n",
       "902   Why does this never happen at my front door......                  NaN   \n",
       "1068  After so many requests, this is Bretagne. She ...                  NaN   \n",
       "1120  Say hello to this unbelievably well behaved sq...                  NaN   \n",
       "1165  Happy 4/20 from the squad! 13/10 for all https...                  NaN   \n",
       "1202  This is Bluebert. He just saw that both #Final...                  NaN   \n",
       "1228  Happy Saturday here's 9 puppers on a bench. 99...                  NaN   \n",
       "1254  Here's a brigade of puppers. All look very pre...                  NaN   \n",
       "1274  From left to right:\\nCletus, Jerome, Alejandro...                  NaN   \n",
       "1351  Here is a whole flock of puppers.  60/50 I'll ...                  NaN   \n",
       "1433  Happy Wednesday here's a bucket of pups. 44/40...                  NaN   \n",
       "1634  Two sneaky puppers were not initially seen, mo...                  NaN   \n",
       "1635  Someone help the girl is being mugged. Several...                  NaN   \n",
       "1662  This is Darrel. He just robbed a 7/11 and is i...                  NaN   \n",
       "1779  IT'S PUPPERGEDDON. Total of 144/120 ...I think...                  NaN   \n",
       "1843  Here we have an entire platoon of puppers. Tot...                  NaN   \n",
       "2335  This is an Albanian 3 1/2 legged  Episcopalian...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "433                        NaN                        NaN   \n",
       "516                        NaN                        NaN   \n",
       "902                        NaN                        NaN   \n",
       "1068                       NaN                        NaN   \n",
       "1120                       NaN                        NaN   \n",
       "1165                       NaN                        NaN   \n",
       "1202                       NaN                        NaN   \n",
       "1228                       NaN                        NaN   \n",
       "1254                       NaN                        NaN   \n",
       "1274                       NaN                        NaN   \n",
       "1351                       NaN                        NaN   \n",
       "1433                       NaN                        NaN   \n",
       "1634                       NaN                        NaN   \n",
       "1635                       NaN                        NaN   \n",
       "1662                       NaN                        NaN   \n",
       "1779                       NaN                        NaN   \n",
       "1843                       NaN                        NaN   \n",
       "2335                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "433   https://twitter.com/dog_rates/status/820690176...                84   \n",
       "516   https://www.gofundme.com/sams-smile,https://tw...                24   \n",
       "902   https://twitter.com/dog_rates/status/758467244...               165   \n",
       "1068  https://twitter.com/dog_rates/status/740373189...                 9   \n",
       "1120  https://twitter.com/dog_rates/status/731156023...               204   \n",
       "1165  https://twitter.com/dog_rates/status/722974582...                 4   \n",
       "1202  https://twitter.com/dog_rates/status/716439118...                50   \n",
       "1228  https://twitter.com/dog_rates/status/713900603...                99   \n",
       "1254  https://twitter.com/dog_rates/status/710658690...                80   \n",
       "1274  https://twitter.com/dog_rates/status/709198395...                45   \n",
       "1351  https://twitter.com/dog_rates/status/704054845...                60   \n",
       "1433  https://twitter.com/dog_rates/status/697463031...                44   \n",
       "1634  https://twitter.com/dog_rates/status/684225744...               143   \n",
       "1635  https://twitter.com/dog_rates/status/684222868...               121   \n",
       "1662  https://twitter.com/dog_rates/status/682962037...                 7   \n",
       "1779  https://twitter.com/dog_rates/status/677716515...               144   \n",
       "1843  https://twitter.com/dog_rates/status/675853064...                88   \n",
       "2335  https://twitter.com/dog_rates/status/666287406...                 1   \n",
       "\n",
       "      rating_denominator      name doggo floofer pupper puppo  \n",
       "433                   70      None  None    None   None  None  \n",
       "516                    7       Sam  None    None   None  None  \n",
       "902                  150      None  None    None   None  None  \n",
       "1068                  11      None  None    None   None  None  \n",
       "1120                 170      this  None    None   None  None  \n",
       "1165                  20      None  None    None   None  None  \n",
       "1202                  50  Bluebert  None    None   None  None  \n",
       "1228                  90      None  None    None   None  None  \n",
       "1254                  80      None  None    None   None  None  \n",
       "1274                  50      None  None    None   None  None  \n",
       "1351                  50         a  None    None   None  None  \n",
       "1433                  40      None  None    None   None  None  \n",
       "1634                 130      None  None    None   None  None  \n",
       "1635                 110      None  None    None   None  None  \n",
       "1662                  11    Darrel  None    None   None  None  \n",
       "1779                 120      None  None    None   None  None  \n",
       "1843                  80      None  None    None   None  None  \n",
       "2335                   2        an  None    None   None  None  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.loc[(twitter_archive_enhanced.rating_denominator != 10) & \\\n",
    "                             (twitter_archive_enhanced.expanded_urls.notnull()) & \\\n",
    "                             (twitter_archive_enhanced.retweeted_status_id.isnull())]                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "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>text</th>\n",
       "      <th>rating_numerator</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>883482846933004288</td>\n",
       "      <td>This is Bella. She hopes her smile made you sm...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>681340665377193984</td>\n",
       "      <td>I've been told there's a slight possibility he...</td>\n",
       "      <td>5</td>\n",
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      "text/plain": [
       "                tweet_id                                               text  \\\n",
       "45    883482846933004288  This is Bella. She hopes her smile made you sm...   \n",
       "1689  681340665377193984  I've been told there's a slight possibility he...   \n",
       "\n",
       "      rating_numerator  \n",
       "45                   5  \n",
       "1689                 5  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "twitter_archive_enhanced.loc[twitter_archive_enhanced.text.str.contains('\\d\\.\\d\\/'),['tweet_id','text','rating_numerator']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>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>1668</th>\n",
       "      <td>682638830361513985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-31 19:05:54 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>I have no words. Just a magnificent pup. 12/10...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/682638830...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>713177543487135744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-25 01:35:51 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Lance. Lance doesn't give a shit. 10/1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/713177543...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Lance</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>772826264096874500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-05 15:58:34 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Roosevelt. He's preparing for takeoff. Ma...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/772826264...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>746906459439529985</td>\n",
       "      <td>7.468859e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-26 03:22:31 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>PUPDATE: can't see any. Even if I could, I cou...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/746906459...</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>786051337297522688</td>\n",
       "      <td>7.727430e+17</td>\n",
       "      <td>7.305050e+17</td>\n",
       "      <td>2016-10-12 03:50:17 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>13/10 for breakdancing puppo @shibbnbot</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>puppo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "1668  682638830361513985                    NaN                  NaN   \n",
       "1231  713177543487135744                    NaN                  NaN   \n",
       "799   772826264096874500                    NaN                  NaN   \n",
       "1016  746906459439529985           7.468859e+17         4.196984e+09   \n",
       "701   786051337297522688           7.727430e+17         7.305050e+17   \n",
       "\n",
       "                      timestamp  \\\n",
       "1668  2015-12-31 19:05:54 +0000   \n",
       "1231  2016-03-25 01:35:51 +0000   \n",
       "799   2016-09-05 15:58:34 +0000   \n",
       "1016  2016-06-26 03:22:31 +0000   \n",
       "701   2016-10-12 03:50:17 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "1668  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1231  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "799   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1016  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "701   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "1668  I have no words. Just a magnificent pup. 12/10...                  NaN   \n",
       "1231  This is Lance. Lance doesn't give a shit. 10/1...                  NaN   \n",
       "799   Meet Roosevelt. He's preparing for takeoff. Ma...                  NaN   \n",
       "1016  PUPDATE: can't see any. Even if I could, I cou...                  NaN   \n",
       "701             13/10 for breakdancing puppo @shibbnbot                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "1668                       NaN                        NaN   \n",
       "1231                       NaN                        NaN   \n",
       "799                        NaN                        NaN   \n",
       "1016                       NaN                        NaN   \n",
       "701                        NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "1668  https://twitter.com/dog_rates/status/682638830...                12   \n",
       "1231  https://twitter.com/dog_rates/status/713177543...                10   \n",
       "799   https://twitter.com/dog_rates/status/772826264...                11   \n",
       "1016  https://twitter.com/dog_rates/status/746906459...                 0   \n",
       "701                                                 NaN                13   \n",
       "\n",
       "      rating_denominator       name doggo floofer pupper  puppo  \n",
       "1668                  10       None  None    None   None   None  \n",
       "1231                  10      Lance  None    None   None   None  \n",
       "799                   10  Roosevelt  None    None   None   None  \n",
       "1016                  10       None  None    None   None   None  \n",
       "701                   10       None  None    None   None  puppo  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    2356\n",
       "Name: tweet_id, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_enhanced.tweet_id.duplicated().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2075 entries, 0 to 2074\n",
      "Data columns (total 12 columns):\n",
      "tweet_id    2075 non-null int64\n",
      "jpg_url     2075 non-null object\n",
      "img_num     2075 non-null int64\n",
      "p1          2075 non-null object\n",
      "p1_conf     2075 non-null float64\n",
      "p1_dog      2075 non-null bool\n",
      "p2          2075 non-null object\n",
      "p2_conf     2075 non-null float64\n",
      "p2_dog      2075 non-null bool\n",
      "p3          2075 non-null object\n",
      "p3_conf     2075 non-null float64\n",
      "p3_dog      2075 non-null bool\n",
      "dtypes: bool(3), float64(3), int64(2), object(4)\n",
      "memory usage: 152.1+ KB\n"
     ]
    }
   ],
   "source": [
    "image_predictions.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>668960084974809088</td>\n",
       "      <td>https://pbs.twimg.com/media/CUifpn4WUAAS5X3.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>shower_curtain</td>\n",
       "      <td>0.226309</td>\n",
       "      <td>False</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.165878</td>\n",
       "      <td>True</td>\n",
       "      <td>bathtub</td>\n",
       "      <td>0.056726</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>669993076832759809</td>\n",
       "      <td>https://pbs.twimg.com/media/CUxLJO8U8AAu6Zu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>piggy_bank</td>\n",
       "      <td>0.176320</td>\n",
       "      <td>False</td>\n",
       "      <td>hair_spray</td>\n",
       "      <td>0.097487</td>\n",
       "      <td>False</td>\n",
       "      <td>toy_poodle</td>\n",
       "      <td>0.086502</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>684097758874210310</td>\n",
       "      <td>https://pbs.twimg.com/media/CX5nR5oWsAAiclh.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.627856</td>\n",
       "      <td>True</td>\n",
       "      <td>German_short-haired_pointer</td>\n",
       "      <td>0.173675</td>\n",
       "      <td>True</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.041342</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1932</th>\n",
       "      <td>859196978902773760</td>\n",
       "      <td>https://pbs.twimg.com/ext_tw_video_thumb/85919...</td>\n",
       "      <td>1</td>\n",
       "      <td>Angora</td>\n",
       "      <td>0.224218</td>\n",
       "      <td>False</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.216163</td>\n",
       "      <td>True</td>\n",
       "      <td>Persian_cat</td>\n",
       "      <td>0.128383</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>706538006853918722</td>\n",
       "      <td>https://pbs.twimg.com/media/Cc4gjxqW4AIoThO.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>chow</td>\n",
       "      <td>0.541794</td>\n",
       "      <td>True</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>0.094918</td>\n",
       "      <td>True</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.085439</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>677530072887205888</td>\n",
       "      <td>https://pbs.twimg.com/media/CWcSAI-WUAAOB9W.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Staffordshire_bullterrier</td>\n",
       "      <td>0.689259</td>\n",
       "      <td>True</td>\n",
       "      <td>Norwegian_elkhound</td>\n",
       "      <td>0.026121</td>\n",
       "      <td>True</td>\n",
       "      <td>American_Staffordshire_terrier</td>\n",
       "      <td>0.023075</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>672640509974827008</td>\n",
       "      <td>https://pbs.twimg.com/media/CVWy9v-VAAALSoE.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Chesapeake_Bay_retriever</td>\n",
       "      <td>0.420155</td>\n",
       "      <td>True</td>\n",
       "      <td>Cardigan</td>\n",
       "      <td>0.266030</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.042514</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2058</th>\n",
       "      <td>888917238123831296</td>\n",
       "      <td>https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.714719</td>\n",
       "      <td>True</td>\n",
       "      <td>Tibetan_mastiff</td>\n",
       "      <td>0.120184</td>\n",
       "      <td>True</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.105506</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1466</th>\n",
       "      <td>778650543019483137</td>\n",
       "      <td>https://pbs.twimg.com/media/Cs5ShihWEAAH2ti.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>German_shepherd</td>\n",
       "      <td>0.515699</td>\n",
       "      <td>True</td>\n",
       "      <td>malinois</td>\n",
       "      <td>0.300292</td>\n",
       "      <td>True</td>\n",
       "      <td>kelpie</td>\n",
       "      <td>0.087022</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>708738143638450176</td>\n",
       "      <td>https://pbs.twimg.com/media/CdXxlFPWwAABaOv.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Pomeranian</td>\n",
       "      <td>0.933457</td>\n",
       "      <td>True</td>\n",
       "      <td>Samoyed</td>\n",
       "      <td>0.057221</td>\n",
       "      <td>True</td>\n",
       "      <td>West_Highland_white_terrier</td>\n",
       "      <td>0.000904</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id                                            jpg_url  \\\n",
       "163   668960084974809088    https://pbs.twimg.com/media/CUifpn4WUAAS5X3.jpg   \n",
       "210   669993076832759809    https://pbs.twimg.com/media/CUxLJO8U8AAu6Zu.jpg   \n",
       "686   684097758874210310    https://pbs.twimg.com/media/CX5nR5oWsAAiclh.jpg   \n",
       "1932  859196978902773760  https://pbs.twimg.com/ext_tw_video_thumb/85919...   \n",
       "970   706538006853918722    https://pbs.twimg.com/media/Cc4gjxqW4AIoThO.jpg   \n",
       "549   677530072887205888    https://pbs.twimg.com/media/CWcSAI-WUAAOB9W.jpg   \n",
       "360   672640509974827008    https://pbs.twimg.com/media/CVWy9v-VAAALSoE.jpg   \n",
       "2058  888917238123831296    https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg   \n",
       "1466  778650543019483137    https://pbs.twimg.com/media/Cs5ShihWEAAH2ti.jpg   \n",
       "1001  708738143638450176    https://pbs.twimg.com/media/CdXxlFPWwAABaOv.jpg   \n",
       "\n",
       "      img_num                         p1   p1_conf  p1_dog  \\\n",
       "163         1             shower_curtain  0.226309   False   \n",
       "210         1                 piggy_bank  0.176320   False   \n",
       "686         1         Labrador_retriever  0.627856    True   \n",
       "1932        1                     Angora  0.224218   False   \n",
       "970         1                       chow  0.541794    True   \n",
       "549         1  Staffordshire_bullterrier  0.689259    True   \n",
       "360         1   Chesapeake_Bay_retriever  0.420155    True   \n",
       "2058        1           golden_retriever  0.714719    True   \n",
       "1466        1            German_shepherd  0.515699    True   \n",
       "1001        1                 Pomeranian  0.933457    True   \n",
       "\n",
       "                               p2   p2_conf  p2_dog  \\\n",
       "163      Chesapeake_Bay_retriever  0.165878    True   \n",
       "210                    hair_spray  0.097487   False   \n",
       "686   German_short-haired_pointer  0.173675    True   \n",
       "1932                     malamute  0.216163    True   \n",
       "970                      Pembroke  0.094918    True   \n",
       "549            Norwegian_elkhound  0.026121    True   \n",
       "360                      Cardigan  0.266030    True   \n",
       "2058              Tibetan_mastiff  0.120184    True   \n",
       "1466                     malinois  0.300292    True   \n",
       "1001                      Samoyed  0.057221    True   \n",
       "\n",
       "                                  p3   p3_conf  p3_dog  \n",
       "163                          bathtub  0.056726   False  \n",
       "210                       toy_poodle  0.086502    True  \n",
       "686         Chesapeake_Bay_retriever  0.041342    True  \n",
       "1932                     Persian_cat  0.128383   False  \n",
       "970                       Pomeranian  0.085439    True  \n",
       "549   American_Staffordshire_terrier  0.023075    True  \n",
       "360               Labrador_retriever  0.042514    True  \n",
       "2058              Labrador_retriever  0.105506    True  \n",
       "1466                          kelpie  0.087022    True  \n",
       "1001     West_Highland_white_terrier  0.000904    True  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    2075\n",
       "Name: tweet_id, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.tweet_id.duplicated().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1729 entries, 0 to 1728\n",
      "Data columns (total 5 columns):\n",
      "tweet_id          1729 non-null int64\n",
      "retweet_count     1729 non-null int64\n",
      "favorite_count    1729 non-null int64\n",
      "retweeted         1729 non-null bool\n",
      "created_at        1729 non-null object\n",
      "dtypes: bool(1), int64(3), object(1)\n",
      "memory usage: 55.8+ KB\n"
     ]
    }
   ],
   "source": [
    "social_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>8624</td>\n",
       "      <td>38901</td>\n",
       "      <td>False</td>\n",
       "      <td>Tue Aug 01 16:23:56 +0000 2017</td>\n",
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       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>6337</td>\n",
       "      <td>33316</td>\n",
       "      <td>False</td>\n",
       "      <td>Tue Aug 01 00:17:27 +0000 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>4205</td>\n",
       "      <td>25102</td>\n",
       "      <td>False</td>\n",
       "      <td>Mon Jul 31 00:18:03 +0000 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>8741</td>\n",
       "      <td>42262</td>\n",
       "      <td>False</td>\n",
       "      <td>Sun Jul 30 15:58:51 +0000 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>9503</td>\n",
       "      <td>40422</td>\n",
       "      <td>False</td>\n",
       "      <td>Sat Jul 29 16:00:24 +0000 2017</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id  retweet_count  favorite_count  retweeted  \\\n",
       "0  892420643555336193           8624           38901      False   \n",
       "1  892177421306343426           6337           33316      False   \n",
       "2  891815181378084864           4205           25102      False   \n",
       "3  891689557279858688           8741           42262      False   \n",
       "4  891327558926688256           9503           40422      False   \n",
       "\n",
       "                       created_at  \n",
       "0  Tue Aug 01 16:23:56 +0000 2017  \n",
       "1  Tue Aug 01 00:17:27 +0000 2017  \n",
       "2  Mon Jul 31 00:18:03 +0000 2017  \n",
       "3  Sun Jul 30 15:58:51 +0000 2017  \n",
       "4  Sat Jul 29 16:00:24 +0000 2017  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "social_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>retweet_count</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>869772420881756160</td>\n",
       "      <td>10348</td>\n",
       "      <td>42941</td>\n",
       "      <td>False</td>\n",
       "      <td>Wed May 31 04:27:59 +0000 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>688116655151435777</td>\n",
       "      <td>864</td>\n",
       "      <td>3026</td>\n",
       "      <td>False</td>\n",
       "      <td>Fri Jan 15 21:52:49 +0000 2016</td>\n",
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       "    <tr>\n",
       "      <th>1582</th>\n",
       "      <td>675432746517426176</td>\n",
       "      <td>615</td>\n",
       "      <td>1598</td>\n",
       "      <td>False</td>\n",
       "      <td>Fri Dec 11 21:51:30 +0000 2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>844973813909606400</td>\n",
       "      <td>3517</td>\n",
       "      <td>16089</td>\n",
       "      <td>False</td>\n",
       "      <td>Thu Mar 23 18:07:10 +0000 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1077</th>\n",
       "      <td>703407252292673536</td>\n",
       "      <td>762</td>\n",
       "      <td>2644</td>\n",
       "      <td>False</td>\n",
       "      <td>Sat Feb 27 02:32:12 +0000 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135</th>\n",
       "      <td>698703483621523456</td>\n",
       "      <td>415</td>\n",
       "      <td>1559</td>\n",
       "      <td>False</td>\n",
       "      <td>Sun Feb 14 03:01:06 +0000 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>708469915515297792</td>\n",
       "      <td>898</td>\n",
       "      <td>3295</td>\n",
       "      <td>False</td>\n",
       "      <td>Sat Mar 12 01:49:25 +0000 2016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  retweet_count  favorite_count  retweeted  \\\n",
       "116   869772420881756160          10348           42941      False   \n",
       "1284  688116655151435777            864            3026      False   \n",
       "1582  675432746517426176            615            1598      False   \n",
       "246   844973813909606400           3517           16089      False   \n",
       "1077  703407252292673536            762            2644      False   \n",
       "1135  698703483621523456            415            1559      False   \n",
       "1005  708469915515297792            898            3295      False   \n",
       "\n",
       "                          created_at  \n",
       "116   Wed May 31 04:27:59 +0000 2017  \n",
       "1284  Fri Jan 15 21:52:49 +0000 2016  \n",
       "1582  Fri Dec 11 21:51:30 +0000 2015  \n",
       "246   Thu Mar 23 18:07:10 +0000 2017  \n",
       "1077  Sat Feb 27 02:32:12 +0000 2016  \n",
       "1135  Sun Feb 14 03:01:06 +0000 2016  \n",
       "1005  Sat Mar 12 01:49:25 +0000 2016  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "social_data.sample(7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    1729\n",
       "Name: retweeted, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "social_data.retweeted.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    1729\n",
       "Name: tweet_id, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "social_data.tweet_id.duplicated().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.729000e+03</td>\n",
       "      <td>1729.000000</td>\n",
       "      <td>1729.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.556937e+17</td>\n",
       "      <td>3440.023713</td>\n",
       "      <td>9461.006362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.110738e+16</td>\n",
       "      <td>5069.456973</td>\n",
       "      <td>12988.747859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.722565e+17</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.874605e+17</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>2099.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.272863e+17</td>\n",
       "      <td>1808.000000</td>\n",
       "      <td>4015.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.197114e+17</td>\n",
       "      <td>4007.000000</td>\n",
       "      <td>12516.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.924206e+17</td>\n",
       "      <td>61290.000000</td>\n",
       "      <td>143751.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tweet_id  retweet_count  favorite_count\n",
       "count  1.729000e+03    1729.000000     1729.000000\n",
       "mean   7.556937e+17    3440.023713     9461.006362\n",
       "std    7.110738e+16    5069.456973    12988.747859\n",
       "min    6.722565e+17       0.000000        0.000000\n",
       "25%    6.874605e+17     800.000000     2099.000000\n",
       "50%    7.272863e+17    1808.000000     4015.000000\n",
       "75%    8.197114e+17    4007.000000    12516.000000\n",
       "max    8.924206e+17   61290.000000   143751.000000"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "social_data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quality\n",
    "\n",
    "##### *twitter_archive_enhanced* table\n",
    "- Some tweets have more than one value for the dog stages.\n",
    "- In columns `retweeted_status_id`, `retweeted_status_user_id`, and `retweeted_status_timestamp` there are 181 not-null values (numbers like 8.860537e+17). In other words, not all are dog ratings and some are retweets.\n",
    "- In the column `expanded_urls` there are 59 null values.\n",
    "- Issues with fractional rating numerators: tweet_is's 883482846933004288 and 681340665377193984.\n",
    "- Wrong rating for `tweet_id` 716439118184652801: 50/50 instead of 11/10.\n",
    "- Wrong rating for `tweet_id` 682962037429899265: 7/11 instead of 10/10.\n",
    "- Wrong rating for `tweet_id` 666287406224695296: 1/2 instead of 9/10.\n",
    "- Wrong variable types for columns `timestamp, tweet_id, in_reply_to_status_id, in_reply_to_user_id, timestamp, retweeted_status_id, and retweeted_status_user_id`.\n",
    "- In columns `doggo`, `floofer`, `pupper` and `puppo`, values 'None' instead of nulls.\n",
    "\n",
    "\n",
    "\n",
    "##### *image_predictions* table\n",
    "- Missing data: only 2075 entries out of 2356.\n",
    "- Three predictions per tweet.\n",
    "- Some predictions are not dogs.\n",
    "- Non descriptive column headers `px`, `px_conf`, `px_dog`.\n",
    "\n",
    "##### *social_data* table\n",
    "- Missing data: only 1729 entries out of 2356.\n",
    "\n",
    "### Tidyness\n",
    "\n",
    "##### *twitter_archive_enhanced* table\n",
    "- Four variables (columns `doggo`, `floofer`, `pupper` and `puppo`) instead of one: `dog_stage` (categorical).\n",
    "\n",
    "##### *image_predictions* table\n",
    "- Nine variables (columns `p1`, `p1_conf`, `p1_dog`, `p2`, `p2_conf`, `p2_dog`, `p3`, `p3_conf`, `p3_dog`) instead of four: `prediction_number` (categorical), `predicted_breed` (onject), `prediction_confidence` (float) and `is_dog` (boolean).\n",
    "- This data should go into `twitter_archive_enhanced` table.\n",
    "\n",
    "##### *social_data* table\n",
    "- This data should go into `twitter_archive_enhanced` table."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create copy\n",
    "twitter_archive_clean = twitter_archive_enhanced.copy()\n",
    "image_predictions_clean = image_predictions.copy()\n",
    "social_data_clean = social_data.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Missing data: \n",
    "Both cases will be addressed by using a `inner merge` later on, given that we cannot do anything to gather that missing data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *social_data* table\n",
    "- This data should go into `twitter_archive_enhanced` table."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define\n",
    "\n",
    "1. Create a list with the columns to transfer from `social_data_clean` to `twitter_archive_clean`.\n",
    "2. Join (left) those columns of `social_data_clean` to `twitter_archive_clean` on `tweet_id`.\n",
    "3. Delete `social_data_clean`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Code goes here\n",
    "cols = ['tweet_id', 'retweet_count', 'favorite_count']\n",
    "twitter_archive_clean = pd.merge(twitter_archive_clean, social_data_clean[cols], on=('tweet_id'), how='inner')\n",
    "del social_data_clean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1729 entries, 0 to 1728\n",
      "Data columns (total 19 columns):\n",
      "tweet_id                      1729 non-null int64\n",
      "in_reply_to_status_id         65 non-null float64\n",
      "in_reply_to_user_id           65 non-null float64\n",
      "timestamp                     1729 non-null object\n",
      "source                        1729 non-null object\n",
      "text                          1729 non-null object\n",
      "retweeted_status_id           151 non-null float64\n",
      "retweeted_status_user_id      151 non-null float64\n",
      "retweeted_status_timestamp    151 non-null object\n",
      "expanded_urls                 1679 non-null object\n",
      "rating_numerator              1729 non-null int64\n",
      "rating_denominator            1729 non-null int64\n",
      "name                          1729 non-null object\n",
      "doggo                         1729 non-null object\n",
      "floofer                       1729 non-null object\n",
      "pupper                        1729 non-null object\n",
      "puppo                         1729 non-null object\n",
      "retweet_count                 1729 non-null int64\n",
      "favorite_count                1729 non-null int64\n",
      "dtypes: float64(4), int64(5), object(10)\n",
      "memory usage: 270.2+ KB\n"
     ]
    }
   ],
   "source": [
    "# Test code goes here\n",
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *image_predictions* table\n",
    "- Nine variables (columns `p1`, `p1_conf`, `p1_dog`, `p2`, `p2_conf`, `p2_dog`, `p3`, `p3_conf`, `p3_dog`) instead of four: `prediction_number` (categorical), `predicted_breed` (onject), `prediction_confidence` (float) and `is_dog` (boolean)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define\n",
    "\n",
    "1. Change the name of the columns to be modified: `p1, p1_conf, p1_dog, p2, p2_conf, p2_dog, p3, p3_conf and p3_dog`.\n",
    "2. Use `wide_to_long` to modifie the dataframe structure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_predictions_clean = image_predictions_clean.rename(index=str, columns={\"p1\": \"predicted_breed1\", \n",
    "                                                   \"p1_conf\": \"prediction_confidence1\",\n",
    "                                                   \"p1_dog\": \"is_dog1\",\n",
    "                                                   \"p2\": \"predicted_breed2\", \n",
    "                                                   \"p2_conf\": \"prediction_confidence2\",\n",
    "                                                   \"p2_dog\": \"is_dog2\",\n",
    "                                                   \"p3\": \"predicted_breed3\", \n",
    "                                                   \"p3_conf\": \"prediction_confidence3\",\n",
    "                                                   \"p3_dog\": \"is_dog3\",\n",
    "                                                  })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_predictions_clean = pd.wide_to_long(image_predictions_clean, \n",
    "                                          stubnames=['predicted_breed', 'prediction_confidence', 'is_dog'], \n",
    "                                          i='tweet_id', j='prediction_number')\\\n",
    ".reset_index()\\\n",
    ".sort_values(by=['tweet_id', 'prediction_number'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "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>prediction_number</th>\n",
       "      <th>img_num</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>is_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>\n",
       "      <td>Welsh_springer_spaniel</td>\n",
       "      <td>0.465074</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2075</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.156665</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4150</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.506826</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2076</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.074192</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id prediction_number  img_num  \\\n",
       "0     666020888022790149                 1        1   \n",
       "2075  666020888022790149                 2        1   \n",
       "4150  666020888022790149                 3        1   \n",
       "1     666029285002620928                 1        1   \n",
       "2076  666029285002620928                 2        1   \n",
       "\n",
       "                                              jpg_url         predicted_breed  \\\n",
       "0     https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg  Welsh_springer_spaniel   \n",
       "2075  https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg                  collie   \n",
       "4150  https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg       Shetland_sheepdog   \n",
       "1     https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg                 redbone   \n",
       "2076  https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg      miniature_pinscher   \n",
       "\n",
       "      prediction_confidence  is_dog  \n",
       "0                  0.465074    True  \n",
       "2075               0.156665    True  \n",
       "4150               0.061428    True  \n",
       "1                  0.506826    True  \n",
       "2076               0.074192    True  "
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 6225 entries, 0 to 6224\n",
      "Data columns (total 7 columns):\n",
      "tweet_id                 6225 non-null int64\n",
      "prediction_number        6225 non-null object\n",
      "img_num                  6225 non-null int64\n",
      "jpg_url                  6225 non-null object\n",
      "predicted_breed          6225 non-null object\n",
      "prediction_confidence    6225 non-null float64\n",
      "is_dog                   6225 non-null bool\n",
      "dtypes: bool(1), float64(1), int64(2), object(3)\n",
      "memory usage: 346.5+ KB\n"
     ]
    }
   ],
   "source": [
    "image_predictions_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *image_predictions* table\n",
    "- This data should go into `twitter_archive_enhanced` table."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Drop every prediction that isn't a dog.\n",
    "2. For each `tweet_id` select the prediction with the lowest `prediction_number`.\n",
    "3. Join (left) relevant columns (`predicted_breed` and `prediction_confidence`) to `twitter_archive_clean` on `tweet_id`.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Code here\n",
    "image_predictions_clean = image_predictions_clean.loc[image_predictions_clean['is_dog']]\n",
    "image_predictions_clean = image_predictions_clean.sort_values(\"prediction_number\").groupby(\"tweet_id\", as_index=False).first()\\\n",
    ".sort_values(by='tweet_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['tweet_id', 'predicted_breed', 'prediction_confidence']\n",
    "twitter_archive_clean = pd.merge(twitter_archive_clean, image_predictions_clean[cols], on=('tweet_id'), how='inner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1290 entries, 0 to 1289\n",
      "Data columns (total 21 columns):\n",
      "tweet_id                      1290 non-null int64\n",
      "in_reply_to_status_id         17 non-null float64\n",
      "in_reply_to_user_id           17 non-null float64\n",
      "timestamp                     1290 non-null object\n",
      "source                        1290 non-null object\n",
      "text                          1290 non-null object\n",
      "retweeted_status_id           52 non-null float64\n",
      "retweeted_status_user_id      52 non-null float64\n",
      "retweeted_status_timestamp    52 non-null object\n",
      "expanded_urls                 1290 non-null object\n",
      "rating_numerator              1290 non-null int64\n",
      "rating_denominator            1290 non-null int64\n",
      "name                          1290 non-null object\n",
      "doggo                         1290 non-null object\n",
      "floofer                       1290 non-null object\n",
      "pupper                        1290 non-null object\n",
      "puppo                         1290 non-null object\n",
      "retweet_count                 1290 non-null int64\n",
      "favorite_count                1290 non-null int64\n",
      "predicted_breed               1290 non-null object\n",
      "prediction_confidence         1290 non-null float64\n",
      "dtypes: float64(5), int64(5), object(11)\n",
      "memory usage: 221.7+ KB\n"
     ]
    }
   ],
   "source": [
    "# Test code here\n",
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>...</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>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>782305867769217024</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-01 19:47:08 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Sampson. He just graduated. Ready to b...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/782305867...</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>Sampson</td>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>6280</td>\n",
       "      <td>18253</td>\n",
       "      <td>briard</td>\n",
       "      <td>0.504427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>706644897839910912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-03-07 00:57:27 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Meet Shadow. She's tired of the responsibiliti...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/706644897...</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>Shadow</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1202</td>\n",
       "      <td>2759</td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>0.132928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>857989990357356544</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-28 16:08:49 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Rosie. She was just informed of the wa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/857989990...</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>Rosie</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2728</td>\n",
       "      <td>16643</td>\n",
       "      <td>French_bulldog</td>\n",
       "      <td>0.432580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>768596291618299904</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-24 23:50:10 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Say hello to Oakley and Charlie. They're convi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/768596291...</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>Oakley</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1434</td>\n",
       "      <td>5479</td>\n",
       "      <td>Great_Pyrenees</td>\n",
       "      <td>0.729745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>719551379208073216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-04-11 15:43:12 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Harnold. He accidentally opened the fr...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/719551379...</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>Harnold</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2117</td>\n",
       "      <td>5404</td>\n",
       "      <td>malamute</td>\n",
       "      <td>0.873233</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "519  782305867769217024                    NaN                  NaN   \n",
       "768  706644897839910912                    NaN                  NaN   \n",
       "129  857989990357356544                    NaN                  NaN   \n",
       "598  768596291618299904                    NaN                  NaN   \n",
       "661  719551379208073216                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "519  2016-10-01 19:47:08 +0000   \n",
       "768  2016-03-07 00:57:27 +0000   \n",
       "129  2017-04-28 16:08:49 +0000   \n",
       "598  2016-08-24 23:50:10 +0000   \n",
       "661  2016-04-11 15:43:12 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "519  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "768  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "129  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "598  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "661  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "519  This is Sampson. He just graduated. Ready to b...                  NaN   \n",
       "768  Meet Shadow. She's tired of the responsibiliti...                  NaN   \n",
       "129  This is Rosie. She was just informed of the wa...                  NaN   \n",
       "598  Say hello to Oakley and Charlie. They're convi...                  NaN   \n",
       "661  This is Harnold. He accidentally opened the fr...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "519                       NaN                        NaN   \n",
       "768                       NaN                        NaN   \n",
       "129                       NaN                        NaN   \n",
       "598                       NaN                        NaN   \n",
       "661                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls          ...           \\\n",
       "519  https://twitter.com/dog_rates/status/782305867...          ...            \n",
       "768  https://twitter.com/dog_rates/status/706644897...          ...            \n",
       "129  https://twitter.com/dog_rates/status/857989990...          ...            \n",
       "598  https://twitter.com/dog_rates/status/768596291...          ...            \n",
       "661  https://twitter.com/dog_rates/status/719551379...          ...            \n",
       "\n",
       "     rating_denominator     name  doggo floofer pupper puppo retweet_count  \\\n",
       "519                  10  Sampson  doggo    None   None  None          6280   \n",
       "768                  10   Shadow   None    None   None  None          1202   \n",
       "129                  10    Rosie   None    None   None  None          2728   \n",
       "598                  10   Oakley   None    None   None  None          1434   \n",
       "661                  10  Harnold   None    None   None  None          2117   \n",
       "\n",
       "     favorite_count  predicted_breed prediction_confidence  \n",
       "519           18253           briard              0.504427  \n",
       "768            2759        Chihuahua              0.132928  \n",
       "129           16643   French_bulldog              0.432580  \n",
       "598            5479   Great_Pyrenees              0.729745  \n",
       "661            5404         malamute              0.873233  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.00288e-05"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.prediction_confidence.min().astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "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>prediction_number</th>\n",
       "      <th>img_num</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>is_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>752519690950500352</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>https://pbs.twimg.com/media/CnF8qVDWYAAh0g1.jpg</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id prediction_number  img_num  \\\n",
       "1065  752519690950500352                 2        3   \n",
       "\n",
       "                                              jpg_url     predicted_breed  \\\n",
       "1065  https://pbs.twimg.com/media/CnF8qVDWYAAh0g1.jpg  Labrador_retriever   \n",
       "\n",
       "      prediction_confidence  is_dog  \n",
       "1065                0.00001    True  "
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions_clean.loc[image_predictions_clean['prediction_confidence'] == 1.00288e-05]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *twitter_archive_enhanced* table\n",
    "- Four variables (columns `doggo`, `floofer`, `pupper` and `puppo`) instead of one: `dog_stage` (categorical)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Create a new pivot df called `twitter_archive_clean_dog_stages`.\n",
    "2. Melt this df into these columns: `tweet_id`, `dog_stage`.\n",
    "3. Drop all the rows with value `None`.\n",
    "4. Join (left) this df into `twtitter_archive_clean` on `tweet_id`.\n",
    "5. Drop the columns `doggo`, `floofer`, `pupper` and `puppo`.\n",
    "6. Delete df `twitter_archive_clean_dog_stages`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Code goes here\n",
    "cols = ['tweet_id', 'doggo', 'floofer', 'pupper', 'puppo']\n",
    "twitter_archive_clean_dog_stages = twitter_archive_clean[cols]\n",
    "twitter_archive_clean_dog_stages = pd.melt(twitter_archive_clean_dog_stages, id_vars=['tweet_id'], value_name='dog_stage')\n",
    "twitter_archive_clean_dog_stages = twitter_archive_clean_dog_stages[twitter_archive_clean_dog_stages.dog_stage != 'None']\n",
    "twitter_archive_clean = pd.merge(twitter_archive_clean, twitter_archive_clean_dog_stages[['tweet_id', 'dog_stage']], on='tweet_id', how='left')\n",
    "twitter_archive_clean = twitter_archive_clean.drop(['doggo', 'floofer', 'pupper', 'puppo'], axis=1)\n",
    "del twitter_archive_clean_dog_stages"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1299 entries, 0 to 1298\n",
      "Data columns (total 18 columns):\n",
      "tweet_id                      1299 non-null int64\n",
      "in_reply_to_status_id         18 non-null float64\n",
      "in_reply_to_user_id           18 non-null float64\n",
      "timestamp                     1299 non-null object\n",
      "source                        1299 non-null object\n",
      "text                          1299 non-null object\n",
      "retweeted_status_id           54 non-null float64\n",
      "retweeted_status_user_id      54 non-null float64\n",
      "retweeted_status_timestamp    54 non-null object\n",
      "expanded_urls                 1299 non-null object\n",
      "rating_numerator              1299 non-null int64\n",
      "rating_denominator            1299 non-null int64\n",
      "name                          1299 non-null object\n",
      "retweet_count                 1299 non-null int64\n",
      "favorite_count                1299 non-null int64\n",
      "predicted_breed               1299 non-null object\n",
      "prediction_confidence         1299 non-null float64\n",
      "dog_stage                     236 non-null object\n",
      "dtypes: float64(5), int64(5), object(8)\n",
      "memory usage: 192.8+ KB\n"
     ]
    }
   ],
   "source": [
    "# Test code goes here\n",
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *twitter_archive_enhanced* table\n",
    "- Some tweets have more than one value for the dog stages."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Find all the duplicated `tweet_id`'s.\n",
    "2. Address the values directly, one by one.\n",
    "3. Delete duplicates `tweet_id`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>855851453814013952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-22 18:31:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a puppo participating in the #ScienceMa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/855851453...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>18748</td>\n",
       "      <td>47101</td>\n",
       "      <td>flat-coated_retriever</td>\n",
       "      <td>0.321676</td>\n",
       "      <td>puppo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>854010172552949760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-17 16:34:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>At first I thought this was a shy doggo, but i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/854010172...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>3359</td>\n",
       "      <td>16880</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.354733</td>\n",
       "      <td>floofer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>817777686764523521</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-07 16:59:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Dido. She's playing the lead role in \"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/817777686...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Dido</td>\n",
       "      <td>3001</td>\n",
       "      <td>11663</td>\n",
       "      <td>curly-coated_retriever</td>\n",
       "      <td>0.733256</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>808106460588765185</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-12 00:29:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have Burke (pupper) and Dexter (doggo)...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/808106460...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>2463</td>\n",
       "      <td>9542</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.426183</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>802265048156610565</td>\n",
       "      <td>7.331095e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-11-25 21:37:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Like doggo, like pupper version 2. Both 11/10 ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/802265048...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>1540</td>\n",
       "      <td>6941</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.897162</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>801115127852503040</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-22 17:28:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bones. He's being haunted by another d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/801115127...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Bones</td>\n",
       "      <td>2362</td>\n",
       "      <td>8849</td>\n",
       "      <td>dalmatian</td>\n",
       "      <td>0.823356</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>775898661951791106</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-14 03:27:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Like father (doggo), like son (...</td>\n",
       "      <td>7.331095e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-05-19 01:38:16 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/733109485...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>17396</td>\n",
       "      <td>0</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.945523</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>770093767776997377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-29 03:00:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is just downright precious...</td>\n",
       "      <td>7.410673e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-10 00:39:48 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/741067306...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>just</td>\n",
       "      <td>3413</td>\n",
       "      <td>0</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.843799</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>733109485275860992</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-19 01:38:16 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Like father (doggo), like son (pupper). Both 1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/733109485...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>17396</td>\n",
       "      <td>45524</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.945523</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "138  855851453814013952                    NaN                  NaN   \n",
       "145  854010172552949760                    NaN                  NaN   \n",
       "323  817777686764523521                    NaN                  NaN   \n",
       "384  808106460588765185                    NaN                  NaN   \n",
       "409  802265048156610565           7.331095e+17         4.196984e+09   \n",
       "415  801115127852503040                    NaN                  NaN   \n",
       "563  775898661951791106                    NaN                  NaN   \n",
       "598  770093767776997377                    NaN                  NaN   \n",
       "615  733109485275860992                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "138  2017-04-22 18:31:02 +0000   \n",
       "145  2017-04-17 16:34:26 +0000   \n",
       "323  2017-01-07 16:59:28 +0000   \n",
       "384  2016-12-12 00:29:28 +0000   \n",
       "409  2016-11-25 21:37:47 +0000   \n",
       "415  2016-11-22 17:28:25 +0000   \n",
       "563  2016-09-14 03:27:11 +0000   \n",
       "598  2016-08-29 03:00:36 +0000   \n",
       "615  2016-05-19 01:38:16 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "138  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "145  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "323  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "384  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "409  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "415  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "563  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "598  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "615  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "138  Here's a puppo participating in the #ScienceMa...                  NaN   \n",
       "145  At first I thought this was a shy doggo, but i...                  NaN   \n",
       "323  This is Dido. She's playing the lead role in \"...                  NaN   \n",
       "384  Here we have Burke (pupper) and Dexter (doggo)...                  NaN   \n",
       "409  Like doggo, like pupper version 2. Both 11/10 ...                  NaN   \n",
       "415  This is Bones. He's being haunted by another d...                  NaN   \n",
       "563  RT @dog_rates: Like father (doggo), like son (...         7.331095e+17   \n",
       "598  RT @dog_rates: This is just downright precious...         7.410673e+17   \n",
       "615  Like father (doggo), like son (pupper). Both 1...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "138                       NaN                        NaN   \n",
       "145                       NaN                        NaN   \n",
       "323                       NaN                        NaN   \n",
       "384                       NaN                        NaN   \n",
       "409                       NaN                        NaN   \n",
       "415                       NaN                        NaN   \n",
       "563              4.196984e+09  2016-05-19 01:38:16 +0000   \n",
       "598              4.196984e+09  2016-06-10 00:39:48 +0000   \n",
       "615                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "138  https://twitter.com/dog_rates/status/855851453...                13   \n",
       "145  https://twitter.com/dog_rates/status/854010172...                11   \n",
       "323  https://twitter.com/dog_rates/status/817777686...                13   \n",
       "384  https://twitter.com/dog_rates/status/808106460...                12   \n",
       "409  https://twitter.com/dog_rates/status/802265048...                11   \n",
       "415  https://twitter.com/dog_rates/status/801115127...                12   \n",
       "563  https://twitter.com/dog_rates/status/733109485...                12   \n",
       "598  https://twitter.com/dog_rates/status/741067306...                12   \n",
       "615  https://twitter.com/dog_rates/status/733109485...                12   \n",
       "\n",
       "     rating_denominator   name  retweet_count  favorite_count  \\\n",
       "138                  10   None          18748           47101   \n",
       "145                  10   None           3359           16880   \n",
       "323                  10   Dido           3001           11663   \n",
       "384                  10   None           2463            9542   \n",
       "409                  10   None           1540            6941   \n",
       "415                  10  Bones           2362            8849   \n",
       "563                  10   None          17396               0   \n",
       "598                  10   just           3413               0   \n",
       "615                  10   None          17396           45524   \n",
       "\n",
       "            predicted_breed  prediction_confidence dog_stage  \n",
       "138   flat-coated_retriever               0.321676     puppo  \n",
       "145        English_springer               0.354733   floofer  \n",
       "323  curly-coated_retriever               0.733256    pupper  \n",
       "384        golden_retriever               0.426183    pupper  \n",
       "409      Labrador_retriever               0.897162    pupper  \n",
       "415               dalmatian               0.823356    pupper  \n",
       "563        golden_retriever               0.945523    pupper  \n",
       "598        golden_retriever               0.843799    pupper  \n",
       "615        golden_retriever               0.945523    pupper  "
      ]
     },
     "execution_count": 277,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Code goes here\n",
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "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",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>855851453814013952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-22 18:31:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a puppo participating in the #ScienceMa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/855851453...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>18748</td>\n",
       "      <td>47101</td>\n",
       "      <td>flat-coated_retriever</td>\n",
       "      <td>0.321676</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>855851453814013952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-22 18:31:02 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here's a puppo participating in the #ScienceMa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/855851453...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>18748</td>\n",
       "      <td>47101</td>\n",
       "      <td>flat-coated_retriever</td>\n",
       "      <td>0.321676</td>\n",
       "      <td>puppo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "137  855851453814013952                    NaN                  NaN   \n",
       "138  855851453814013952                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "137  2017-04-22 18:31:02 +0000   \n",
       "138  2017-04-22 18:31:02 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "137  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "138  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "137  Here's a puppo participating in the #ScienceMa...                  NaN   \n",
       "138  Here's a puppo participating in the #ScienceMa...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "137                       NaN                        NaN   \n",
       "138                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "137  https://twitter.com/dog_rates/status/855851453...                13   \n",
       "138  https://twitter.com/dog_rates/status/855851453...                13   \n",
       "\n",
       "     rating_denominator  name  retweet_count  favorite_count  \\\n",
       "137                  10  None          18748           47101   \n",
       "138                  10  None          18748           47101   \n",
       "\n",
       "           predicted_breed  prediction_confidence dog_stage  \n",
       "137  flat-coated_retriever               0.321676     doggo  \n",
       "138  flat-coated_retriever               0.321676     puppo  "
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 855851453814013952]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at[137,'dog_stage'] = 'puppo'\n",
    "twitter_archive_clean = twitter_archive_clean.drop([138])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>854010172552949760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-17 16:34:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>At first I thought this was a shy doggo, but i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/854010172...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>3359</td>\n",
       "      <td>16880</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.354733</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>854010172552949760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-17 16:34:26 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>At first I thought this was a shy doggo, but i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/854010172...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>3359</td>\n",
       "      <td>16880</td>\n",
       "      <td>English_springer</td>\n",
       "      <td>0.354733</td>\n",
       "      <td>floofer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "144  854010172552949760                    NaN                  NaN   \n",
       "145  854010172552949760                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "144  2017-04-17 16:34:26 +0000   \n",
       "145  2017-04-17 16:34:26 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "144  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "145  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "144  At first I thought this was a shy doggo, but i...                  NaN   \n",
       "145  At first I thought this was a shy doggo, but i...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "144                       NaN                        NaN   \n",
       "145                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "144  https://twitter.com/dog_rates/status/854010172...                11   \n",
       "145  https://twitter.com/dog_rates/status/854010172...                11   \n",
       "\n",
       "     rating_denominator  name  retweet_count  favorite_count  \\\n",
       "144                  10  None           3359           16880   \n",
       "145                  10  None           3359           16880   \n",
       "\n",
       "      predicted_breed  prediction_confidence dog_stage  \n",
       "144  English_springer               0.354733     doggo  \n",
       "145  English_springer               0.354733   floofer  "
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 854010172552949760]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean = twitter_archive_clean.drop([145])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>817777686764523521</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-07 16:59:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Dido. She's playing the lead role in \"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/817777686...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Dido</td>\n",
       "      <td>3001</td>\n",
       "      <td>11663</td>\n",
       "      <td>curly-coated_retriever</td>\n",
       "      <td>0.733256</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>817777686764523521</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-07 16:59:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Dido. She's playing the lead role in \"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/817777686...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Dido</td>\n",
       "      <td>3001</td>\n",
       "      <td>11663</td>\n",
       "      <td>curly-coated_retriever</td>\n",
       "      <td>0.733256</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "322  817777686764523521                    NaN                  NaN   \n",
       "323  817777686764523521                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "322  2017-01-07 16:59:28 +0000   \n",
       "323  2017-01-07 16:59:28 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "322  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "323  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "322  This is Dido. She's playing the lead role in \"...                  NaN   \n",
       "323  This is Dido. She's playing the lead role in \"...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "322                       NaN                        NaN   \n",
       "323                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "322  https://twitter.com/dog_rates/status/817777686...                13   \n",
       "323  https://twitter.com/dog_rates/status/817777686...                13   \n",
       "\n",
       "     rating_denominator  name  retweet_count  favorite_count  \\\n",
       "322                  10  Dido           3001           11663   \n",
       "323                  10  Dido           3001           11663   \n",
       "\n",
       "            predicted_breed  prediction_confidence dog_stage  \n",
       "322  curly-coated_retriever               0.733256     doggo  \n",
       "323  curly-coated_retriever               0.733256    pupper  "
      ]
     },
     "execution_count": 282,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 817777686764523521]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at[322,'dog_stage'] = 'pupper'\n",
    "twitter_archive_clean = twitter_archive_clean.drop([323])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>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>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>808106460588765185</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-12 00:29:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have Burke (pupper) and Dexter (doggo)...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/808106460...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>2463</td>\n",
       "      <td>9542</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.426183</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>808106460588765185</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-12 00:29:28 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have Burke (pupper) and Dexter (doggo)...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/808106460...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>2463</td>\n",
       "      <td>9542</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.426183</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "383  808106460588765185                    NaN                  NaN   \n",
       "384  808106460588765185                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "383  2016-12-12 00:29:28 +0000   \n",
       "384  2016-12-12 00:29:28 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "383  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "384  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "383  Here we have Burke (pupper) and Dexter (doggo)...                  NaN   \n",
       "384  Here we have Burke (pupper) and Dexter (doggo)...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "383                       NaN                        NaN   \n",
       "384                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "383  https://twitter.com/dog_rates/status/808106460...                12   \n",
       "384  https://twitter.com/dog_rates/status/808106460...                12   \n",
       "\n",
       "     rating_denominator  name  retweet_count  favorite_count  \\\n",
       "383                  10  None           2463            9542   \n",
       "384                  10  None           2463            9542   \n",
       "\n",
       "      predicted_breed  prediction_confidence dog_stage  \n",
       "383  golden_retriever               0.426183     doggo  \n",
       "384  golden_retriever               0.426183    pupper  "
      ]
     },
     "execution_count": 284,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 808106460588765185]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at[383,'dog_stage'] = 'doggo&pupper'\n",
    "twitter_archive_clean = twitter_archive_clean.drop([384])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
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       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>802265048156610565</td>\n",
       "      <td>7.331095e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-11-25 21:37:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Like doggo, like pupper version 2. Both 11/10 ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/802265048...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>1540</td>\n",
       "      <td>6941</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.897162</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>802265048156610565</td>\n",
       "      <td>7.331095e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-11-25 21:37:47 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Like doggo, like pupper version 2. Both 11/10 ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/802265048...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>1540</td>\n",
       "      <td>6941</td>\n",
       "      <td>Labrador_retriever</td>\n",
       "      <td>0.897162</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "408  802265048156610565           7.331095e+17         4.196984e+09   \n",
       "409  802265048156610565           7.331095e+17         4.196984e+09   \n",
       "\n",
       "                     timestamp  \\\n",
       "408  2016-11-25 21:37:47 +0000   \n",
       "409  2016-11-25 21:37:47 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "408  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "409  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "408  Like doggo, like pupper version 2. Both 11/10 ...                  NaN   \n",
       "409  Like doggo, like pupper version 2. Both 11/10 ...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "408                       NaN                        NaN   \n",
       "409                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "408  https://twitter.com/dog_rates/status/802265048...                11   \n",
       "409  https://twitter.com/dog_rates/status/802265048...                11   \n",
       "\n",
       "     rating_denominator  name  retweet_count  favorite_count  \\\n",
       "408                  10  None           1540            6941   \n",
       "409                  10  None           1540            6941   \n",
       "\n",
       "        predicted_breed  prediction_confidence dog_stage  \n",
       "408  Labrador_retriever               0.897162     doggo  \n",
       "409  Labrador_retriever               0.897162    pupper  "
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 802265048156610565]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at[408,'dog_stage'] = 'doggo&pupper'\n",
    "twitter_archive_clean = twitter_archive_clean.drop([409])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
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       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>801115127852503040</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-22 17:28:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bones. He's being haunted by another d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/801115127...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Bones</td>\n",
       "      <td>2362</td>\n",
       "      <td>8849</td>\n",
       "      <td>dalmatian</td>\n",
       "      <td>0.823356</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>801115127852503040</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-22 17:28:25 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bones. He's being haunted by another d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/801115127...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Bones</td>\n",
       "      <td>2362</td>\n",
       "      <td>8849</td>\n",
       "      <td>dalmatian</td>\n",
       "      <td>0.823356</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "414  801115127852503040                    NaN                  NaN   \n",
       "415  801115127852503040                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "414  2016-11-22 17:28:25 +0000   \n",
       "415  2016-11-22 17:28:25 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "414  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "415  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "414  This is Bones. He's being haunted by another d...                  NaN   \n",
       "415  This is Bones. He's being haunted by another d...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "414                       NaN                        NaN   \n",
       "415                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "414  https://twitter.com/dog_rates/status/801115127...                12   \n",
       "415  https://twitter.com/dog_rates/status/801115127...                12   \n",
       "\n",
       "     rating_denominator   name  retweet_count  favorite_count predicted_breed  \\\n",
       "414                  10  Bones           2362            8849       dalmatian   \n",
       "415                  10  Bones           2362            8849       dalmatian   \n",
       "\n",
       "     prediction_confidence dog_stage  \n",
       "414               0.823356     doggo  \n",
       "415               0.823356    pupper  "
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 801115127852503040]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at[414,'dog_stage'] = 'pupper'\n",
    "twitter_archive_clean = twitter_archive_clean.drop([415])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>775898661951791106</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-14 03:27:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Like father (doggo), like son (...</td>\n",
       "      <td>7.331095e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-05-19 01:38:16 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/733109485...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>17396</td>\n",
       "      <td>0</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.945523</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>775898661951791106</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-14 03:27:11 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: Like father (doggo), like son (...</td>\n",
       "      <td>7.331095e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-05-19 01:38:16 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/733109485...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>17396</td>\n",
       "      <td>0</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.945523</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "562  775898661951791106                    NaN                  NaN   \n",
       "563  775898661951791106                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "562  2016-09-14 03:27:11 +0000   \n",
       "563  2016-09-14 03:27:11 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "562  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "563  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "562  RT @dog_rates: Like father (doggo), like son (...         7.331095e+17   \n",
       "563  RT @dog_rates: Like father (doggo), like son (...         7.331095e+17   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "562              4.196984e+09  2016-05-19 01:38:16 +0000   \n",
       "563              4.196984e+09  2016-05-19 01:38:16 +0000   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "562  https://twitter.com/dog_rates/status/733109485...                12   \n",
       "563  https://twitter.com/dog_rates/status/733109485...                12   \n",
       "\n",
       "     rating_denominator  name  retweet_count  favorite_count  \\\n",
       "562                  10  None          17396               0   \n",
       "563                  10  None          17396               0   \n",
       "\n",
       "      predicted_breed  prediction_confidence dog_stage  \n",
       "562  golden_retriever               0.945523     doggo  \n",
       "563  golden_retriever               0.945523    pupper  "
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 775898661951791106]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at[562,'dog_stage'] = 'doggo&pupper'\n",
    "twitter_archive_clean = twitter_archive_clean.drop([563])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>770093767776997377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-29 03:00:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is just downright precious...</td>\n",
       "      <td>7.410673e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-10 00:39:48 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/741067306...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>just</td>\n",
       "      <td>3413</td>\n",
       "      <td>0</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.843799</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>770093767776997377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-29 03:00:36 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>RT @dog_rates: This is just downright precious...</td>\n",
       "      <td>7.410673e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2016-06-10 00:39:48 +0000</td>\n",
       "      <td>https://twitter.com/dog_rates/status/741067306...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>just</td>\n",
       "      <td>3413</td>\n",
       "      <td>0</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.843799</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "597  770093767776997377                    NaN                  NaN   \n",
       "598  770093767776997377                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "597  2016-08-29 03:00:36 +0000   \n",
       "598  2016-08-29 03:00:36 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "597  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "598  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "597  RT @dog_rates: This is just downright precious...         7.410673e+17   \n",
       "598  RT @dog_rates: This is just downright precious...         7.410673e+17   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "597              4.196984e+09  2016-06-10 00:39:48 +0000   \n",
       "598              4.196984e+09  2016-06-10 00:39:48 +0000   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "597  https://twitter.com/dog_rates/status/741067306...                12   \n",
       "598  https://twitter.com/dog_rates/status/741067306...                12   \n",
       "\n",
       "     rating_denominator  name  retweet_count  favorite_count  \\\n",
       "597                  10  just           3413               0   \n",
       "598                  10  just           3413               0   \n",
       "\n",
       "      predicted_breed  prediction_confidence dog_stage  \n",
       "597  golden_retriever               0.843799     doggo  \n",
       "598  golden_retriever               0.843799    pupper  "
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 770093767776997377]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at[597,'dog_stage'] = 'doggo&pupper'\n",
    "twitter_archive_clean = twitter_archive_clean.drop([598])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\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>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>733109485275860992</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-19 01:38:16 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Like father (doggo), like son (pupper). Both 1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/733109485...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>17396</td>\n",
       "      <td>45524</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.945523</td>\n",
       "      <td>doggo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>733109485275860992</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-19 01:38:16 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Like father (doggo), like son (pupper). Both 1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/733109485...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>17396</td>\n",
       "      <td>45524</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.945523</td>\n",
       "      <td>pupper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "614  733109485275860992                    NaN                  NaN   \n",
       "615  733109485275860992                    NaN                  NaN   \n",
       "\n",
       "                     timestamp  \\\n",
       "614  2016-05-19 01:38:16 +0000   \n",
       "615  2016-05-19 01:38:16 +0000   \n",
       "\n",
       "                                                source  \\\n",
       "614  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "615  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                  text  retweeted_status_id  \\\n",
       "614  Like father (doggo), like son (pupper). Both 1...                  NaN   \n",
       "615  Like father (doggo), like son (pupper). Both 1...                  NaN   \n",
       "\n",
       "     retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "614                       NaN                        NaN   \n",
       "615                       NaN                        NaN   \n",
       "\n",
       "                                         expanded_urls  rating_numerator  \\\n",
       "614  https://twitter.com/dog_rates/status/733109485...                12   \n",
       "615  https://twitter.com/dog_rates/status/733109485...                12   \n",
       "\n",
       "     rating_denominator  name  retweet_count  favorite_count  \\\n",
       "614                  10  None          17396           45524   \n",
       "615                  10  None          17396           45524   \n",
       "\n",
       "      predicted_breed  prediction_confidence dog_stage  \n",
       "614  golden_retriever               0.945523     doggo  \n",
       "615  golden_retriever               0.945523    pupper  "
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 733109485275860992]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at[614,'dog_stage'] = 'doggo&pupper'\n",
    "twitter_archive_clean = twitter_archive_clean.drop([615])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [tweet_id, in_reply_to_status_id, in_reply_to_user_id, timestamp, source, text, retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp, expanded_urls, rating_numerator, rating_denominator, name, retweet_count, favorite_count, predicted_breed, prediction_confidence, dog_stage]\n",
       "Index: []"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test code here\n",
    "twitter_archive_clean[twitter_archive_clean.tweet_id.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pupper          154\n",
       "doggo            46\n",
       "puppo            17\n",
       "floofer           5\n",
       "doggo&pupper      5\n",
       "Name: dog_stage, dtype: int64"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.dog_stage.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1290 entries, 0 to 1298\n",
      "Data columns (total 18 columns):\n",
      "tweet_id                      1290 non-null int64\n",
      "in_reply_to_status_id         17 non-null float64\n",
      "in_reply_to_user_id           17 non-null float64\n",
      "timestamp                     1290 non-null object\n",
      "source                        1290 non-null object\n",
      "text                          1290 non-null object\n",
      "retweeted_status_id           52 non-null float64\n",
      "retweeted_status_user_id      52 non-null float64\n",
      "retweeted_status_timestamp    52 non-null object\n",
      "expanded_urls                 1290 non-null object\n",
      "rating_numerator              1290 non-null int64\n",
      "rating_denominator            1290 non-null int64\n",
      "name                          1290 non-null object\n",
      "retweet_count                 1290 non-null int64\n",
      "favorite_count                1290 non-null int64\n",
      "predicted_breed               1290 non-null object\n",
      "prediction_confidence         1290 non-null float64\n",
      "dog_stage                     227 non-null object\n",
      "dtypes: float64(5), int64(5), object(8)\n",
      "memory usage: 191.5+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *twitter_archive_enhanced* table\n",
    "- In columns `retweeted_status_id`, `retweeted_status_user_id`, and `retweeted_status_timestamp` there are 181 not-null values (numbers like 8.860537e+17). i.e., Not all are dog ratings and some are retweets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Drop rows where `retweeted_status_id` is not null.\n",
    "2. Drop columns `retweeted_status_id`, `retweeted_status_user_id` and `retweeted_status_timestamp`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Code goes here\n",
    "twitter_archive_clean = twitter_archive_clean.loc[twitter_archive_clean.retweeted_status_id.isnull()]\n",
    "twitter_archive_clean = twitter_archive_clean.drop(['retweeted_status_id', 'retweeted_status_user_id', 'retweeted_status_timestamp'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1238 entries, 0 to 1298\n",
      "Data columns (total 15 columns):\n",
      "tweet_id                 1238 non-null int64\n",
      "in_reply_to_status_id    17 non-null float64\n",
      "in_reply_to_user_id      17 non-null float64\n",
      "timestamp                1238 non-null object\n",
      "source                   1238 non-null object\n",
      "text                     1238 non-null object\n",
      "expanded_urls            1238 non-null object\n",
      "rating_numerator         1238 non-null int64\n",
      "rating_denominator       1238 non-null int64\n",
      "name                     1238 non-null object\n",
      "retweet_count            1238 non-null int64\n",
      "favorite_count           1238 non-null int64\n",
      "predicted_breed          1238 non-null object\n",
      "prediction_confidence    1238 non-null float64\n",
      "dog_stage                217 non-null object\n",
      "dtypes: float64(3), int64(5), object(7)\n",
      "memory usage: 154.8+ KB\n"
     ]
    }
   ],
   "source": [
    "# Test code here\n",
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *twitter_archive_enhanced* table\n",
    "- Issues with fractional rating numerators: tweet_is's 883482846933004288 and 681340665377193984."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Using regex, extract correct numerator from `text` into new column `rating_numerator_clean`. (float)\n",
    "2. Compare `rating_numerator` and `rating_numerator_clean` to see if it solves issues for tweet_id's 883482846933004288 and 681340665377193984.\n",
    "3. If there are other difference, adjust the code until it fully represents the real rating.\n",
    "4. Drop colum `rating_numerator`.\n",
    "5. Rename column `rating_numerator_clean` to `rating_numerator`. (float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Code goes here\n",
    "twitter_archive_clean['rating_numerator_clean'] = twitter_archive_clean.text.str.extract('(\\d*\\.\\d+|\\d+)\\/\\d+', expand=True).astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "      <th>rating_numerator_clean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>883482846933004288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-08 00:28:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bella. She hopes her smile made you sm...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/883482846...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Bella</td>\n",
       "      <td>10075</td>\n",
       "      <td>46087</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.943082</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "37  883482846933004288                    NaN                  NaN   \n",
       "\n",
       "                    timestamp  \\\n",
       "37  2017-07-08 00:28:19 +0000   \n",
       "\n",
       "                                               source  \\\n",
       "37  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                 text  \\\n",
       "37  This is Bella. She hopes her smile made you sm...   \n",
       "\n",
       "                                        expanded_urls  rating_numerator  \\\n",
       "37  https://twitter.com/dog_rates/status/883482846...                 5   \n",
       "\n",
       "    rating_denominator   name  retweet_count  favorite_count  \\\n",
       "37                  10  Bella          10075           46087   \n",
       "\n",
       "     predicted_breed  prediction_confidence dog_stage  rating_numerator_clean  \n",
       "37  golden_retriever               0.943082       NaN                    13.5  "
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[(twitter_archive_clean.tweet_id == 883482846933004288)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean = twitter_archive_clean.drop('rating_numerator', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean = twitter_archive_clean.rename(index=str, columns={'rating_numerator_clean': 'rating_numerator'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>predicted_breed</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>dog_stage</th>\n",
       "      <th>rating_numerator</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>883482846933004288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-08 00:28:19 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Bella. She hopes her smile made you sm...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/883482846...</td>\n",
       "      <td>10</td>\n",
       "      <td>Bella</td>\n",
       "      <td>10075</td>\n",
       "      <td>46087</td>\n",
       "      <td>golden_retriever</td>\n",
       "      <td>0.943082</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "37  883482846933004288                    NaN                  NaN   \n",
       "\n",
       "                    timestamp  \\\n",
       "37  2017-07-08 00:28:19 +0000   \n",
       "\n",
       "                                               source  \\\n",
       "37  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                 text  \\\n",
       "37  This is Bella. She hopes her smile made you sm...   \n",
       "\n",
       "                                        expanded_urls  rating_denominator  \\\n",
       "37  https://twitter.com/dog_rates/status/883482846...                  10   \n",
       "\n",
       "     name  retweet_count  favorite_count   predicted_breed  \\\n",
       "37  Bella          10075           46087  golden_retriever   \n",
       "\n",
       "    prediction_confidence dog_stage  rating_numerator  \n",
       "37               0.943082       NaN              13.5  "
      ]
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test Code here\n",
    "twitter_archive_clean.loc[(twitter_archive_clean.tweet_id == 883482846933004288)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tweet_id',\n",
       " 'in_reply_to_status_id',\n",
       " 'in_reply_to_user_id',\n",
       " 'timestamp',\n",
       " 'source',\n",
       " 'text',\n",
       " 'expanded_urls',\n",
       " 'rating_denominator',\n",
       " 'name',\n",
       " 'retweet_count',\n",
       " 'favorite_count',\n",
       " 'predicted_breed',\n",
       " 'prediction_confidence',\n",
       " 'dog_stage',\n",
       " 'rating_numerator']"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(twitter_archive_clean)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *twitter_archive_enhanced* table\n",
    "- Wrong rating for `tweet_id` 716439118184652801: 50/50 instead of 11/10.\n",
    "- Wrong rating for `tweet_id` 682962037429899265: 7/11 instead of 10/10.\n",
    "- Wrong rating for `tweet_id` 666287406224695296: 1/2 instead of 9/10."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Locate each tweet_id's index.\n",
    "2. Manually change `rating_numerator` and `ratin_denominator` using `at`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>7.164391e+17</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         tweet_id  rating_numerator  rating_denominator\n",
       "689  7.164391e+17              50.0                50.0"
      ]
     },
     "execution_count": 325,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Code goes here\n",
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 716439118184652801, \\\n",
    "                          ['tweet_id', 'rating_numerator', 'rating_denominator']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at['689','rating_numerator'] = 11\n",
    "twitter_archive_clean.at['689','rating_denominator'] = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>6.829620e+17</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          tweet_id  rating_numerator  rating_denominator\n",
       "1038  6.829620e+17               7.0                11.0"
      ]
     },
     "execution_count": 331,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 682962037429899265, \\\n",
    "                          ['tweet_id', 'rating_numerator', 'rating_denominator']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.at['1038','rating_numerator'] = 10\n",
    "twitter_archive_clean.at['1038','rating_denominator'] = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [tweet_id, rating_numerator, rating_denominator]\n",
       "Index: []"
      ]
     },
     "execution_count": 334,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.tweet_id == 666287406224695296, \\\n",
    "                          ['tweet_id', 'rating_numerator', 'rating_denominator']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>7.164391e+17</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         tweet_id  rating_numerator  rating_denominator\n",
       "689  7.164391e+17              11.0                10.0"
      ]
     },
     "execution_count": 336,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test code goes here\n",
    "twitter_archive_clean.loc[(twitter_archive_clean.tweet_id == 716439118184652801), \\\n",
    "                          ['tweet_id', 'rating_numerator', 'rating_denominator']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>6.829620e+17</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          tweet_id  rating_numerator  rating_denominator\n",
       "1038  6.829620e+17              10.0                10.0"
      ]
     },
     "execution_count": 337,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[(twitter_archive_clean.tweet_id == 682962037429899265), \\\n",
    "                          ['tweet_id', 'rating_numerator', 'rating_denominator']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *twitter_archive_enhanced* table\n",
    "\n",
    "- Wrong variable types for columns `timestamp, tweet_id, in_reply_to_status_id, in_reply_to_user_id, timestamp, retweeted_status_id, and retweeted_status_user_id`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. `timestamp`: Change type to datetime.\n",
    "2. `tweet_id, in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, and retweeted_status_user_id`: Change type to object."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Code goes here\n",
    "twitter_archive_clean.timestamp = pd.to_datetime(twitter_archive_clean.timestamp)\n",
    "twitter_archive_clean.tweet_id = twitter_archive_clean.tweet_id.astype(object)\n",
    "twitter_archive_clean.in_reply_to_status_id = twitter_archive_clean.in_reply_to_status_id.astype(object)\n",
    "twitter_archive_clean.in_reply_to_user_id = twitter_archive_clean.in_reply_to_user_id.astype(object)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 1239 entries, 0 to 689\n",
      "Data columns (total 15 columns):\n",
      "tweet_id                 1238 non-null object\n",
      "in_reply_to_status_id    17 non-null object\n",
      "in_reply_to_user_id      17 non-null object\n",
      "timestamp                1238 non-null datetime64[ns]\n",
      "source                   1238 non-null object\n",
      "text                     1238 non-null object\n",
      "expanded_urls            1238 non-null object\n",
      "rating_denominator       1238 non-null float64\n",
      "name                     1238 non-null object\n",
      "retweet_count            1238 non-null float64\n",
      "favorite_count           1238 non-null float64\n",
      "predicted_breed          1238 non-null object\n",
      "prediction_confidence    1238 non-null float64\n",
      "dog_stage                217 non-null object\n",
      "rating_numerator         1239 non-null float64\n",
      "dtypes: datetime64[ns](1), float64(5), object(9)\n",
      "memory usage: 194.9+ KB\n"
     ]
    }
   ],
   "source": [
    "# Test code here\n",
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Storing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.to_csv('twitter_archive_master.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis and visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_master = pd.read_csv('twitter_archive_master.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "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>Unnamed: 0</th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>prediction_confidence</th>\n",
       "      <th>rating_numerator</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1239.000000</td>\n",
       "      <td>1.238000e+03</td>\n",
       "      <td>1.700000e+01</td>\n",
       "      <td>1.700000e+01</td>\n",
       "      <td>1238.000000</td>\n",
       "      <td>1238.000000</td>\n",
       "      <td>1238.000000</td>\n",
       "      <td>1238.000000</td>\n",
       "      <td>1239.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>661.502018</td>\n",
       "      <td>7.520889e+17</td>\n",
       "      <td>6.981247e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>10.587237</td>\n",
       "      <td>3167.521002</td>\n",
       "      <td>10955.012116</td>\n",
       "      <td>0.558744</td>\n",
       "      <td>11.707853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>378.442170</td>\n",
       "      <td>7.129013e+16</td>\n",
       "      <td>4.760350e+16</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.969275</td>\n",
       "      <td>4779.606506</td>\n",
       "      <td>13809.888923</td>\n",
       "      <td>0.297417</td>\n",
       "      <td>8.021577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.722643e+17</td>\n",
       "      <td>6.671522e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>675.000000</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>327.000000</td>\n",
       "      <td>6.860381e+17</td>\n",
       "      <td>6.747934e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>838.250000</td>\n",
       "      <td>2696.000000</td>\n",
       "      <td>0.312532</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>679.000000</td>\n",
       "      <td>7.185003e+17</td>\n",
       "      <td>6.757073e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1707.000000</td>\n",
       "      <td>5480.000000</td>\n",
       "      <td>0.575154</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>988.500000</td>\n",
       "      <td>8.173545e+17</td>\n",
       "      <td>7.030419e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3621.750000</td>\n",
       "      <td>14410.250000</td>\n",
       "      <td>0.825616</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1298.000000</td>\n",
       "      <td>8.921774e+17</td>\n",
       "      <td>8.558181e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>61290.000000</td>\n",
       "      <td>143751.000000</td>\n",
       "      <td>0.999885</td>\n",
       "      <td>144.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0      tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "count  1239.000000  1.238000e+03           1.700000e+01         1.700000e+01   \n",
       "mean    661.502018  7.520889e+17           6.981247e+17         4.196984e+09   \n",
       "std     378.442170  7.129013e+16           4.760350e+16         0.000000e+00   \n",
       "min       0.000000  6.722643e+17           6.671522e+17         4.196984e+09   \n",
       "25%     327.000000  6.860381e+17           6.747934e+17         4.196984e+09   \n",
       "50%     679.000000  7.185003e+17           6.757073e+17         4.196984e+09   \n",
       "75%     988.500000  8.173545e+17           7.030419e+17         4.196984e+09   \n",
       "max    1298.000000  8.921774e+17           8.558181e+17         4.196984e+09   \n",
       "\n",
       "       rating_denominator  retweet_count  favorite_count  \\\n",
       "count         1238.000000    1238.000000     1238.000000   \n",
       "mean            10.587237    3167.521002    10955.012116   \n",
       "std              6.969275    4779.606506    13809.888923   \n",
       "min              7.000000     100.000000      675.000000   \n",
       "25%             10.000000     838.250000     2696.000000   \n",
       "50%             10.000000    1707.000000     5480.000000   \n",
       "75%             10.000000    3621.750000    14410.250000   \n",
       "max            130.000000   61290.000000   143751.000000   \n",
       "\n",
       "       prediction_confidence  rating_numerator  \n",
       "count            1238.000000       1239.000000  \n",
       "mean                0.558744         11.707853  \n",
       "std                 0.297417          8.021577  \n",
       "min                 0.000062          0.000000  \n",
       "25%                 0.312532         10.000000  \n",
       "50%                 0.575154         11.000000  \n",
       "75%                 0.825616         12.000000  \n",
       "max                 0.999885        144.000000  "
      ]
     },
     "execution_count": 351,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1238.000000\n",
       "mean      110.705297\n",
       "std        20.236776\n",
       "min         0.000000\n",
       "25%       100.000000\n",
       "50%       110.000000\n",
       "75%       120.000000\n",
       "max       342.857143\n",
       "dtype: float64"
      ]
     },
     "execution_count": 352,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating = twitter_archive_master['rating_numerator']/twitter_archive_master['rating_denominator']*100\n",
    "rating.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**\\#Insight 1:** The average rating is 111%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count        217\n",
       "unique         5\n",
       "top       pupper\n",
       "freq         150\n",
       "Name: dog_stage, dtype: object"
      ]
     },
     "execution_count": 353,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.dog_stage.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**#Insight 2:** Most of the tweets have _pupper_ as dog stage (69%)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                 1238\n",
       "unique                 110\n",
       "top       golden_retriever\n",
       "freq                   121\n",
       "Name: predicted_breed, dtype: object"
      ]
     },
     "execution_count": 354,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.predicted_breed.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "golden_retriever      121\n",
       "Labrador_retriever     75\n",
       "Pembroke               72\n",
       "Chihuahua              68\n",
       "Name: predicted_breed, dtype: int64"
      ]
     },
     "execution_count": 355,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_master.predicted_breed.value_counts().head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "golden_retriever      42\n",
       "Labrador_retriever    28\n",
       "Pembroke              27\n",
       "Chihuahua             17\n",
       "Name: predicted_breed, dtype: int64"
      ]
     },
     "execution_count": 356,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.retweet_count >= 3621.750000]['predicted_breed'].value_counts().head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "golden_retriever      46\n",
       "Labrador_retriever    27\n",
       "Pembroke              23\n",
       "Chihuahua             16\n",
       "Name: predicted_breed, dtype: int64"
      ]
     },
     "execution_count": 357,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[twitter_archive_clean.favorite_count >= 14410.250000]['predicted_breed'].value_counts().head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 358,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "golden_retriever      82\n",
       "Pembroke              48\n",
       "Labrador_retriever    40\n",
       "Chihuahua             31\n",
       "Name: predicted_breed, dtype: int64"
      ]
     },
     "execution_count": 358,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.loc[(twitter_archive_clean.rating_numerator/twitter_archive_clean.rating_denominator) >= 1.2]['predicted_breed'].value_counts().head(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**#Insight 3:** There are 121 different predicted breeds, beign the most frequent `golden_retriever`, with more than 9% of ocurrencies, followed by `Labrador_retriever`, `Pembroke` and `Chihuahua`. This same distribution is present in the 1st quartile of `retweet_count`, `favorite_count` and `rating`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 359,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-6478.815176600442, 60000)"
      ]
     },
     "execution_count": 359,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "plt.scatter(rating, twitter_archive_master['favorite_count'], alpha=0.1)\n",
    "plt.xlim(xmin=0,xmax=150)\n",
    "plt.ylim(ymax=60000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 360,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2959.5151766004415, 20000)"
      ]
     },
     "execution_count": 360,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "plt.scatter(rating, twitter_archive_master['retweet_count'], alpha=0.1)\n",
    "plt.xlim(xmin=0,xmax=150)\n",
    "plt.ylim(ymax=20000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**#Insight 4:** There seems to be a positive correlation between the rating and the favorite_count, and between rating and the retweet_count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 361,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-6478.815176600442, 45000)"
      ]
     },
     "execution_count": 361,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "plt.scatter(twitter_archive_master.text.str.len(), twitter_archive_master['favorite_count'], alpha=0.1)\n",
    "plt.ylim(ymax=45000)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}