wrangle_act.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from io import BytesIO\n",
    "import requests\n",
    "import json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gathering Data for this Project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive = pd.read_csv('twitter-archive-enhanced.csv')\n",
    "\n",
    "response = requests.get(\"https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv\")\n",
    "image_predictions = pd.read_csv(BytesIO(response.content) , sep=\"\\t\" )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1: [892420643555336193 nan nan '2017-08-01 16:23:56 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/892420643555336193/photo/1' 13 10\n",
      " 'Phineas' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "2: [892177421306343426 nan nan '2017-08-01 00:17:27 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/892177421306343426/photo/1' 13 10\n",
      " 'Tilly' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "3: [891815181378084864 nan nan '2017-07-31 00:18:03 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/891815181378084864/photo/1' 12 10\n",
      " 'Archie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "4: [891689557279858688 nan nan '2017-07-30 15:58:51 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/891689557279858688/photo/1' 13 10\n",
      " 'Darla' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "5: [891327558926688256 nan nan '2017-07-29 16:00:24 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1'\n",
      " 12 10 'Franklin' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "6: [891087950875897856 nan nan '2017-07-29 00:08:17 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/891087950875897856/photo/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "7: [890971913173991426 nan nan '2017-07-28 16:27:12 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/Zr4hWfAs1H https://t.co/tVJBRMnhxl'\n",
      " nan nan nan\n",
      " 'https://gofundme.com/ydvmve-surgery-for-jax,https://twitter.com/dog_rates/status/890971913173991426/photo/1'\n",
      " 13 10 'Jax' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "8: [890729181411237888 nan nan '2017-07-28 00:22:40 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/890729181411237888/photo/1,https://twitter.com/dog_rates/status/890729181411237888/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "9: [890609185150312448 nan nan '2017-07-27 16:25:51 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/890609185150312448/photo/1' 13 10\n",
      " 'Zoey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "10: [890240255349198849 nan nan '2017-07-26 15:59:51 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/890240255349198849/photo/1' 14 10\n",
      " 'Cassie' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "11: [890006608113172480 nan nan '2017-07-26 00:31:25 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/890006608113172480/photo/1,https://twitter.com/dog_rates/status/890006608113172480/photo/1'\n",
      " 13 10 'Koda' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "12: [889880896479866881 nan nan '2017-07-25 16:11:53 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/889880896479866881/photo/1' 13 10\n",
      " 'Bruno' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "13: [889665388333682689 nan nan '2017-07-25 01:55:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/889665388333682689/photo/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'puppo']\n",
      "Fail\n",
      "14: [889638837579907072 nan nan '2017-07-25 00:10:02 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/889638837579907072/photo/1,https://twitter.com/dog_rates/status/889638837579907072/photo/1'\n",
      " 12 10 'Ted' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "15: [889531135344209921 nan nan '2017-07-24 17:02:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/889531135344209921/photo/1' 13 10\n",
      " 'Stuart' 'None' 'None' 'None' 'puppo']\n",
      "Fail\n",
      "16: [889278841981685760 nan nan '2017-07-24 00:19:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/889278841981685760/video/1' 13 10\n",
      " 'Oliver' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "17: [888917238123831296 nan nan '2017-07-23 00:22:39 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/888917238123831296/photo/1' 12 10\n",
      " 'Jim' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "18: [888804989199671297 nan nan '2017-07-22 16:56:37 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/888804989199671297/photo/1,https://twitter.com/dog_rates/status/888804989199671297/photo/1'\n",
      " 13 10 'Zeke' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "19: [888554962724278272 nan nan '2017-07-22 00:23:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Ralphus. He's powering up. Attempting maximum borkdrive. 13/10 inspirational af https://t.co/YnYAFCTTiK\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/888554962724278272/photo/1,https://twitter.com/dog_rates/status/888554962724278272/photo/1,https://twitter.com/dog_rates/status/888554962724278272/photo/1,https://twitter.com/dog_rates/status/888554962724278272/photo/1'\n",
      " 13 10 'Ralphus' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "20: [888202515573088257 nan nan '2017-07-21 01:02:36 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @dog_rates: This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX'\n",
      " 8.874739571039519e+17 4196983835.0 '2017-07-19 00:47:34 +0000'\n",
      " 'https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1'\n",
      " 13 10 'Canela' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "21: [888078434458587136 nan nan '2017-07-20 16:49:33 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/888078434458587136/photo/1,https://twitter.com/dog_rates/status/888078434458587136/photo/1'\n",
      " 12 10 'Gerald' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "22: [887705289381826560 nan nan '2017-07-19 16:06:48 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/887705289381826560/photo/1' 13 10\n",
      " 'Jeffrey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "23: [887517139158093824 nan nan '2017-07-19 03:39:09 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/887517139158093824/video/1' 14 10\n",
      " 'such' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "24: [887473957103951883 nan nan '2017-07-19 00:47:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1'\n",
      " 13 10 'Canela' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "25: [887343217045368832 nan nan '2017-07-18 16:08:03 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'You may not have known you needed to see this today. 13/10 please enjoy (IG: emmylouroo) https://t.co/WZqNqygEyV'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/887343217045368832/video/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "26: [887101392804085760 nan nan '2017-07-18 00:07:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/887101392804085760/photo/1' 12 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "27: [886983233522544640 nan nan '2017-07-17 16:17:36 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/886983233522544640/photo/1,https://twitter.com/dog_rates/status/886983233522544640/photo/1'\n",
      " 13 10 'Maya' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "28: [886736880519319552 nan nan '2017-07-16 23:58:41 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Mingus. He's a wonderful father to his smol pup. Confirmed 13/10, but he needs your help\\n\\nhttps://t.co/bVi0Yr4Cff https://t.co/ISvKOSkd5b\"\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/mingusneedsus,https://twitter.com/dog_rates/status/886736880519319552/photo/1,https://twitter.com/dog_rates/status/886736880519319552/photo/1'\n",
      " 13 10 'Mingus' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "29: [886680336477933568 nan nan '2017-07-16 20:14:00 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Derek. He's late for a dog meeting. 13/10 pet...al to the metal https://t.co/BCoWue0abA\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/886680336477933568/photo/1' 13 10\n",
      " 'Derek' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "30: [886366144734445568 nan nan '2017-07-15 23:25:31 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/886366144734445568/photo/1,https://twitter.com/dog_rates/status/886366144734445568/photo/1'\n",
      " 12 10 'Roscoe' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "31: [886267009285017600 8.862663570751283e+17 2281181600.0\n",
      " '2017-07-15 16:51:35 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@NonWhiteHat @MayhewMayhem omg hello tanner you are a scary good boy 12/10 would pet with extreme caution'\n",
      " nan nan nan nan 12 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "32: [886258384151887873 nan nan '2017-07-15 16:17:19 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Waffles. His doggles are pupside down. Unsure how to fix. 13/10 someone assist Waffles https://t.co/xZDA9Qsq1O'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/886258384151887873/photo/1' 13 10\n",
      " 'Waffles' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "33: [886054160059072513 nan nan '2017-07-15 02:45:48 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @Athletics: 12/10 #BATP https://t.co/WxwJmvjfxo'\n",
      " 8.860537344211026e+17 19607400.0 '2017-07-15 02:44:07 +0000'\n",
      " 'https://twitter.com/dog_rates/status/886053434075471873,https://twitter.com/dog_rates/status/886053434075471873'\n",
      " 12 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "34: [885984800019947520 nan nan '2017-07-14 22:10:11 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/885984800019947520/photo/1' 12 10\n",
      " 'Jimbo' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "35: [885528943205470208 nan nan '2017-07-13 15:58:47 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/885528943205470208/photo/1' 13 10\n",
      " 'Maisey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "36: [885518971528720385 nan nan '2017-07-13 15:19:09 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'I have a new hero and his name is Howard. 14/10 https://t.co/gzLHboL7Sk'\n",
      " nan nan nan 'https://twitter.com/4bonds2carbon/status/885517367337512960'\n",
      " 14 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "37: [885311592912609280 nan nan '2017-07-13 01:35:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.305833205850685e+17 4196983835.0 '2017-02-12 01:04:29 +0000'\n",
      " 'https://twitter.com/dog_rates/status/830583320585068544/photo/1,https://twitter.com/dog_rates/status/830583320585068544/photo/1,https://twitter.com/dog_rates/status/830583320585068544/photo/1,https://twitter.com/dog_rates/status/830583320585068544/photo/1'\n",
      " 13 10 'Lilly' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "38: [885167619883638784 nan nan '2017-07-12 16:03:00 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/885167619883638784/photo/1,https://twitter.com/dog_rates/status/885167619883638784/photo/1,https://twitter.com/dog_rates/status/885167619883638784/photo/1,https://twitter.com/dog_rates/status/885167619883638784/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "39: [884925521741709313 nan nan '2017-07-12 00:01:00 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/884925521741709313/photo/1' 12 10\n",
      " 'Earl' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "40: [884876753390489601 nan nan '2017-07-11 20:47:12 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/884876753390489601/photo/1,https://twitter.com/dog_rates/status/884876753390489601/photo/1,https://twitter.com/dog_rates/status/884876753390489601/photo/1,https://twitter.com/dog_rates/status/884876753390489601/photo/1'\n",
      " 13 10 'Lola' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "41: [884562892145688576 nan nan '2017-07-11 00:00:02 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Kevin. He's just so happy. 13/10 what is your secret Kevin https://t.co/1r4MFCbCX5\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/884562892145688576/photo/1' 13 10\n",
      " 'Kevin' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "42: [884441805382717440 nan nan '2017-07-10 15:58:53 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/884441805382717440/photo/1' 14 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "43: [884247878851493888 nan nan '2017-07-10 03:08:17 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan 'https://twitter.com/kaijohnson_19/status/883965650754039809'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "44: [884162670584377345 nan nan '2017-07-09 21:29:42 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/884162670584377345/photo/1' 12 10\n",
      " 'Yogi' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "45: [883838122936631299 nan nan '2017-07-09 00:00:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/883838122936631299/photo/1' 12 10\n",
      " 'Noah' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "46: [883482846933004288 nan nan '2017-07-08 00:28:19 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/883482846933004288/photo/1,https://twitter.com/dog_rates/status/883482846933004288/photo/1'\n",
      " 5 10 'Bella' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "47: [883360690899218434 nan nan '2017-07-07 16:22:55 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/883360690899218434/photo/1' 13 10\n",
      " 'Grizzwald' 'None' 'floofer' 'None' 'None']\n",
      "Fail\n",
      "48: [883117836046086144 nan nan '2017-07-07 00:17:54 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/883117836046086144/photo/1,https://twitter.com/dog_rates/status/883117836046086144/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "49: [882992080364220416 nan nan '2017-07-06 15:58:11 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/882992080364220416/photo/1,https://twitter.com/dog_rates/status/882992080364220416/photo/1'\n",
      " 13 10 'Rusty' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "50: [882762694511734784 nan nan '2017-07-06 00:46:41 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/882762694511734784/photo/1' 12 10\n",
      " 'Gus' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "51: [882627270321602560 nan nan '2017-07-05 15:48:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/882627270321602560/photo/1' 13 10\n",
      " 'Stanley' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "52: [882268110199369728 nan nan '2017-07-04 16:01:23 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/882268110199369728/photo/1,https://twitter.com/dog_rates/status/882268110199369728/photo/1,https://twitter.com/dog_rates/status/882268110199369728/photo/1'\n",
      " 13 10 'Alfy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "53: [882045870035918850 nan nan '2017-07-04 01:18:17 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/882045870035918850/photo/1,https://twitter.com/dog_rates/status/882045870035918850/photo/1,https://twitter.com/dog_rates/status/882045870035918850/photo/1,https://twitter.com/dog_rates/status/882045870035918850/photo/1'\n",
      " 13 10 'Koko' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "54: [881906580714921986 nan nan '2017-07-03 16:04:48 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Rey. He's a Benebop Cumberfloof. 12/10 dangerously pettable https://t.co/503CgWbhxQ\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/881906580714921986/photo/1' 12 10\n",
      " 'Rey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "55: [881666595344535552 nan nan '2017-07-03 00:11:11 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/881666595344535552/photo/1' 13 10\n",
      " 'Gary' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "56: [881633300179243008 8.816070373140521e+17 47384430.0\n",
      " '2017-07-02 21:58:53 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@roushfenway These are good dogs but 17/10 is an emotional impulse rating. More like 13/10s'\n",
      " nan nan nan nan 17 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "57: [881536004380872706 nan nan '2017-07-02 15:32:16 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/881536004380872706/video/1' 14 10\n",
      " 'a' 'None' 'None' 'pupper' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "58: [881268444196462592 nan nan '2017-07-01 21:49:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/881268444196462592/photo/1' 12 10\n",
      " 'Elliot' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "59: [880935762899988482 nan nan '2017-06-30 23:47:07 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Louis. He's crossing. It's a big deal. 13/10 h*ckin breathtaking https://t.co/D0wb1GlKAt\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/880935762899988482/photo/1' 13 10\n",
      " 'Louis' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "60: [880872448815771648 nan nan '2017-06-30 19:35:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/880872448815771648/photo/1' 12 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "61: [880465832366813184 nan nan '2017-06-29 16:39:47 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/880465832366813184/photo/1,https://twitter.com/dog_rates/status/880465832366813184/photo/1,https://twitter.com/dog_rates/status/880465832366813184/photo/1,https://twitter.com/dog_rates/status/880465832366813184/photo/1'\n",
      " 12 10 'Bella' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "62: [880221127280381952 nan nan '2017-06-29 00:27:25 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/880221127280381952/photo/1,https://twitter.com/dog_rates/status/880221127280381952/photo/1'\n",
      " 12 10 'Jesse' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "63: [880095782870896641 nan nan '2017-06-28 16:09:20 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/880095782870896641/photo/1' 11 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "64: [879862464715927552 nan nan '2017-06-28 00:42:13 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Romeo. He would like to do an entrance. Requesting your immediate assistance. 13/10 https://t.co/Qh5aEkRQm9'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/879862464715927552/photo/1,https://twitter.com/dog_rates/status/879862464715927552/photo/1,https://twitter.com/dog_rates/status/879862464715927552/photo/1'\n",
      " 13 10 'Romeo' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "65: [879674319642796034 8.795538273341727e+17 3105440746.0\n",
      " '2017-06-27 12:14:36 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@RealKentMurphy 14/10 confirmed' nan nan nan nan 14 10 'None' 'None'\n",
      " 'None' 'None' 'None']\n",
      "Fail\n",
      "66: [879492040517615616 nan nan '2017-06-27 00:10:17 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Bailey. He thinks you should measure ear length for signs of growth instead. 12/10 https://t.co/IxM9IMKQq8'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/879492040517615616/photo/1' 12 10\n",
      " 'Bailey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "67: [879415818425184262 nan nan '2017-06-26 19:07:24 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Duddles. He did an attempt. 13/10 someone help him (vid by Georgia Felici) https://t.co/UDT7ZkcTgY'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/879415818425184262/video/1' 13 10\n",
      " 'Duddles' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "68: [879376492567855104 nan nan '2017-06-26 16:31:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/879376492567855104/photo/1' 12 10\n",
      " 'Jack' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "69: [879130579576475649 nan nan '2017-06-26 00:13:58 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.780576130401157e+17 4196983835.0 '2017-06-23 01:10:23 +0000'\n",
      " 'https://twitter.com/dog_rates/status/878057613040115712/photo/1,https://twitter.com/dog_rates/status/878057613040115712/photo/1'\n",
      " 14 10 'Emmy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "70: [879050749262655488 nan nan '2017-06-25 18:56:45 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/879050749262655488/photo/1' 11 10\n",
      " 'Steven' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "71: [879008229531029506 nan nan '2017-06-25 16:07:47 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/879008229531029506/photo/1' 13 10\n",
      " 'Beau' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "72: [878776093423087618 nan nan '2017-06-25 00:45:22 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/878776093423087618/photo/1,https://twitter.com/dog_rates/status/878776093423087618/photo/1'\n",
      " 13 10 'Snoopy' 'None' 'None' 'None' 'puppo']\n",
      "Fail\n",
      "73: [878604707211726852 nan nan '2017-06-24 13:24:20 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Martha is stunning how h*ckin dare you. 13/10 https://t.co/9uABQXgjwa'\n",
      " nan nan nan 'https://twitter.com/bbcworld/status/878599868507402241' 13\n",
      " 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "74: [878404777348136964 nan nan '2017-06-24 00:09:53 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps:/…'\n",
      " 8.782815110064783e+17 4196983835.0 '2017-06-23 16:00:04 +0000'\n",
      " 'https://www.gofundme.com/3yd6y1c,https://twitter.com/dog_rates/status/878281511006478336/photo/1'\n",
      " 13 10 'Shadow' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "75: [878316110768087041 nan nan '2017-06-23 18:17:33 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 6.690003974455337e+17 4196983835.0 '2015-11-24 03:51:38 +0000'\n",
      " 'https://twitter.com/dog_rates/status/669000397445533696/photo/1' 11 10\n",
      " 'Terrance' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "76: [878281511006478336 nan nan '2017-06-23 16:00:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Meet Shadow. In an attempt to reach maximum zooming borkdrive, he tore his ACL. Still 13/10 tho. Help him out below\\n\\nhttps://t.co/245xJJElsY https://t.co/lUiQH219v6'\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/3yd6y1c,https://twitter.com/dog_rates/status/878281511006478336/photo/1'\n",
      " 13 10 'Shadow' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "77: [878057613040115712 nan nan '2017-06-23 01:10:23 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/878057613040115712/photo/1,https://twitter.com/dog_rates/status/878057613040115712/photo/1'\n",
      " 14 10 'Emmy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "78: [877736472329191424 nan nan '2017-06-22 03:54:17 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/877736472329191424/photo/1,https://twitter.com/dog_rates/status/877736472329191424/photo/1'\n",
      " 13 10 'Aja' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "79: [877611172832227328 nan nan '2017-06-21 19:36:23 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.76850772322988e+17 512804507.0 '2017-06-19 17:14:49 +0000'\n",
      " 'https://twitter.com/rachel2195/status/876850772322988033/photo/1,https://twitter.com/rachel2195/status/876850772322988033/photo/1,https://twitter.com/rachel2195/status/876850772322988033/photo/1,https://twitter.com/rachel2195/status/876850772322988033/photo/1'\n",
      " 14 10 'None' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "80: [877556246731214848 nan nan '2017-06-21 15:58:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/877556246731214848/photo/1' 12 10\n",
      " 'Penny' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "81: [877316821321428993 nan nan '2017-06-21 00:06:44 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/877316821321428993/photo/1,https://twitter.com/dog_rates/status/877316821321428993/photo/1'\n",
      " 13 10 'Dante' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "82: [877201837425926144 nan nan '2017-06-20 16:29:50 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/877201837425926144/photo/1,https://twitter.com/dog_rates/status/877201837425926144/photo/1'\n",
      " 12 10 'Nelly' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "83: [876838120628539392 nan nan '2017-06-19 16:24:33 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/876838120628539392/photo/1,https://twitter.com/dog_rates/status/876838120628539392/photo/1'\n",
      " 12 10 'Ginger' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "84: [876537666061221889 nan nan '2017-06-18 20:30:39 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan 'https://twitter.com/mpstowerham/status/876162994446753793'\n",
      " 14 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "85: [876484053909872640 nan nan '2017-06-18 16:57:37 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/876484053909872640/photo/1' 13 10\n",
      " 'Benedict' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "86: [876120275196170240 nan nan '2017-06-17 16:52:05 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/876120275196170240/photo/1' 13 10\n",
      " 'Venti' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "87: [875747767867523072 nan nan '2017-06-16 16:11:53 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/875747767867523072/photo/1' 13 10\n",
      " 'Goose' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "88: [875144289856114688 nan nan '2017-06-15 00:13:52 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/875144289856114688/video/1' 13 10\n",
      " 'Nugget' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "89: [875097192612077568 nan nan '2017-06-14 21:06:43 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"You'll get your package when that precious man is done appreciating the pups. 13/10 for everyone https://t.co/PFp4MghzBW\"\n",
      " nan nan nan 'https://twitter.com/drboondoc/status/874413398133547008' 13\n",
      " 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "90: [875021211251597312 nan nan '2017-06-14 16:04:48 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/875021211251597312/photo/1,https://twitter.com/dog_rates/status/875021211251597312/photo/1'\n",
      " 12 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "91: [874680097055178752 nan nan '2017-06-13 17:29:20 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Meet Cash. He hath acquired a stick. A very good stick tbh. 12/10 would pat head approvingly https://t.co/lZhtizkURD'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/874680097055178752/photo/1' 12 10\n",
      " 'Cash' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "92: [874434818259525634 nan nan '2017-06-13 01:14:41 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.663349647612027e+17 4196983835.0 '2017-05-21 16:48:45 +0000'\n",
      " 'https://twitter.com/dog_rates/status/866334964761202691/photo/1,https://twitter.com/dog_rates/status/866334964761202691/photo/1'\n",
      " 12 10 'Coco' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "93: [874296783580663808 nan nan '2017-06-12 16:06:11 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/874296783580663808/photo/1' 13 10\n",
      " 'Jed' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "94: [874057562936811520 nan nan '2017-06-12 00:15:36 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/874057562936811520/photo/1' 12 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "95: [874012996292530176 nan nan '2017-06-11 21:18:31 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/874012996292530176/photo/1,https://twitter.com/dog_rates/status/874012996292530176/photo/1'\n",
      " 13 10 'Sebastian' 'None' 'None' 'None' 'puppo']\n",
      "Fail\n",
      "96: [873697596434513921 nan nan '2017-06-11 00:25:14 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"RT @dog_rates: This is Walter. He won't start hydrotherapy without his favorite floatie. 14/10 keep it pup Walter https://t.co/r28jFx9uyF\"\n",
      " 8.688803978194944e+17 4196983835.0 '2017-05-28 17:23:24 +0000'\n",
      " 'https://twitter.com/dog_rates/status/868880397819494401/photo/1,https://twitter.com/dog_rates/status/868880397819494401/photo/1'\n",
      " 14 10 'Walter' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "97: [873580283840344065 nan nan '2017-06-10 16:39:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/873580283840344065/photo/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "98: [873337748698140672 nan nan '2017-06-10 00:35:19 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps:/…\"\n",
      " 8.732137756329779e+17 4196983835.0 '2017-06-09 16:22:42 +0000'\n",
      " 'https://www.gofundme.com/help-my-baby-sierra-get-better,https://twitter.com/dog_rates/status/873213775632977920/photo/1,https://twitter.com/dog_rates/status/873213775632977920/photo/1'\n",
      " 12 10 'Sierra' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "99: [873213775632977920 nan nan '2017-06-09 16:22:42 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/Xp01EU3qyD https://t.co/V5lkvrGLdQ\"\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/help-my-baby-sierra-get-better,https://twitter.com/dog_rates/status/873213775632977920/photo/1,https://twitter.com/dog_rates/status/873213775632977920/photo/1'\n",
      " 12 10 'Sierra' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "100: [872967104147763200 nan nan '2017-06-09 00:02:31 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/872967104147763200/photo/1,https://twitter.com/dog_rates/status/872967104147763200/photo/1'\n",
      " 12 10 'None' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "101: [872820683541237760 nan nan '2017-06-08 14:20:41 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Here are my favorite #dogsatpollingstations \\nMost voted for a more consistent walking schedule and to increase daily pats tenfold. All 13/10 https://t.co/17FVMl4VZ5'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/872820683541237760/photo/1,https://twitter.com/dog_rates/status/872820683541237760/photo/1,https://twitter.com/dog_rates/status/872820683541237760/photo/1,https://twitter.com/dog_rates/status/872820683541237760/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "102: [872668790621863937 nan nan '2017-06-08 04:17:07 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.726575842595512e+17 154767397.0 '2017-06-08 03:32:35 +0000'\n",
      " 'https://twitter.com/loganamnosis/status/872657584259551233/photo/1' 14\n",
      " 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "103: [872620804844003328 nan nan '2017-06-08 01:06:27 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/872620804844003328/photo/1' 13 10\n",
      " 'Monkey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "104: [872486979161796608 nan nan '2017-06-07 16:14:40 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/872486979161796608/photo/1' 12 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "105: [872261713294495745 nan nan '2017-06-07 01:19:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/872261713294495745/photo/1,https://twitter.com/dog_rates/status/872261713294495745/photo/1'\n",
      " 13 10 'Harry' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "106: [872122724285648897 nan nan '2017-06-06 16:07:15 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/872122724285648897/photo/1,https://twitter.com/dog_rates/status/872122724285648897/photo/1'\n",
      " 12 10 'Kody' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "107: [871879754684805121 nan nan '2017-06-06 00:01:46 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/871879754684805121/photo/1,https://twitter.com/dog_rates/status/871879754684805121/photo/1'\n",
      " 13 10 'Lassie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "108: [871762521631449091 nan nan '2017-06-05 16:15:56 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/871762521631449091/photo/1,https://twitter.com/dog_rates/status/871762521631449091/photo/1,https://twitter.com/dog_rates/status/871762521631449091/photo/1'\n",
      " 12 10 'Rover' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "109: [871515927908634625 nan nan '2017-06-04 23:56:03 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/871515927908634625/photo/1,https://twitter.com/dog_rates/status/871515927908634625/photo/1'\n",
      " 12 10 'Napolean' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "110: [871166179821445120 nan nan '2017-06-04 00:46:17 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.41077006473257e+17 4196983835.0 '2017-03-13 00:02:39 +0000'\n",
      " 'https://twitter.com/dog_rates/status/841077006473256960/photo/1' 12 10\n",
      " 'Dawn' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "111: [871102520638267392 nan nan '2017-06-03 20:33:19 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Never doubt a doggo 14/10 https://t.co/AbBLh2FZCH' nan nan nan\n",
      " 'https://twitter.com/animalcog/status/871075758080503809' 14 10 'None'\n",
      " 'doggo' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "112: [871032628920680449 nan nan '2017-06-03 15:55:36 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/871032628920680449/photo/1' 13 10\n",
      " 'Boomer' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "113: [870804317367881728 nan nan '2017-06-03 00:48:22 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/870804317367881728/photo/1' 11 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "114: [870726314365509632 8.707262027424932e+17 16487760.0\n",
      " '2017-06-02 19:38:25 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@ComplicitOwl @ShopWeRateDogs &gt;10/10 is reserved for dogs' nan nan\n",
      " nan nan 10 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "115: [870656317836468226 nan nan '2017-06-02 15:00:16 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Cody. He zoomed too aggressively and tore his ACL. Happens to the best of us. Still 13/10\\n\\nHelp Cody here: https://t.co/4hxnDOt1CV https://t.co/42ryYRQ2Q4'\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/help-fix-codys-torn-acl,https://twitter.com/dog_rates/status/870656317836468226/photo/1,https://twitter.com/dog_rates/status/870656317836468226/photo/1,https://twitter.com/dog_rates/status/870656317836468226/photo/1,https://twitter.com/dog_rates/status/870656317836468226/photo/1'\n",
      " 13 10 'Cody' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "116: [870374049280663552 nan nan '2017-06-01 20:18:38 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/870374049280663552/photo/1' 13 10\n",
      " 'Zoey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "117: [870308999962521604 nan nan '2017-06-01 16:00:09 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/870308999962521604/photo/1,https://twitter.com/dog_rates/status/870308999962521604/photo/1'\n",
      " 13 10 'Rumble' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "118: [870063196459192321 nan nan '2017-05-31 23:43:25 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/870063196459192321/photo/1,https://twitter.com/dog_rates/status/870063196459192321/photo/1'\n",
      " 14 10 'Clifford' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "119: [869988702071779329 nan nan '2017-05-31 18:47:24 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"RT @dog_rates: We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10…\"\n",
      " 8.591969789027738e+17 4196983835.0 '2017-05-02 00:04:57 +0000'\n",
      " 'https://twitter.com/dog_rates/status/859196978902773760/video/1' 12 10\n",
      " 'quite' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "120: [869772420881756160 nan nan '2017-05-31 04:27:59 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/869772420881756160/photo/1' 13 10\n",
      " 'Dewey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "121: [869702957897576449 nan nan '2017-05-30 23:51:58 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/869702957897576449/photo/1' 13 10\n",
      " 'Stanley' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "122: [869596645499047938 nan nan '2017-05-30 16:49:31 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/869596645499047938/photo/1,https://twitter.com/dog_rates/status/869596645499047938/photo/1'\n",
      " 12 10 'Scout' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "123: [869227993411051520 nan nan '2017-05-29 16:24:37 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/869227993411051520/photo/1' 13 10\n",
      " 'Gizmo' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "124: [868880397819494401 nan nan '2017-05-28 17:23:24 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Walter. He won't start hydrotherapy without his favorite floatie. 14/10 keep it pup Walter https://t.co/r28jFx9uyF\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/868880397819494401/photo/1' 14 10\n",
      " 'Walter' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "125: [868639477480148993 nan nan '2017-05-28 01:26:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://…'\n",
      " 8.685522785248379e+17 4196983835.0 '2017-05-27 19:39:34 +0000'\n",
      " 'https://www.gofundme.com/3ti3nps,https://twitter.com/dog_rates/status/868552278524837888/photo/1,https://twitter.com/dog_rates/status/868552278524837888/photo/1'\n",
      " 12 10 'Cooper' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "126: [868622495443632128 nan nan '2017-05-28 00:18:35 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/868622495443632128/photo/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "127: [868552278524837888 nan nan '2017-05-27 19:39:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Say hello to Cooper. His expression is the same wet or dry. Absolute 12/10 but Coop desperately requests your help\\n\\nhttps://t.co/ZMTE4Mr69f https://t.co/7RyeXTYLNi'\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/3ti3nps,https://twitter.com/dog_rates/status/868552278524837888/photo/1,https://twitter.com/dog_rates/status/868552278524837888/photo/1'\n",
      " 12 10 'Cooper' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "128: [867900495410671616 nan nan '2017-05-26 00:29:37 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/867900495410671616/photo/1' 12 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "129: [867774946302451713 nan nan '2017-05-25 16:10:44 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"Meet Harold.  He's h*ckin cooperative. 13/10 good work Harold https://t.co/ZYg3NZGICa\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/867774946302451713/photo/1,https://twitter.com/dog_rates/status/867774946302451713/photo/1'\n",
      " 13 10 'Harold' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "130: [867421006826221569 nan nan '2017-05-24 16:44:18 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/867421006826221569/photo/1' 12 10\n",
      " 'Shikha' 'None' 'None' 'None' 'puppo']\n",
      "Fail\n",
      "131: [867072653475098625 nan nan '2017-05-23 17:40:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @rachaeleasler: these @dog_rates hats are 13/10 bean approved https://t.co/nRCdq4g9gG'\n",
      " 8.650134204453683e+17 7.874617784352891e+17 '2017-05-18 01:17:25 +0000'\n",
      " 'https://twitter.com/rachaeleasler/status/865013420445368320/photo/1,https://twitter.com/rachaeleasler/status/865013420445368320/photo/1,https://twitter.com/rachaeleasler/status/865013420445368320/photo/1,https://twitter.com/rachaeleasler/status/865013420445368320/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "132: [867051520902168576 nan nan '2017-05-23 16:16:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/867051520902168576/photo/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "133: [866816280283807744 nan nan '2017-05-23 00:41:20 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @dog_rates: This is Jamesy. He gives a kiss to every other pupper he sees on his walk. 13/10 such passion, much tender https://t.co/wk7T…'\n",
      " 8.664507055314575e+17 4196983835.0 '2017-05-22 00:28:40 +0000'\n",
      " 'https://twitter.com/dog_rates/status/866450705531457537/photo/1,https://twitter.com/dog_rates/status/866450705531457537/photo/1'\n",
      " 13 10 'Jamesy' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "134: [866720684873056260 nan nan '2017-05-22 18:21:28 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'He was providing for his family 13/10 how dare you https://t.co/Q8mVwWN3f4'\n",
      " nan nan nan 'https://twitter.com/nbcnews/status/866458718883467265' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "135: [866686824827068416 nan nan '2017-05-22 16:06:55 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/866686824827068416/photo/1,https://twitter.com/dog_rates/status/866686824827068416/photo/1'\n",
      " 12 10 'Lili' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "136: [866450705531457537 nan nan '2017-05-22 00:28:40 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/866450705531457537/photo/1,https://twitter.com/dog_rates/status/866450705531457537/photo/1'\n",
      " 13 10 'Jamesy' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "137: [866334964761202691 nan nan '2017-05-21 16:48:45 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/866334964761202691/photo/1,https://twitter.com/dog_rates/status/866334964761202691/photo/1'\n",
      " 12 10 'Coco' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "138: [866094527597207552 nan nan '2017-05-21 00:53:21 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.378201676945285e+17 4196983835.0 '2017-03-04 00:21:08 +0000'\n",
      " 'https://twitter.com/dog_rates/status/837820167694528512/photo/1,https://twitter.com/dog_rates/status/837820167694528512/photo/1'\n",
      " 12 10 'None' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "139: [865718153858494464 nan nan '2017-05-19 23:57:46 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/865718153858494464/photo/1' 13 10\n",
      " 'Boomer' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "140: [865359393868664832 nan nan '2017-05-19 00:12:11 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/865359393868664832/photo/1,https://twitter.com/dog_rates/status/865359393868664832/photo/1'\n",
      " 13 10 'Sammy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "141: [865006731092295680 nan nan '2017-05-18 00:50:50 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/865006731092295680/photo/1' 13 10\n",
      " 'Nelly' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "142: [864873206498414592 nan nan '2017-05-17 16:00:15 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/864873206498414592/photo/1,https://twitter.com/dog_rates/status/864873206498414592/photo/1'\n",
      " 14 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "143: [864279568663928832 nan nan '2017-05-16 00:41:21 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/864279568663928832/photo/1,https://twitter.com/dog_rates/status/864279568663928832/photo/1'\n",
      " 12 10 'Meatball' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "144: [864197398364647424 nan nan '2017-05-15 19:14:50 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/864197398364647424/photo/1,https://twitter.com/dog_rates/status/864197398364647424/photo/1,https://twitter.com/dog_rates/status/864197398364647424/photo/1,https://twitter.com/dog_rates/status/864197398364647424/photo/1'\n",
      " 13 10 'Paisley' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "145: [863907417377173506 nan nan '2017-05-15 00:02:33 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/863907417377173506/photo/1,https://twitter.com/dog_rates/status/863907417377173506/photo/1'\n",
      " 13 10 'Albus' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "146: [863553081350529029 nan nan '2017-05-14 00:34:33 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Neptune. He's a backpup vocalist for the Dixie Chicks. 13/10 (vid by @AmiWinehouse) https://t.co/tordvmaaop\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/863553081350529029/video/1' 13 10\n",
      " 'Neptune' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "147: [863471782782697472 nan nan '2017-05-13 19:11:30 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://…\"\n",
      " 8.630624715311677e+17 4196983835.0 '2017-05-12 16:05:02 +0000'\n",
      " 'https://www.gofundme.com/helpquinny,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1'\n",
      " 13 10 'Quinn' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "148: [863432100342583297 nan nan '2017-05-13 16:33:49 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/863432100342583297/photo/1' 12 10\n",
      " 'Belle' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "149: [863427515083354112 8.634256455687741e+17 77596200.0\n",
      " '2017-05-13 16:15:35 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan nan 12 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "150: [863079547188785154 6.671521640794235e+17 4196983835.0\n",
      " '2017-05-12 17:12:53 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/863079547188785154/photo/1' 14 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "151: [863062471531167744 nan nan '2017-05-12 16:05:02 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/MOBkQnyHib https://t.co/EsOB4rLEKt\"\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/helpquinny,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1,https://twitter.com/dog_rates/status/863062471531167744/photo/1'\n",
      " 13 10 'Quinn' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "152: [862831371563274240 nan nan '2017-05-12 00:46:44 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/862831371563274240/photo/1,https://twitter.com/dog_rates/status/862831371563274240/photo/1'\n",
      " 13 10 'Zooey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "153: [862722525377298433 nan nan '2017-05-11 17:34:13 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/862722525377298433/photo/1' 11 10\n",
      " 'Dave' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "154: [862457590147678208 nan nan '2017-05-11 00:01:27 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/862457590147678208/photo/1,https://twitter.com/dog_rates/status/862457590147678208/photo/1,https://twitter.com/dog_rates/status/862457590147678208/photo/1'\n",
      " 13 10 'Jersey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "155: [862096992088072192 nan nan '2017-05-10 00:08:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"We only rate dogs. Please don't send perfectly toasted marshmallows attempting to drive. Thank you... 13/10 https://t.co/nvZyyrp0kd\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/862096992088072192/photo/1,https://twitter.com/dog_rates/status/862096992088072192/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "156: [861769973181624320 nan nan '2017-05-09 02:29:07 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @dog_rates: \"Good afternoon class today we\\'re going to learn what makes a good boy so good\" 13/10 https://t.co/f1h2Fsalv9'\n",
      " 8.06629075125203e+17 4196983835.0 '2016-12-07 22:38:52 +0000'\n",
      " 'https://twitter.com/dog_rates/status/806629075125202948/photo/1,https://twitter.com/dog_rates/status/806629075125202948/photo/1,https://twitter.com/dog_rates/status/806629075125202948/photo/1,https://twitter.com/dog_rates/status/806629075125202948/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "157: [861383897657036800 nan nan '2017-05-08 00:54:59 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Hobbes. He's never seen bubbles before. 13/10 deep breaths buddy https://t.co/QFRlbZw4Z1\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/861383897657036800/photo/1' 13 10\n",
      " 'Hobbes' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "158: [861288531465048066 nan nan '2017-05-07 18:36:02 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"HI. MY. NAME. IS. BOOMER. AND. I. WANT. TO. SAY. IT'S. H*CKIN. RIDICULOUS. THAT. DOGS. CAN'T VOTE. ABSOLUTE. CODSWALLUP. THANK. YOU. 13/10 https://t.co/SqKJPwbQ2g\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/861288531465048066/video/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "159: [861005113778896900 nan nan '2017-05-06 23:49:50 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Burt. He thinks your thesis statement is comically underdeveloped. 12/10 intellectual af https://t.co/jH6EN9cEn6'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/861005113778896900/photo/1' 12 10\n",
      " 'Burt' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "160: [860981674716409858 nan nan '2017-05-06 22:16:42 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t…\"\n",
      " 8.605637731402097e+17 4196983835.0 '2017-05-05 18:36:06 +0000'\n",
      " 'https://www.gofundme.com/help-lorenzo-beat-cancer,https://twitter.com/dog_rates/status/860563773140209665/photo/1,https://twitter.com/dog_rates/status/860563773140209665/photo/1'\n",
      " 13 10 'Lorenzo' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "161: [860924035999428608 nan nan '2017-05-06 18:27:40 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @tallylott: h*ckin adorable promposal. 13/10 @dog_rates https://t.co/6n8hzNihJ9'\n",
      " 8.609144852504699e+17 363890752.0 '2017-05-06 17:49:42 +0000'\n",
      " 'https://twitter.com/tallylott/status/860914485250469888/photo/1,https://twitter.com/tallylott/status/860914485250469888/photo/1,https://twitter.com/tallylott/status/860914485250469888/photo/1,https://twitter.com/tallylott/status/860914485250469888/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "162: [860563773140209665 nan nan '2017-05-05 18:36:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/qZdSdzm08p https://t.co/oDIQ1KkdPt\"\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/help-lorenzo-beat-cancer,https://twitter.com/dog_rates/status/860563773140209665/photo/1,https://twitter.com/dog_rates/status/860563773140209665/photo/1'\n",
      " 13 10 'Lorenzo' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "163: [860524505164394496 nan nan '2017-05-05 16:00:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/860524505164394496/photo/1' 13 10\n",
      " 'Carl' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "164: [860276583193509888 nan nan '2017-05-04 23:34:55 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/860276583193509888/photo/1' 12 10\n",
      " 'Jordy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "165: [860184849394610176 nan nan '2017-05-04 17:30:24 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/860184849394610176/photo/1' 14 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "166: [860177593139703809 nan nan '2017-05-04 17:01:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @dog_rates: Ohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboy. 10/10 for all (by happytailsresort) https://t.c…'\n",
      " 7.616729943768064e+17 4196983835.0 '2016-08-05 21:19:27 +0000'\n",
      " 'https://twitter.com/dog_rates/status/761672994376806400/video/1' 10 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "167: [859924526012018688 nan nan '2017-05-04 00:15:58 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/859924526012018688/photo/1' 12 10\n",
      " 'Milky' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "168: [859851578198683649 nan nan '2017-05-03 19:26:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/859851578198683649/photo/1,https://twitter.com/dog_rates/status/859851578198683649/photo/1,https://twitter.com/dog_rates/status/859851578198683649/photo/1,https://twitter.com/dog_rates/status/859851578198683649/photo/1'\n",
      " 13 10 'Trooper' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "169: [859607811541651456 nan nan '2017-05-03 03:17:27 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/859607811541651456/photo/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'puppo']\n",
      "Fail\n",
      "170: [859196978902773760 nan nan '2017-05-02 00:04:57 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/859196978902773760/video/1' 12 10\n",
      " 'quite' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "171: [859074603037188101 nan nan '2017-05-01 15:58:40 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/859074603037188101/photo/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "172: [858860390427611136 nan nan '2017-05-01 01:47:28 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.395493263596708e+17 4196983835.0 '2017-03-08 18:52:12 +0000'\n",
      " 'https://twitter.com/dog_rates/status/839549326359670784/photo/1' 12 10\n",
      " 'Winston' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "173: [858843525470990336 nan nan '2017-05-01 00:40:27 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/858843525470990336/photo/1' 13 10\n",
      " 'None' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "174: [858471635011153920 nan nan '2017-04-30 00:02:42 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/858471635011153920/photo/1' 13 10\n",
      " 'Sophie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "175: [858107933456039936 nan nan '2017-04-28 23:57:28 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/858107933456039936/photo/1' 12 10\n",
      " 'Wyatt' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "176: [857989990357356544 nan nan '2017-04-28 16:08:49 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/857989990357356544/photo/1' 12 10\n",
      " 'Rosie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "177: [857746408056729600 nan nan '2017-04-28 00:00:54 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/857746408056729600/photo/1,https://twitter.com/dog_rates/status/857746408056729600/photo/1,https://twitter.com/dog_rates/status/857746408056729600/photo/1'\n",
      " 13 10 'Thor' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "178: [857393404942143489 nan nan '2017-04-27 00:38:11 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/Mj4j6QoIJk https://t.co/JdNE5oqYEV\"\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/meeko-needs-heart-surgery,https://twitter.com/dog_rates/status/857393404942143489/photo/1,https://twitter.com/dog_rates/status/857393404942143489/photo/1,https://twitter.com/dog_rates/status/857393404942143489/photo/1,https://twitter.com/dog_rates/status/857393404942143489/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "179: [857263160327368704 nan nan '2017-04-26 16:00:39 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/857263160327368704/photo/1' 13 10\n",
      " 'Oscar' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "180: [857214891891077121 8.571566780553421e+17 180670967.0\n",
      " '2017-04-26 12:48:51 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@Marc_IRL pixelated af 12/10' nan nan nan nan 12 10 'None' 'None' 'None'\n",
      " 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "181: [857062103051644929 nan nan '2017-04-26 02:41:43 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.57061112319234e+17 58709723.0 '2017-04-26 02:37:47 +0000'\n",
      " 'https://twitter.com/AaronChewning/status/857061112319234050/photo/1' 13\n",
      " 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "182: [857029823797047296 nan nan '2017-04-26 00:33:27 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Zeke. He performs group cheeky wink tutorials. Pawfect execution here. 12/10 would wink back https://t.co/uMH5CLjXJu'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/857029823797047296/photo/1,https://twitter.com/dog_rates/status/857029823797047296/photo/1'\n",
      " 12 10 'Zeke' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "183: [856602993587888130 nan nan '2017-04-24 20:17:23 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.44704788403114e+17 4196983835.0 '2017-03-23 00:18:10 +0000'\n",
      " 'https://twitter.com/dog_rates/status/844704788403113984/photo/1' 13 10\n",
      " 'Luna' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "184: [856543823941562368 nan nan '2017-04-24 16:22:16 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/856543823941562368/photo/1' 12 10\n",
      " 'Callie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "185: [856526610513747968 8.55818117272019e+17 4196983835.0\n",
      " '2017-04-24 15:13:52 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/856526610513747968/photo/1' 14 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "186: [856330835276025856 nan nan '2017-04-24 02:15:55 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"RT @Jenna_Marbles: @dog_rates Thanks for rating my cermets 14/10 wow I'm so proud I watered them so much\"\n",
      " 8.563301587682181e+17 66699013.0 '2017-04-24 02:13:14 +0000' nan 14 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "187: [856288084350160898 8.562860041095537e+17 279280991.0\n",
      " '2017-04-23 23:26:03 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan nan 14 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "188: [856282028240666624 nan nan '2017-04-23 23:01:59 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/856282028240666624/photo/1,https://twitter.com/dog_rates/status/856282028240666624/photo/1,https://twitter.com/dog_rates/status/856282028240666624/photo/1,https://twitter.com/dog_rates/status/856282028240666624/photo/1'\n",
      " 14 10 'Cermet' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "189: [855862651834028034 8.558615844633518e+17 194351775.0\n",
      " '2017-04-22 19:15:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@dhmontgomery We also gave snoop dogg a 420/10 but I think that predated your research'\n",
      " nan nan nan nan 420 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "190: [855860136149123072 8.558585356070011e+17 13615722.0\n",
      " '2017-04-22 19:05:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan nan 666 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "191: [855857698524602368 nan nan '2017-04-22 18:55:51 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan 'https://twitter.com/perfy/status/855857318168150016' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "192: [855851453814013952 nan nan '2017-04-22 18:31:02 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/855851453814013952/photo/1' 13 10\n",
      " 'None' 'doggo' 'None' 'None' 'puppo']\n",
      "Fail\n",
      "193: [855818117272018944 nan nan '2017-04-22 16:18:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan 'https://twitter.com/markhalperin/status/855656431005061120'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "194: [855459453768019968 nan nan '2017-04-21 16:33:22 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/855459453768019968/photo/1,https://twitter.com/dog_rates/status/855459453768019968/photo/1'\n",
      " 12 10 'quite' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "195: [855245323840757760 nan nan '2017-04-21 02:22:29 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.421635325903749e+17 4196983835.0 '2017-03-16 00:00:07 +0000'\n",
      " 'https://twitter.com/dog_rates/status/842163532590374912/photo/1,https://twitter.com/dog_rates/status/842163532590374912/photo/1'\n",
      " 12 10 'George' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "196: [855138241867124737 nan nan '2017-04-20 19:16:59 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.551225332674601e+17 7.475543444348314e+17 '2017-04-20 18:14:33 +0000'\n",
      " 'https://twitter.com/frasercampbell_/status/855122533267460096/photo/1'\n",
      " 14 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "197: [854732716440526848 nan nan '2017-04-19 16:25:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/854732716440526848/photo/1,https://twitter.com/dog_rates/status/854732716440526848/photo/1,https://twitter.com/dog_rates/status/854732716440526848/photo/1,https://twitter.com/dog_rates/status/854732716440526848/photo/1'\n",
      " 12 10 'Marlee' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "198: [854482394044301312 nan nan '2017-04-18 23:50:52 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Arya. She can barely contain her excitement for more peanut butter. Also patriotic af. 13/10 https://t.co/AL4Ahm1Rm5'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/854482394044301312/photo/1' 13 10\n",
      " 'Arya' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "199: [854365224396361728 nan nan '2017-04-18 16:05:17 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/854365224396361728/photo/1,https://twitter.com/dog_rates/status/854365224396361728/photo/1'\n",
      " 13 10 'Einstein' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "200: [854120357044912130 nan nan '2017-04-17 23:52:16 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/854120357044912130/photo/1,https://twitter.com/dog_rates/status/854120357044912130/photo/1,https://twitter.com/dog_rates/status/854120357044912130/photo/1,https://twitter.com/dog_rates/status/854120357044912130/photo/1'\n",
      " 14 10 'None' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "201: [854010172552949760 nan nan '2017-04-17 16:34:26 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/854010172552949760/photo/1,https://twitter.com/dog_rates/status/854010172552949760/photo/1'\n",
      " 11 10 'None' 'doggo' 'floofer' 'None' 'None']\n",
      "Fail\n",
      "202: [853760880890318849 nan nan '2017-04-17 00:03:50 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/853760880890318849/photo/1' 12 10\n",
      " 'Alice' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "203: [853639147608842240 nan nan '2017-04-16 16:00:07 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/853639147608842240/photo/1,https://twitter.com/dog_rates/status/853639147608842240/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "204: [853299958564483072 nan nan '2017-04-15 17:32:18 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/853299958564483072/photo/1,https://twitter.com/dog_rates/status/853299958564483072/photo/1'\n",
      " 13 10 'Rumpole' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "205: [852936405516943360 nan nan '2017-04-14 17:27:40 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t…\"\n",
      " 8.316500515250545e+17 4196983835.0 '2017-02-14 23:43:18 +0000'\n",
      " 'http://www.gofundme.com/bluethewhitehusky,https://twitter.com/dog_rates/status/831650051525054464/photo/1,https://twitter.com/dog_rates/status/831650051525054464/photo/1,https://twitter.com/dog_rates/status/831650051525054464/photo/1,https://twitter.com/dog_rates/status/831650051525054464/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "206: [852912242202992640 nan nan '2017-04-14 15:51:39 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/aVMjBqAy1x https://t.co/7gx2LksT3U\"\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/bennys-medical-bills,https://twitter.com/dog_rates/status/852912242202992640/photo/1,https://twitter.com/dog_rates/status/852912242202992640/photo/1'\n",
      " 12 10 'Benny' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "207: [852672615818899456 nan nan '2017-04-13 23:59:28 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/852672615818899456/photo/1' 12 10\n",
      " 'Aspen' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "208: [852553447878664193 nan nan '2017-04-13 16:05:56 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/852553447878664193/photo/1,https://twitter.com/dog_rates/status/852553447878664193/photo/1'\n",
      " 13 10 'Jarod' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "209: [852311364735569921 nan nan '2017-04-13 00:03:59 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/852311364735569921/photo/1' 13 10\n",
      " 'Wiggles' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "210: [852226086759018497 nan nan '2017-04-12 18:25:07 +0000'\n",
      " '<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/852226086759018497/video/1' 14 10\n",
      " 'General' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "211: [852189679701164033 nan nan '2017-04-12 16:00:27 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/852189679701164033/photo/1' 12 10\n",
      " 'Sailor' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "212: [851953902622658560 nan nan '2017-04-12 00:23:33 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"RT @dog_rates: This is Astrid. She's a guide doggo in training. 13/10 would follow anywhere https://t.co/xo7FZFIAao\"\n",
      " 8.29374341691347e+17 4196983835.0 '2017-02-08 17:00:26 +0000'\n",
      " 'https://twitter.com/dog_rates/status/829374341691346946/photo/1,https://twitter.com/dog_rates/status/829374341691346946/photo/1,https://twitter.com/dog_rates/status/829374341691346946/photo/1,https://twitter.com/dog_rates/status/829374341691346946/photo/1'\n",
      " 13 10 'Astrid' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "213: [851861385021730816 nan nan '2017-04-11 18:15:55 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @eddie_coe98: Thanks @dog_rates completed my laptop. 10/10 would buy again https://t.co/bO0rThDlXI'\n",
      " 8.482893821761004e+17 341021133.0 '2017-04-01 21:42:03 +0000'\n",
      " 'https://twitter.com/eddie_coe98/status/848289382176100353/photo/1,https://twitter.com/eddie_coe98/status/848289382176100353/photo/1'\n",
      " 10 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "214: [851591660324737024 nan nan '2017-04-11 00:24:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/851591660324737024/photo/1' 11 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "215: [851464819735769094 nan nan '2017-04-10 16:00:07 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/851464819735769094/photo/1,https://twitter.com/dog_rates/status/851464819735769094/photo/1,https://twitter.com/dog_rates/status/851464819735769094/photo/1,https://twitter.com/dog_rates/status/851464819735769094/photo/1'\n",
      " 14 10 'Iggy' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "216: [851224888060895234 nan nan '2017-04-10 00:06:42 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/851224888060895234/photo/1,https://twitter.com/dog_rates/status/851224888060895234/photo/1,https://twitter.com/dog_rates/status/851224888060895234/photo/1,https://twitter.com/dog_rates/status/851224888060895234/photo/1'\n",
      " 13 10 'Snoop' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "217: [850753642995093505 nan nan '2017-04-08 16:54:09 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/850753642995093505/photo/1,https://twitter.com/dog_rates/status/850753642995093505/photo/1'\n",
      " 11 10 'Kyle' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "218: [850380195714523136 nan nan '2017-04-07 16:10:12 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/850380195714523136/video/1' 13 10\n",
      " 'Leo' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "219: [850333567704068097 8.503288187788206e+17 21955058.0\n",
      " '2017-04-07 13:04:55 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan nan 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "220: [850145622816686080 nan nan '2017-04-07 00:38:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/850145622816686080/photo/1,https://twitter.com/dog_rates/status/850145622816686080/photo/1,https://twitter.com/dog_rates/status/850145622816686080/photo/1,https://twitter.com/dog_rates/status/850145622816686080/photo/1'\n",
      " 11 10 'Riley' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "221: [850019790995546112 nan nan '2017-04-06 16:18:05 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/850019790995546112/photo/1,https://twitter.com/dog_rates/status/850019790995546112/photo/1,https://twitter.com/dog_rates/status/850019790995546112/photo/1'\n",
      " 12 10 'Boomer' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "222: [849776966551130114 nan nan '2017-04-06 00:13:11 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/849776966551130114/photo/1,https://twitter.com/dog_rates/status/849776966551130114/photo/1'\n",
      " 12 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "223: [849668094696017920 nan nan '2017-04-05 17:00:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.331246945974436e+17 4196983835.0 '2017-02-19 01:23:00 +0000'\n",
      " 'https://twitter.com/dog_rates/status/833124694597443584/photo/1,https://twitter.com/dog_rates/status/833124694597443584/photo/1,https://twitter.com/dog_rates/status/833124694597443584/photo/1'\n",
      " 12 10 'Gidget' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "224: [849412302885593088 nan nan '2017-04-05 00:04:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/849412302885593088/photo/1,https://twitter.com/dog_rates/status/849412302885593088/photo/1,https://twitter.com/dog_rates/status/849412302885593088/photo/1,https://twitter.com/dog_rates/status/849412302885593088/photo/1'\n",
      " 12 10 'Noosh' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "225: [849336543269576704 nan nan '2017-04-04 19:03:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/849336543269576704/photo/1' 11 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "226: [849051919805034497 nan nan '2017-04-04 00:12:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/849051919805034497/photo/1' 13 10\n",
      " 'Kevin' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "227: [848690551926992896 nan nan '2017-04-03 00:16:10 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/848690551926992896/photo/1' 12 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "228: [848324959059550208 nan nan '2017-04-02 00:03:26 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/848324959059550208/photo/1' 12 10\n",
      " 'Odin' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "229: [848213670039564288 8.482121117298401e+17 4196983835.0\n",
      " '2017-04-01 16:41:12 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan nan 11 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "230: [848212111729840128 nan nan '2017-04-01 16:35:01 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/848212111729840128/photo/1' 6 10\n",
      " 'Jerry' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "231: [847978865427394560 nan nan '2017-04-01 01:08:10 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.323698773316936e+17 4196983835.0 '2017-02-16 23:23:38 +0000'\n",
      " 'https://twitter.com/dog_rates/status/832369877331693569/photo/1' 11 10\n",
      " 'Charlie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "232: [847971574464610304 nan nan '2017-04-01 00:39:12 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @basic_vacek_: I love my new mug easy 13/10 @dog_rates https://t.co/0bYtoL7Wwt'\n",
      " 8.47971000004354e+17 597064155.0 '2017-04-01 00:36:55 +0000'\n",
      " 'https://twitter.com/basic_vacek_/status/847971000004354048/photo/1,https://twitter.com/basic_vacek_/status/847971000004354048/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "233: [847962785489326080 nan nan '2017-04-01 00:04:17 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/847962785489326080/photo/1' 10 10\n",
      " 'Georgie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "234: [847842811428974592 nan nan '2017-03-31 16:07:33 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Rontu. He is described as a pal, cuddle bug, protector and constant shadow. 12/10, but he needs your help\\n\\nhttps://t.co/zK4cpKPFfU https://t.co/7Xvoalr798'\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/help-save-rontu,https://twitter.com/dog_rates/status/847842811428974592/photo/1'\n",
      " 12 10 'Rontu' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "235: [847617282490613760 8.476061755961385e+17 4196983835.0\n",
      " '2017-03-31 01:11:22 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '.@breaannanicolee PUPDATE: Cannon has a heart on his nose. Pupgraded to a 13/10'\n",
      " nan nan nan nan 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "236: [847606175596138505 nan nan '2017-03-31 00:27:14 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/847606175596138505/photo/1' 12 10\n",
      " 'Cannon' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "237: [847251039262605312 nan nan '2017-03-30 00:56:03 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/847251039262605312/photo/1,https://twitter.com/dog_rates/status/847251039262605312/photo/1'\n",
      " 12 10 'Furzey' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "238: [847157206088847362 nan nan '2017-03-29 18:43:12 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/Jlb9L0m3J0 https://t.co/Eh7fGFuy6r\"\n",
      " nan nan nan\n",
      " 'https://www.petfinder.com/petdetail/37334596,https://twitter.com/dog_rates/status/847157206088847362/photo/1,https://twitter.com/dog_rates/status/847157206088847362/photo/1'\n",
      " 11 10 'Daisy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "239: [847116187444137987 nan nan '2017-03-29 16:00:12 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/847116187444137987/photo/1' 11 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "240: [846874817362120707 nan nan '2017-03-29 00:01:05 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/846874817362120707/photo/1,https://twitter.com/dog_rates/status/846874817362120707/photo/1'\n",
      " 13 10 'Tuck' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "241: [846514051647705089 nan nan '2017-03-28 00:07:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/846514051647705089/photo/1,https://twitter.com/dog_rates/status/846514051647705089/photo/1,https://twitter.com/dog_rates/status/846514051647705089/photo/1'\n",
      " 13 10 'Barney' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "242: [846505985330044928 nan nan '2017-03-27 23:35:28 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'THIS WAS NOT HIS FAULT HE HAD NO IDEA. 11/10 STILL A VERY GOOD DOG https://t.co/GJ8rozumsy'\n",
      " nan nan nan 'https://twitter.com/shomaristone/status/846484798663245829'\n",
      " 11 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "243: [846153765933735936 nan nan '2017-03-27 00:15:53 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/846153765933735936/photo/1,https://twitter.com/dog_rates/status/846153765933735936/photo/1'\n",
      " 13 10 'Vixen' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "244: [846139713627017216 nan nan '2017-03-26 23:20:02 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan 'https://twitter.com/csncapitals/status/846088479142531073'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "245: [846042936437604353 nan nan '2017-03-26 16:55:29 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Meet Jarvis. The snow pupsets him. Officially ready for summer. 12/10 would perform a chilly boop https://t.co/0hLkztpiOW'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/846042936437604353/photo/1' 12 10\n",
      " 'Jarvis' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "246: [845812042753855489 nan nan '2017-03-26 01:38:00 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/845812042753855489/photo/1,https://twitter.com/dog_rates/status/845812042753855489/photo/1,https://twitter.com/dog_rates/status/845812042753855489/photo/1,https://twitter.com/dog_rates/status/845812042753855489/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "247: [845677943972139009 nan nan '2017-03-25 16:45:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/845677943972139009/photo/1' 12 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "248: [845459076796616705 nan nan '2017-03-25 02:15:26 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"RT @dog_rates: Here's a heartwarming scene of a single father raising his two pups. Downright awe-inspiring af. 12/10 for everyone https://…\"\n",
      " 7.562885340304753e+17 4196983835.0 '2016-07-22 00:43:32 +0000'\n",
      " 'https://twitter.com/dog_rates/status/756288534030475264/photo/1,https://twitter.com/dog_rates/status/756288534030475264/photo/1,https://twitter.com/dog_rates/status/756288534030475264/photo/1,https://twitter.com/dog_rates/status/756288534030475264/photo/1'\n",
      " 12 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "249: [845397057150107648 nan nan '2017-03-24 22:08:59 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/L6mLzrd7Mx https://t.co/jMutBFdw5o\"\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/help-save-a-pup,https://twitter.com/dog_rates/status/845397057150107648/photo/1,https://twitter.com/dog_rates/status/845397057150107648/photo/1'\n",
      " 13 10 'Mimosa' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "250: [845306882940190720 nan nan '2017-03-24 16:10:40 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Pickles. She's a silly pupper. Thinks she's a dish. 12/10 would dry https://t.co/7mPCF4ZwEk\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/845306882940190720/photo/1' 12 10\n",
      " 'Pickles' 'None' 'None' 'pupper' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "251: [845098359547420673 nan nan '2017-03-24 02:22:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 7.733088242540298e+17 4196983835.0 '2016-09-06 23:56:05 +0000'\n",
      " 'https://twitter.com/dog_rates/status/773308824254029826/photo/1' 12 10\n",
      " 'Bungalo' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "252: [844979544864018432 7.590995235327795e+17 4196983835.0\n",
      " '2017-03-23 18:29:57 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/844979544864018432/photo/1,https://twitter.com/dog_rates/status/844979544864018432/photo/1,https://twitter.com/dog_rates/status/844979544864018432/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "253: [844973813909606400 nan nan '2017-03-23 18:07:10 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/844973813909606400/photo/1' 12 10\n",
      " 'Brady' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "254: [844704788403113984 nan nan '2017-03-23 00:18:10 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/844704788403113984/photo/1' 13 10\n",
      " 'Luna' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "255: [844580511645339650 nan nan '2017-03-22 16:04:20 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/844580511645339650/photo/1' 11 10\n",
      " 'Charlie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "256: [844223788422217728 nan nan '2017-03-21 16:26:50 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/844223788422217728/photo/1' 12 10\n",
      " 'Margo' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "257: [843981021012017153 nan nan '2017-03-21 00:22:10 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'HE WAS DOING A SNOOZE NO SHAME IN A SNOOZE 13/10 https://t.co/Gu5wHx3CBd'\n",
      " nan nan nan 'https://twitter.com/brianstack153/status/796796054100471809'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "258: [843856843873095681 nan nan '2017-03-20 16:08:44 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/843856843873095681/photo/1' 12 10\n",
      " 'Sadie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "259: [843604394117681152 nan nan '2017-03-19 23:25:35 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/843604394117681152/photo/1' 11 10\n",
      " 'Hank' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "260: [843235543001513987 nan nan '2017-03-18 22:59:54 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Tycho. She just had new wheels installed. About to do a zoom. 0-60 in 2.4 seconds. 13/10 inspirational as h*ck https://t.co/DKwp2ByMsL'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/843235543001513987/photo/1,https://twitter.com/dog_rates/status/843235543001513987/photo/1,https://twitter.com/dog_rates/status/843235543001513987/photo/1'\n",
      " 13 10 'Tycho' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "261: [842892208864923648 nan nan '2017-03-18 00:15:37 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @dog_rates: This is Stephan. He just wants to help. 13/10 such a good boy https://t.co/DkBYaCAg2d'\n",
      " 8.071068405092147e+17 4196983835.0 '2016-12-09 06:17:20 +0000'\n",
      " 'https://twitter.com/dog_rates/status/807106840509214720/video/1,https://twitter.com/dog_rates/status/807106840509214720/video/1'\n",
      " 13 10 'Stephan' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "262: [842846295480000512 nan nan '2017-03-17 21:13:10 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/842846295480000512/photo/1' 13 10\n",
      " 'Charlie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "263: [842765311967449089 nan nan '2017-03-17 15:51:22 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/fvGkIuAlFK https://t.co/kiCFtmJd7l\"\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/get-indie-home/,https://twitter.com/dog_rates/status/842765311967449089/photo/1,https://twitter.com/dog_rates/status/842765311967449089/photo/1'\n",
      " 12 10 'Indie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "264: [842535590457499648 nan nan '2017-03-17 00:38:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/842535590457499648/photo/1' 13 10\n",
      " 'Winnie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "265: [842163532590374912 nan nan '2017-03-16 00:00:07 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/842163532590374912/photo/1,https://twitter.com/dog_rates/status/842163532590374912/photo/1'\n",
      " 12 10 'George' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "266: [842115215311396866 nan nan '2017-03-15 20:48:07 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/842115215311396866/photo/1,https://twitter.com/dog_rates/status/842115215311396866/photo/1,https://twitter.com/dog_rates/status/842115215311396866/photo/1'\n",
      " 12 10 'Bentley' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "267: [841833993020538882 nan nan '2017-03-15 02:10:39 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @dog_rates: This is Ken. His cheeks are magic. 13/10 (IG: ken_shiba) https://t.co/btzf1zTDeQ'\n",
      " 8.174238601360835e+17 4196983835.0 '2017-01-06 17:33:29 +0000'\n",
      " 'https://twitter.com/dog_rates/status/817423860136083457/video/1,https://twitter.com/dog_rates/status/817423860136083457/video/1'\n",
      " 13 10 'Ken' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "268: [841680585030541313 nan nan '2017-03-14 16:01:03 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/841680585030541313/photo/1' 12 10\n",
      " 'Penny' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "269: [841439858740625411 nan nan '2017-03-14 00:04:30 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/841439858740625411/photo/1,https://twitter.com/dog_rates/status/841439858740625411/photo/1,https://twitter.com/dog_rates/status/841439858740625411/photo/1,https://twitter.com/dog_rates/status/841439858740625411/photo/1'\n",
      " 14 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "270: [841320156043304961 nan nan '2017-03-13 16:08:50 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"We don't rate penguins, but if we did, this one would get 12/10 https://t.co/cEORXhwZ5K\"\n",
      " nan nan nan 'https://twitter.com/abc/status/841311395547250688' 12 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "271: [841314665196081154 nan nan '2017-03-13 15:47:01 +0000'\n",
      " '<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/841314665196081154/video/1' 13 10\n",
      " 'Max' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "272: [841077006473256960 nan nan '2017-03-13 00:02:39 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/841077006473256960/photo/1' 12 10\n",
      " 'Dawn' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "273: [840761248237133825 nan nan '2017-03-12 03:07:56 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps:/…'\n",
      " 8.406323370628628e+17 4196983835.0 '2017-03-11 18:35:42 +0000'\n",
      " 'https://www.gofundme.com/3hgsuu0,https://twitter.com/dog_rates/status/840632337062862849/photo/1'\n",
      " 12 10 'Maddie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "274: [840728873075638272 nan nan '2017-03-12 00:59:17 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 6.671521640794235e+17 4196983835.0 '2015-11-19 01:27:25 +0000'\n",
      " 'https://twitter.com/dog_rates/status/667152164079423490/photo/1' 12 10\n",
      " 'Pipsy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "275: [840698636975636481 8.406983002988626e+17 8.405478643549184e+17\n",
      " '2017-03-11 22:59:09 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@0_kelvin_0 &gt;10/10 is reserved for puppos sorry Kevin' nan nan nan\n",
      " nan 10 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "276: [840696689258311684 nan nan '2017-03-11 22:51:24 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/840696689258311684/photo/1' 10 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "277: [840632337062862849 nan nan '2017-03-11 18:35:42 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Say hello to Maddie and Gunner. They are considerably pupset about bath time. Both 12/10 but Gunner needs your help\\n\\nhttps://t.co/JesYTzb1Jo https://t.co/5cncH08G1o'\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/3hgsuu0,https://twitter.com/dog_rates/status/840632337062862849/photo/1'\n",
      " 12 10 'Maddie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "278: [840370681858686976 nan nan '2017-03-11 01:15:58 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/840370681858686976/photo/1' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "279: [840268004936019968 nan nan '2017-03-10 18:27:58 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/840268004936019968/photo/1,https://twitter.com/dog_rates/status/840268004936019968/photo/1,https://twitter.com/dog_rates/status/840268004936019968/photo/1,https://twitter.com/dog_rates/status/840268004936019968/photo/1'\n",
      " 12 10 'Monty' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "280: [839990271299457024 nan nan '2017-03-10 00:04:21 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/839990271299457024/photo/1,https://twitter.com/dog_rates/status/839990271299457024/photo/1'\n",
      " 13 10 'Sojourner' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "281: [839549326359670784 nan nan '2017-03-08 18:52:12 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/839549326359670784/photo/1' 12 10\n",
      " 'Winston' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "282: [839290600511926273 nan nan '2017-03-08 01:44:07 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @alexmartindawg: THE DRINK IS DR. PUPPER 10/10 good pun @matt___nelson @GoodDogsGame https://t.co/act3duiqbL'\n",
      " 8.392899192982241e+17 41198418.0 '2017-03-08 01:41:24 +0000'\n",
      " 'https://twitter.com/alexmartindawg/status/839289919298224128/photo/1,https://twitter.com/alexmartindawg/status/839289919298224128/photo/1,https://twitter.com/alexmartindawg/status/839289919298224128/photo/1,https://twitter.com/alexmartindawg/status/839289919298224128/photo/1'\n",
      " 10 10 'None' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "283: [839239871831150596 nan nan '2017-03-07 22:22:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Odie. He's big. 13/10 would attempt to ride https://t.co/JEXB9RwBmm\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/839239871831150596/photo/1,https://twitter.com/dog_rates/status/839239871831150596/photo/1,https://twitter.com/dog_rates/status/839239871831150596/photo/1'\n",
      " 13 10 'Odie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "284: [838952994649550848 nan nan '2017-03-07 03:22:35 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'SHE MISPLACED HER HOOMAN 13/10 MISTAKES HAPPEN https://t.co/ngAxYLVYHP'\n",
      " nan nan nan 'https://twitter.com/ktla/status/838948714227998720' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "285: [838921590096166913 nan nan '2017-03-07 01:17:48 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/838921590096166913/photo/1' 13 10\n",
      " 'Arlo' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "286: [838916489579200512 nan nan '2017-03-07 00:57:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @KibaDva: I collected all the good dogs!! 15/10 @dog_rates #GoodDogs https://t.co/6UCGFczlOI'\n",
      " 8.3890598062882e+17 811740824.0 '2017-03-07 00:15:46 +0000'\n",
      " 'https://twitter.com/KibaDva/status/838905980628819968/photo/1,https://twitter.com/KibaDva/status/838905980628819968/photo/1,https://twitter.com/KibaDva/status/838905980628819968/photo/1,https://twitter.com/KibaDva/status/838905980628819968/photo/1'\n",
      " 15 10 'None' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "287: [838831947270979586 nan nan '2017-03-06 19:21:35 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 7.838399664052306e+17 4196983835.0 '2016-10-06 01:23:05 +0000'\n",
      " 'https://twitter.com/dog_rates/status/783839966405230592/photo/1,https://twitter.com/dog_rates/status/783839966405230592/photo/1,https://twitter.com/dog_rates/status/783839966405230592/photo/1'\n",
      " 13 10 'Riley' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "288: [838561493054533637 nan nan '2017-03-06 01:26:54 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/838561493054533637/photo/1' 13 10\n",
      " 'Walter' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "289: [838476387338051585 nan nan '2017-03-05 19:48:43 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/838476387338051585/photo/1,https://twitter.com/dog_rates/status/838476387338051585/photo/1,https://twitter.com/dog_rates/status/838476387338051585/photo/1'\n",
      " 13 10 'Stanley' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "290: [838201503651401729 nan nan '2017-03-05 01:36:26 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.207497168456868e+17 4196983835.0 '2017-01-15 21:49:15 +0000'\n",
      " 'https://twitter.com/dog_rates/status/820749716845686786/photo/1,https://twitter.com/dog_rates/status/820749716845686786/photo/1'\n",
      " 13 10 'Sunny' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "291: [838150277551247360 8.381454986911949e+17 21955058.0\n",
      " '2017-03-04 22:12:52 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@markhoppus 182/10' nan nan nan nan 182 10 'None' 'None' 'None' 'None'\n",
      " 'None']\n",
      "Fail\n",
      "292: [838085839343206401 8.380855393624023e+17 2894131180.0\n",
      " '2017-03-04 17:56:49 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@bragg6of8 @Andy_Pace_ we are still looking for the first 15/10' nan nan\n",
      " nan nan 15 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "293: [838083903487373313 nan nan '2017-03-04 17:49:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/838083903487373313/photo/1,https://twitter.com/dog_rates/status/838083903487373313/photo/1'\n",
      " 13 10 'Daisy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "294: [837820167694528512 nan nan '2017-03-04 00:21:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/837820167694528512/photo/1,https://twitter.com/dog_rates/status/837820167694528512/photo/1'\n",
      " 12 10 'None' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "295: [837482249356513284 nan nan '2017-03-03 01:58:22 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/837482249356513284/photo/1,https://twitter.com/dog_rates/status/837482249356513284/photo/1'\n",
      " 13 10 'Waffles' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "296: [837471256429613056 nan nan '2017-03-03 01:14:41 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/837471256429613056/photo/1,https://twitter.com/dog_rates/status/837471256429613056/photo/1'\n",
      " 12 10 'Vincent' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "297: [837366284874571778 nan nan '2017-03-02 18:17:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/837366284874571778/photo/1' 13 10\n",
      " 'Lucy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "298: [837110210464448512 nan nan '2017-03-02 01:20:01 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Clark. He passed pupper training today. Round of appaws for Clark. 13/10 https://t.co/7pUjwe8X6B'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/837110210464448512/photo/1' 13 10\n",
      " 'Clark' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "299: [837012587749474308 nan nan '2017-03-01 18:52:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @KennyFromDaBlok: 14/10 h*ckin good hats. will wear daily @dog_rates https://t.co/rHLoU5gS30'\n",
      " 8.370113446668124e+17 726634734.0 '2017-03-01 18:47:10 +0000'\n",
      " 'https://twitter.com/KennyFromDaBlok/status/837011344666812416/photo/1,https://twitter.com/KennyFromDaBlok/status/837011344666812416/photo/1'\n",
      " 14 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "300: [836989968035819520 nan nan '2017-03-01 17:22:13 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/836989968035819520/photo/1' 12 10\n",
      " 'Mookie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "301: [836753516572119041 nan nan '2017-03-01 01:42:39 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/836753516572119041/photo/1' 12 10\n",
      " 'Meera' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "302: [836677758902222849 nan nan '2017-02-28 20:41:37 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/836677758902222849/photo/1,https://twitter.com/dog_rates/status/836677758902222849/photo/1'\n",
      " 11 10 'Oliver' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "303: [836648853927522308 nan nan '2017-02-28 18:46:45 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @SchafeBacon2016: @dog_rates Slightly disturbed by the outright profanity, but confident doggos were involved. 11/10, would tailgate aga…'\n",
      " 8.366481490034852e+17 7.124572472347566e+17 '2017-02-28 18:43:57 +0000'\n",
      " 'https://twitter.com/SchafeBacon2016/status/836648149003485187/photo/1'\n",
      " 11 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "304: [836397794269200385 nan nan '2017-02-28 02:09:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.178278394877379e+17 4196983835.0 '2017-01-07 20:18:46 +0000'\n",
      " 'https://twitter.com/dog_rates/status/817827839487737858/video/1' 13 10\n",
      " 'Buddy' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "305: [836380477523124226 nan nan '2017-02-28 01:00:19 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/836380477523124226/photo/1' 12 10\n",
      " 'Ava' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "306: [836260088725786625 nan nan '2017-02-27 17:01:56 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/836260088725786625/photo/1' 13 10\n",
      " 'Lucy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "307: [836001077879255040 nan nan '2017-02-26 23:52:43 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/836001077879255040/photo/1,https://twitter.com/dog_rates/status/836001077879255040/photo/1,https://twitter.com/dog_rates/status/836001077879255040/photo/1,https://twitter.com/dog_rates/status/836001077879255040/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "308: [835685285446955009 nan nan '2017-02-26 02:57:52 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 7.869630643735347e+17 4196983835.0 '2016-10-14 16:13:10 +0000'\n",
      " 'https://twitter.com/dog_rates/status/786963064373534720/photo/1' 12 10\n",
      " 'Rory' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "309: [835574547218894849 nan nan '2017-02-25 19:37:50 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/835574547218894849/photo/1,https://twitter.com/dog_rates/status/835574547218894849/photo/1'\n",
      " 11 10 'Eli' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "310: [835536468978302976 nan nan '2017-02-25 17:06:32 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://…'\n",
      " 8.35264098648617e+17 4196983835.0 '2017-02-24 23:04:14 +0000'\n",
      " 'https://www.gofundme.com/lolas-life-saving-surgery-funds,https://twitter.com/dog_rates/status/835264098648616962/photo/1,https://twitter.com/dog_rates/status/835264098648616962/photo/1'\n",
      " 12 10 'Lola' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "311: [835309094223372289 nan nan '2017-02-25 02:03:02 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @dog_rates: So this just changed my life. 13/10 please enjoy  https://t.co/dsv4xAtfv7'\n",
      " 7.530398308215112e+17 4196983835.0 '2016-07-13 01:34:21 +0000'\n",
      " 'https://vine.co/v/5W2Dg3XPX7a,https://vine.co/v/5W2Dg3XPX7a' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "312: [835297930240217089 nan nan '2017-02-25 01:18:40 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/835297930240217089/photo/1' 12 10\n",
      " 'Ash' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "313: [835264098648616962 nan nan '2017-02-24 23:04:14 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Meet Lola. Her hobbies include being precious af and using her foot as a toothbrush. 12/10 Lola requests your help\\n\\nhttps://t.co/FYFyHh7rir https://t.co/IiB7ggduoU'\n",
      " nan nan nan\n",
      " 'https://www.gofundme.com/lolas-life-saving-surgery-funds,https://twitter.com/dog_rates/status/835264098648616962/photo/1,https://twitter.com/dog_rates/status/835264098648616962/photo/1'\n",
      " 12 10 'Lola' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "314: [835246439529840640 8.35245984028504e+17 26259576.0\n",
      " '2017-02-24 21:54:03 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"@jonnysun @Lin_Manuel ok jomny I know you're excited but 960/00 isn't a valid rating, 13/10 is tho\"\n",
      " nan nan nan nan 960 0 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "315: [835172783151792128 nan nan '2017-02-24 17:01:22 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/835172783151792128/photo/1,https://twitter.com/dog_rates/status/835172783151792128/photo/1'\n",
      " 12 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "316: [835152434251116546 nan nan '2017-02-24 15:40:31 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"When you're so blinded by your systematic plagiarism that you forget what day it is. 0/10 https://t.co/YbEJPkg4Ag\"\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/835152434251116546/photo/1,https://twitter.com/dog_rates/status/835152434251116546/photo/1,https://twitter.com/dog_rates/status/835152434251116546/photo/1'\n",
      " 0 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "317: [834931633769889797 nan nan '2017-02-24 01:03:08 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/834931633769889797/photo/1,https://twitter.com/dog_rates/status/834931633769889797/photo/1,https://twitter.com/dog_rates/status/834931633769889797/photo/1'\n",
      " 12 10 'Tucker' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "318: [834786237630337024 nan nan '2017-02-23 15:25:23 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/834786237630337024/photo/1' 13 10\n",
      " 'Tobi' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "319: [834574053763584002 nan nan '2017-02-23 01:22:14 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/834574053763584002/photo/1' 13 10\n",
      " 'None' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "320: [834477809192075265 nan nan '2017-02-22 18:59:48 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.295019951909847e+17 4196983835.0 '2017-02-09 01:27:41 +0000'\n",
      " 'https://twitter.com/dog_rates/status/829501995190984704/photo/1,https://twitter.com/dog_rates/status/829501995190984704/photo/1'\n",
      " 12 10 'Leo' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "321: [834458053273591808 nan nan '2017-02-22 17:41:18 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/834458053273591808/photo/1' 12 10\n",
      " 'Chester' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "322: [834209720923721728 nan nan '2017-02-22 01:14:30 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/834209720923721728/photo/1,https://twitter.com/dog_rates/status/834209720923721728/photo/1'\n",
      " 12 10 'Wilson' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "323: [834167344700198914 nan nan '2017-02-21 22:26:07 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/834167344700198914/photo/1' 11 10\n",
      " 'Sunshine' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "324: [834089966724603904 nan nan '2017-02-21 17:18:39 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'DOGGO ON THE LOOSE I REPEAT DOGGO ON THE LOOSE 10/10 https://t.co/ffIH2WxwF0'\n",
      " nan nan nan 'https://twitter.com/stevekopack/status/834086676934836224'\n",
      " 10 10 'None' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "325: [834086379323871233 nan nan '2017-02-21 17:04:24 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/834086379323871233/photo/1' 12 10\n",
      " 'Lipton' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "326: [833863086058651648 nan nan '2017-02-21 02:17:06 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/833863086058651648/photo/1,https://twitter.com/dog_rates/status/833863086058651648/photo/1'\n",
      " 12 10 'Bentley' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "327: [833826103416520705 nan nan '2017-02-20 23:50:09 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/833826103416520705/photo/1,https://twitter.com/dog_rates/status/833826103416520705/photo/1'\n",
      " 13 10 'Charlie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "328: [833732339549220864 nan nan '2017-02-20 17:37:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 8.324343582922097e+17 44667502.0 '2017-02-17 03:39:51 +0000'\n",
      " 'https://twitter.com/rolltidered/status/832434358292209665/photo/1' 12 10\n",
      " 'Gabby' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "329: [833722901757046785 nan nan '2017-02-20 17:00:04 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/833722901757046785/photo/1,https://twitter.com/dog_rates/status/833722901757046785/photo/1'\n",
      " 13 10 'Bronte' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "330: [833479644947025920 nan nan '2017-02-20 00:53:27 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Poppy. She just arrived. 13/10 would snug passionately https://t.co/YGeSpyN8Gu'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/833479644947025920/photo/1,https://twitter.com/dog_rates/status/833479644947025920/photo/1,https://twitter.com/dog_rates/status/833479644947025920/photo/1'\n",
      " 13 10 'Poppy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "331: [833124694597443584 nan nan '2017-02-19 01:23:00 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/833124694597443584/photo/1,https://twitter.com/dog_rates/status/833124694597443584/photo/1,https://twitter.com/dog_rates/status/833124694597443584/photo/1'\n",
      " 12 10 'Gidget' 'None' 'None' 'pupper' 'None']\n",
      "Fail\n",
      "332: [832998151111966721 nan nan '2017-02-18 17:00:10 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/832998151111966721/photo/1,https://twitter.com/dog_rates/status/832998151111966721/photo/1'\n",
      " 13 10 'Rhino' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "333: [832769181346996225 nan nan '2017-02-18 01:50:19 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'RT @EmilieGambril: 12/10 h*cking excited about my new shirt! @dog_rates https://t.co/zFEfMTaHqU'\n",
      " 8.327663821985669e+17 487197737.0 '2017-02-18 01:39:12 +0000'\n",
      " 'https://twitter.com/EmilieGambril/status/832766382198566913/photo/1,https://twitter.com/EmilieGambril/status/832766382198566913/photo/1,https://twitter.com/EmilieGambril/status/832766382198566913/photo/1,https://twitter.com/EmilieGambril/status/832766382198566913/photo/1'\n",
      " 12 10 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "334: [832757312314028032 nan nan '2017-02-18 01:03:09 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/832757312314028032/photo/1,https://twitter.com/dog_rates/status/832757312314028032/photo/1'\n",
      " 13 10 'Willow' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "335: [832682457690300417 nan nan '2017-02-17 20:05:43 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'Prosperous good boy 13/10 socioeconomic af https://t.co/8YlD5lxPbQ' nan\n",
      " nan nan 'https://twitter.com/telegraph/status/832268302944579584' 13 10\n",
      " 'None' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "336: [832645525019123713 nan nan '2017-02-17 17:38:57 +0000'\n",
      " '<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>'\n",
      " \"There's going to be a dog terminal at JFK Airport. This is not a drill. 10/10  \\nhttps://t.co/dp5h9bCwU7\"\n",
      " nan nan nan\n",
      " 'http://us.blastingnews.com/news/2017/02/jfk-announces-its-first-ever-ark-oasis-animal-terminal-001480161.html?sbdht=_pM1QUzk3wsdTxcmMoRPV7FWYYlsNKcFRcYSY7OmeHnOXA4NtUM6PLQ2_'\n",
      " 10 10 'not' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "337: [832636094638288896 nan nan '2017-02-17 17:01:29 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/832636094638288896/photo/1' 12 10\n",
      " 'Orion' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "338: [832397543355072512 nan nan '2017-02-17 01:13:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/832397543355072512/photo/1,https://twitter.com/dog_rates/status/832397543355072512/photo/1'\n",
      " 12 10 'Eevee' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "339: [832369877331693569 nan nan '2017-02-16 23:23:38 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/832369877331693569/photo/1' 11 10\n",
      " 'Charlie' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "340: [832273440279240704 nan nan '2017-02-16 17:00:25 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/832273440279240704/video/1' 14 10\n",
      " 'Smiley' 'doggo' 'None' 'None' 'None']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail\n",
      "341: [832215909146226688 nan nan '2017-02-16 13:11:49 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 7.867090828498289e+17 4196983835.0 '2016-10-13 23:23:56 +0000'\n",
      " 'https://twitter.com/dog_rates/status/786709082849828864/photo/1' 75 10\n",
      " 'Logan' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "342: [832215726631055365 nan nan '2017-02-16 13:11:05 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 7.932864763017994e+17 4196983835.0 '2016-11-01 03:00:09 +0000'\n",
      " 'https://twitter.com/dog_rates/status/793286476301799424/photo/1,https://twitter.com/dog_rates/status/793286476301799424/photo/1,https://twitter.com/dog_rates/status/793286476301799424/photo/1,https://twitter.com/dog_rates/status/793286476301799424/photo/1'\n",
      " 13 10 'Moreton' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "343: [832088576586297345 8.320875475599974e+17 30582082.0\n",
      " '2017-02-16 04:45:50 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@docmisterio account started on 11/15/15' nan nan nan nan 11 15 'None'\n",
      " 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "344: [832040443403784192 nan nan '2017-02-16 01:34:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " 7.69940425801171e+17 4196983835.0 '2016-08-28 16:51:16 +0000'\n",
      " 'https://twitter.com/dog_rates/status/769940425801170949/photo/1,https://twitter.com/dog_rates/status/769940425801170949/photo/1,https://twitter.com/dog_rates/status/769940425801170949/photo/1,https://twitter.com/dog_rates/status/769940425801170949/photo/1'\n",
      " 12 10 'Klein' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "345: [832032802820481025 nan nan '2017-02-16 01:04:13 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " \"This is Miguel. He was the only remaining doggo at the adoption center after the weekend. Let's change that. 12/10\\n\\nhttps://t.co/P0bO8mCQwN https://t.co/SU4K34NT4M\"\n",
      " nan nan nan\n",
      " 'https://www.petfinder.com/petdetail/34918210,https://twitter.com/dog_rates/status/832032802820481025/photo/1,https://twitter.com/dog_rates/status/832032802820481025/photo/1,https://twitter.com/dog_rates/status/832032802820481025/photo/1,https://twitter.com/dog_rates/status/832032802820481025/photo/1'\n",
      " 12 10 'Miguel' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "346: [831939777352105988 nan nan '2017-02-15 18:54:34 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/831939777352105988/photo/1' 12 10\n",
      " 'Emanuel' 'doggo' 'None' 'None' 'None']\n",
      "Fail\n",
      "347: [831926988323639298 8.319030442248356e+17 20683724.0\n",
      " '2017-02-15 18:03:45 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " '@UNC can confirm 12/10' nan nan nan nan 12 10 'None' 'None' 'None'\n",
      " 'None' 'None']\n",
      "Fail\n",
      "348: [831911600680497154 nan nan '2017-02-15 17:02:36 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/831911600680497154/photo/1,https://twitter.com/dog_rates/status/831911600680497154/photo/1,https://twitter.com/dog_rates/status/831911600680497154/photo/1,https://twitter.com/dog_rates/status/831911600680497154/photo/1'\n",
      " 14 10 'Kuyu' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "349: [831670449226514432 nan nan '2017-02-15 01:04:21 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\n",
      " 'This is Daisy. She has a heart on her butt. 13/10 topical af https://t.co/u6p4LxzHKg'\n",
      " nan nan nan\n",
      " 'https://twitter.com/dog_rates/status/831670449226514432/photo/1' 13 10\n",
      " 'Daisy' 'None' 'None' 'None' 'None']\n",
      "Fail\n",
      "350: [831650051525054464 nan nan '2017-02-14 23:43:18 +0000'\n",
      " '<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>'\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\\nhttps://t.co/piiX0ke8Z6 https://t.co/1UHrKcaCiO\"\n",
      " nan nan nan\n",
      " 'http://www.gofundme.com/bluethewhitehusky,https://twitter.com/dog_rates/status/831650051525054464/photo/1,https://twitter.com/dog_rates/status/831650051525054464/photo/1,https://twitter.com/dog_rates/status/831650051525054464/photo/1,https://twitter.com/dog_rates/status/831650051525054464/photo/1'\n",
      " 13 10 'None' 'None' 'None' 'None' 'None']\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-7-22f287a33674>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     35\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcount\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\": \"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtweet_id\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     36\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 37\u001b[1;33m             \u001b[0mtweet\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mapi\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtweet_id\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtweet_mode\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'extended'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     38\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Success\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     39\u001b[0m             \u001b[0mjson\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtweet\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_json\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutfile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\tweepy\\binder.py\u001b[0m in \u001b[0;36m_call\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    248\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    249\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 250\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    251\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    252\u001b[0m             \u001b[0mmethod\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msession\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\tweepy\\binder.py\u001b[0m in \u001b[0;36mexecute\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    187\u001b[0m                                                 \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapi\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    188\u001b[0m                                                 \u001b[0mauth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mauth\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 189\u001b[1;33m                                                 proxies=self.api.proxy)\n\u001b[0m\u001b[0;32m    190\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    191\u001b[0m                     \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mTweepError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTweepError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Failed to send request: %s'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\requests\\sessions.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m    531\u001b[0m         }\n\u001b[0;32m    532\u001b[0m         \u001b[0msend_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msettings\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 533\u001b[1;33m         \u001b[0mresp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0msend_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    534\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    535\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\requests\\sessions.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(self, request, **kwargs)\u001b[0m\n\u001b[0;32m    644\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    645\u001b[0m         \u001b[1;31m# Send the request\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 646\u001b[1;33m         \u001b[0mr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0madapter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    647\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    648\u001b[0m         \u001b[1;31m# Total elapsed time of the request (approximately)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\requests\\adapters.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[0;32m    447\u001b[0m                     \u001b[0mdecode_content\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    448\u001b[0m                     \u001b[0mretries\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax_retries\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m                     \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    450\u001b[0m                 )\n\u001b[0;32m    451\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[0;32m    670\u001b[0m                 \u001b[0mbody\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    671\u001b[0m                 \u001b[0mheaders\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 672\u001b[1;33m                 \u001b[0mchunked\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mchunked\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    673\u001b[0m             )\n\u001b[0;32m    674\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    419\u001b[0m                     \u001b[1;31m# Python 3 (including for exceptions like SystemExit).\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    420\u001b[0m                     \u001b[1;31m# Otherwise it looks like a bug in the code.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 421\u001b[1;33m                     \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_from\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    422\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mSocketTimeout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mBaseSSLError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSocketError\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    423\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_raise_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout_value\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mread_timeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\urllib3\\packages\\six.py\u001b[0m in \u001b[0;36mraise_from\u001b[1;34m(value, from_value)\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    414\u001b[0m                 \u001b[1;31m# Python 3\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    415\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 416\u001b[1;33m                     \u001b[0mhttplib_response\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetresponse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    417\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0mBaseException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    418\u001b[0m                     \u001b[1;31m# Remove the TypeError from the exception chain in\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mgetresponse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1342\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1343\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1344\u001b[1;33m                 \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbegin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1345\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mConnectionError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1346\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mbegin\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    304\u001b[0m         \u001b[1;31m# read until we get a non-100 response\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    305\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 306\u001b[1;33m             \u001b[0mversion\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstatus\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreason\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_read_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    307\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mstatus\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mCONTINUE\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    308\u001b[0m                 \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36m_read_status\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    265\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    266\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_read_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 267\u001b[1;33m         \u001b[0mline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreadline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_MAXLINE\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"iso-8859-1\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    268\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mline\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0m_MAXLINE\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    269\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mLineTooLong\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"status line\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\socket.py\u001b[0m in \u001b[0;36mreadinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m    587\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    588\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 589\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    590\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    591\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_timeout_occurred\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\urllib3\\contrib\\pyopenssl.py\u001b[0m in \u001b[0;36mrecv_into\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    323\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    324\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mOpenSSL\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSSL\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mWantReadError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 325\u001b[1;33m             \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mutil\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwait_for_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msocket\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msocket\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgettimeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    326\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"The read operation timed out\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    327\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\urllib3\\util\\wait.py\u001b[0m in \u001b[0;36mwait_for_read\u001b[1;34m(sock, timeout)\u001b[0m\n\u001b[0;32m    144\u001b[0m     \u001b[0mReturns\u001b[0m \u001b[1;32mTrue\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mthe\u001b[0m \u001b[0msocket\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mreadable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;32mFalse\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0mexpired\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    145\u001b[0m     \"\"\"\n\u001b[1;32m--> 146\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mwait_for_socket\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msock\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mread\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    147\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    148\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\urllib3\\util\\wait.py\u001b[0m in \u001b[0;36mselect_wait_for_socket\u001b[1;34m(sock, read, write, timeout)\u001b[0m\n\u001b[0;32m     84\u001b[0m     \u001b[1;31m# thing.)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     85\u001b[0m     \u001b[0mfn\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpartial\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrcheck\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwcheck\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwcheck\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 86\u001b[1;33m     \u001b[0mrready\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwready\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mxready\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_retry_on_intr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     87\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mbool\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrready\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mwready\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mxready\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     88\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\urllib3\\util\\wait.py\u001b[0m in \u001b[0;36m_retry_on_intr\u001b[1;34m(fn, timeout)\u001b[0m\n\u001b[0;32m     41\u001b[0m     \u001b[1;31m# Modern Python, that retries syscalls by default\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     42\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_retry_on_intr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 43\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     44\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     45\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "import tweepy\n",
    "from tweepy import OAuthHandler\n",
    "from timeit import default_timer as timer\n",
    "\n",
    "# Query Twitter API for each tweet in the Twitter archive and save JSON in a text file\n",
    "# These are hidden to comply with Twitter's API terms and conditions\n",
    "consumer_key = 'HIDDEN'\n",
    "consumer_secret = 'HIDDEN'\n",
    "access_token = 'HIDDEN'\n",
    "access_secret = 'HIDDEN'\n",
    "\n",
    "auth = OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_token, access_secret)\n",
    "\n",
    "api = tweepy.API(auth, wait_on_rate_limit=True)\n",
    "\n",
    "# NOTE TO STUDENT WITH MOBILE VERIFICATION ISSUES:\n",
    "# df_1 is a DataFrame with the twitter_archive_enhanced.csv file. You may have to\n",
    "# change line 17 to match the name of your DataFrame with twitter_archive_enhanced.csv\n",
    "# NOTE TO REVIEWER: this student had mobile verification issues so the following\n",
    "# Twitter API code was sent to this student from a Udacity instructor\n",
    "# Tweet IDs for which to gather additional data via Twitter's API\n",
    "tweet_ids = twitter_archive.values\n",
    "len(tweet_ids)\n",
    "\n",
    "# Query Twitter's API for JSON data for each tweet ID in the Twitter archive\n",
    "count = 0\n",
    "fails_dict = {}\n",
    "start = timer()\n",
    "# Save each tweet's returned JSON as a new line in a .txt file\n",
    "with open('tweet_json.txt', 'w') as outfile:\n",
    "    # This loop will likely take 20-30 minutes to run because of Twitter's rate limit\n",
    "    for tweet_id in tweet_ids:\n",
    "        count += 1\n",
    "        print(str(count) + \": \" + str(tweet_id))\n",
    "        try:\n",
    "            tweet = api.get_status(tweet_id, tweet_mode='extended')\n",
    "            print(\"Success\")\n",
    "            json.dump(tweet._json, outfile)\n",
    "            outfile.write('\\n')\n",
    "        except tweepy.TweepError as e:\n",
    "            print(\"Fail\")\n",
    "            pass\n",
    "#             fails_dict[tweet_id] = e\n",
    "#             pass\n",
    "end = timer()\n",
    "print(end - start)\n",
    "print(fails_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "tweet_json = pd.read_json(\"tweet-json.txt\" , lines=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assessing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "2351  666049248165822465                    NaN                  NaN   \n",
       "\n",
       "                      timestamp  \\\n",
       "2351  2015-11-16 00:24:50 +0000   \n",
       "\n",
       "                                                 source  \\\n",
       "2351  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "2351                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "2351  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "\n",
       "      rating_denominator  name doggo floofer pupper puppo  \n",
       "2351                  10  None  None    None   None  None  "
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive.tail()\n",
    "\n",
    "twitter_archive.query('tweet_id==666049248165822465')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {
    "scrolled": true
   },
   "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",
      " #   Column                      Non-Null Count  Dtype  \n",
      "---  ------                      --------------  -----  \n",
      " 0   tweet_id                    2356 non-null   int64  \n",
      " 1   in_reply_to_status_id       78 non-null     float64\n",
      " 2   in_reply_to_user_id         78 non-null     float64\n",
      " 3   timestamp                   2356 non-null   object \n",
      " 4   source                      2356 non-null   object \n",
      " 5   text                        2356 non-null   object \n",
      " 6   retweeted_status_id         181 non-null    float64\n",
      " 7   retweeted_status_user_id    181 non-null    float64\n",
      " 8   retweeted_status_timestamp  181 non-null    object \n",
      " 9   expanded_urls               2297 non-null   object \n",
      " 10  rating_numerator            2356 non-null   int64  \n",
      " 11  rating_denominator          2356 non-null   int64  \n",
      " 12  name                        2356 non-null   object \n",
      " 13  doggo                       2356 non-null   object \n",
      " 14  floofer                     2356 non-null   object \n",
      " 15  pupper                      2356 non-null   object \n",
      " 16  puppo                       2356 non-null   object \n",
      "dtypes: float64(4), int64(3), object(10)\n",
      "memory usage: 313.0+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "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>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2356</td>\n",
       "      <td>2356</td>\n",
       "      <td>2356</td>\n",
       "      <td>2356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>2259</td>\n",
       "      <td>2346</td>\n",
       "      <td>2099</td>\n",
       "      <td>2326</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       doggo floofer pupper puppo\n",
       "count   2356    2356   2356  2356\n",
       "unique     2       2      2     2\n",
       "top     None    None   None  None\n",
       "freq    2259    2346   2099  2326"
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive[[\"doggo\" , \"floofer\" , \"pupper\" , \"puppo\"] ].describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "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>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>puppo</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "      <td>245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>None</td>\n",
       "      <td>floofer</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>puppo</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>doggo</td>\n",
       "      <td>None</td>\n",
       "      <td>pupper</td>\n",
       "      <td>None</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>doggo</td>\n",
       "      <td>floofer</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   doggo  floofer  pupper  puppo  count\n",
       "0   None     None    None   None   1976\n",
       "1   None     None    None  puppo     29\n",
       "2   None     None  pupper   None    245\n",
       "3   None  floofer    None   None      9\n",
       "4  doggo     None    None   None     83\n",
       "5  doggo     None    None  puppo      1\n",
       "6  doggo     None  pupper   None     12\n",
       "7  doggo  floofer    None   None      1"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive.groupby([\"doggo\", \"floofer\", \"pupper\", \"puppo\"]).size().reset_index().rename(columns={0: \"count\"})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "None       745\n",
       "a           55\n",
       "Charlie     12\n",
       "Cooper      11\n",
       "Oliver      11\n",
       "          ... \n",
       "Rinna        1\n",
       "Keet         1\n",
       "Bruno        1\n",
       "Puff         1\n",
       "Kota         1\n",
       "Name: name, Length: 957, dtype: int64"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive.name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>jpg_url</th>\n",
       "      <th>img_num</th>\n",
       "      <th>p1</th>\n",
       "      <th>p1_conf</th>\n",
       "      <th>p1_dog</th>\n",
       "      <th>p2</th>\n",
       "      <th>p2_conf</th>\n",
       "      <th>p2_dog</th>\n",
       "      <th>p3</th>\n",
       "      <th>p3_conf</th>\n",
       "      <th>p3_dog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>666020888022790149</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Welsh_springer_spaniel</td>\n",
       "      <td>0.465074</td>\n",
       "      <td>True</td>\n",
       "      <td>collie</td>\n",
       "      <td>0.156665</td>\n",
       "      <td>True</td>\n",
       "      <td>Shetland_sheepdog</td>\n",
       "      <td>0.061428</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>666029285002620928</td>\n",
       "      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.506826</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.074192</td>\n",
       "      <td>True</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.072010</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>666033412701032449</td>\n",
       "      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>German_shepherd</td>\n",
       "      <td>0.596461</td>\n",
       "      <td>True</td>\n",
       "      <td>malinois</td>\n",
       "      <td>0.138584</td>\n",
       "      <td>True</td>\n",
       "      <td>bloodhound</td>\n",
       "      <td>0.116197</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>666044226329800704</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>Rhodesian_ridgeback</td>\n",
       "      <td>0.408143</td>\n",
       "      <td>True</td>\n",
       "      <td>redbone</td>\n",
       "      <td>0.360687</td>\n",
       "      <td>True</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.222752</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>\n",
       "      <td>1</td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>0.560311</td>\n",
       "      <td>True</td>\n",
       "      <td>Rottweiler</td>\n",
       "      <td>0.243682</td>\n",
       "      <td>True</td>\n",
       "      <td>Doberman</td>\n",
       "      <td>0.154629</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id                                          jpg_url  \\\n",
       "0  666020888022790149  https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg   \n",
       "1  666029285002620928  https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg   \n",
       "2  666033412701032449  https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg   \n",
       "3  666044226329800704  https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg   \n",
       "4  666049248165822465  https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg   \n",
       "\n",
       "   img_num                      p1   p1_conf  p1_dog                  p2  \\\n",
       "0        1  Welsh_springer_spaniel  0.465074    True              collie   \n",
       "1        1                 redbone  0.506826    True  miniature_pinscher   \n",
       "2        1         German_shepherd  0.596461    True            malinois   \n",
       "3        1     Rhodesian_ridgeback  0.408143    True             redbone   \n",
       "4        1      miniature_pinscher  0.560311    True          Rottweiler   \n",
       "\n",
       "    p2_conf  p2_dog                   p3   p3_conf  p3_dog  \n",
       "0  0.156665    True    Shetland_sheepdog  0.061428    True  \n",
       "1  0.074192    True  Rhodesian_ridgeback  0.072010    True  \n",
       "2  0.138584    True           bloodhound  0.116197    True  \n",
       "3  0.360687    True   miniature_pinscher  0.222752    True  \n",
       "4  0.243682    True             Doberman  0.154629    True  "
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_predictions.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "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",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   tweet_id  2075 non-null   int64  \n",
      " 1   jpg_url   2075 non-null   object \n",
      " 2   img_num   2075 non-null   int64  \n",
      " 3   p1        2075 non-null   object \n",
      " 4   p1_conf   2075 non-null   float64\n",
      " 5   p1_dog    2075 non-null   bool   \n",
      " 6   p2        2075 non-null   object \n",
      " 7   p2_conf   2075 non-null   float64\n",
      " 8   p2_dog    2075 non-null   bool   \n",
      " 9   p3        2075 non-null   object \n",
      " 10  p3_conf   2075 non-null   float64\n",
      " 11  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": 223,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>1745</th>\n",
       "      <td>2015-12-22 01:28:25+00:00</td>\n",
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       "      <td>2016-07-21 23:53:04+00:00</td>\n",
       "      <td>756275833623502848</td>\n",
       "      <td>756275833623502848</td>\n",
       "      <td>When ur older siblings get to play in the deep...</td>\n",
       "      <td>False</td>\n",
       "      <td>[0, 113]</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'media': [{'id': 756275824932876290, 'id_str'...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>7114</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1714</th>\n",
       "      <td>2015-12-25 02:01:30+00:00</td>\n",
       "      <td>680206703334408192</td>\n",
       "      <td>680206703334408192</td>\n",
       "      <td>I hope everyone enjoys this picture as much as...</td>\n",
       "      <td>False</td>\n",
       "      <td>[0, 96]</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'media': [{'id': 680206691359715328, 'id_str'...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3115</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>2017-01-24 01:08:40+00:00</td>\n",
       "      <td>823699002998870016</td>\n",
       "      <td>823699002998870016</td>\n",
       "      <td>This is Winston. The goggles make him a superh...</td>\n",
       "      <td>False</td>\n",
       "      <td>[0, 135]</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'media': [{'id': 823698991951056896, 'id_str'...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>13826</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>2017-01-18 20:16:54+00:00</td>\n",
       "      <td>821813639212650496</td>\n",
       "      <td>821813639212650496</td>\n",
       "      <td>RT @dog_rates: Meet Hercules. He can have what...</td>\n",
       "      <td>False</td>\n",
       "      <td>[0, 139]</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'media': [{'id': 780601293052190720, 'id_str'...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>en</td>\n",
       "      <td>{'created_at': 'Tue Sep 27 02:53:48 +0000 2016...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2212</th>\n",
       "      <td>2015-11-22 21:41:02+00:00</td>\n",
       "      <td>668544745690562560</td>\n",
       "      <td>668544745690562560</td>\n",
       "      <td>It is an honor to rate this pup. He is a Snork...</td>\n",
       "      <td>False</td>\n",
       "      <td>[0, 140]</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'media': [{'id': 668544740393136128, 'id_str'...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>561</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910</th>\n",
       "      <td>2015-12-09 01:07:00+00:00</td>\n",
       "      <td>674394782723014656</td>\n",
       "      <td>674394782723014656</td>\n",
       "      <td>This is Gary. He's a hide and seek champion. S...</td>\n",
       "      <td>False</td>\n",
       "      <td>[0, 110]</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'media': [{'id': 674394776565891077, 'id_str'...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1607</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>2016-03-23 00:37:48+00:00</td>\n",
       "      <td>712438159032893441</td>\n",
       "      <td>712438159032893440</td>\n",
       "      <td>This is Kane. He's a semi-submerged Haitian Hu...</td>\n",
       "      <td>False</td>\n",
       "      <td>[0, 138]</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'media': [{'id': 712438152884043776, 'id_str'...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5799</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1608</th>\n",
       "      <td>2016-01-08 18:43:29+00:00</td>\n",
       "      <td>685532292383666176</td>\n",
       "      <td>685532292383666176</td>\n",
       "      <td>For the last time, WE. DO. NOT. RATE. BULBASAU...</td>\n",
       "      <td>False</td>\n",
       "      <td>[0, 132]</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'media': [{'id': 685532287132430340, 'id_str'...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3336</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1574</th>\n",
       "      <td>2016-01-14 02:25:31+00:00</td>\n",
       "      <td>687460506001633280</td>\n",
       "      <td>687460506001633280</td>\n",
       "      <td>This is Kramer. He's a Picasso Tortellini. Tie...</td>\n",
       "      <td>False</td>\n",
       "      <td>[0, 140]</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'media': [{'id': 687460500490338305, 'id_str'...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2243</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    created_at                  id              id_str  \\\n",
       "1745 2015-12-22 01:28:25+00:00  679111216690831360  679111216690831360   \n",
       "920  2016-07-21 23:53:04+00:00  756275833623502848  756275833623502848   \n",
       "1714 2015-12-25 02:01:30+00:00  680206703334408192  680206703334408192   \n",
       "406  2017-01-24 01:08:40+00:00  823699002998870016  823699002998870016   \n",
       "421  2017-01-18 20:16:54+00:00  821813639212650496  821813639212650496   \n",
       "2212 2015-11-22 21:41:02+00:00  668544745690562560  668544745690562560   \n",
       "1910 2015-12-09 01:07:00+00:00  674394782723014656  674394782723014656   \n",
       "1234 2016-03-23 00:37:48+00:00  712438159032893441  712438159032893440   \n",
       "1608 2016-01-08 18:43:29+00:00  685532292383666176  685532292383666176   \n",
       "1574 2016-01-14 02:25:31+00:00  687460506001633280  687460506001633280   \n",
       "\n",
       "                                              full_text  truncated  \\\n",
       "1745  This is officially the greatest yawn of all ti...      False   \n",
       "920   When ur older siblings get to play in the deep...      False   \n",
       "1714  I hope everyone enjoys this picture as much as...      False   \n",
       "406   This is Winston. The goggles make him a superh...      False   \n",
       "421   RT @dog_rates: Meet Hercules. He can have what...      False   \n",
       "2212  It is an honor to rate this pup. He is a Snork...      False   \n",
       "1910  This is Gary. He's a hide and seek champion. S...      False   \n",
       "1234  This is Kane. He's a semi-submerged Haitian Hu...      False   \n",
       "1608  For the last time, WE. DO. NOT. RATE. BULBASAU...      False   \n",
       "1574  This is Kramer. He's a Picasso Tortellini. Tie...      False   \n",
       "\n",
       "     display_text_range                                           entities  \\\n",
       "1745            [0, 79]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "920            [0, 113]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "1714            [0, 96]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "406            [0, 135]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "421            [0, 139]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "2212           [0, 140]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "1910           [0, 110]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "1234           [0, 138]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "1608           [0, 132]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "1574           [0, 140]  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "\n",
       "                                      extended_entities  \\\n",
       "1745  {'media': [{'id': 679111114081370114, 'id_str'...   \n",
       "920   {'media': [{'id': 756275824932876290, 'id_str'...   \n",
       "1714  {'media': [{'id': 680206691359715328, 'id_str'...   \n",
       "406   {'media': [{'id': 823698991951056896, 'id_str'...   \n",
       "421   {'media': [{'id': 780601293052190720, 'id_str'...   \n",
       "2212  {'media': [{'id': 668544740393136128, 'id_str'...   \n",
       "1910  {'media': [{'id': 674394776565891077, 'id_str'...   \n",
       "1234  {'media': [{'id': 712438152884043776, 'id_str'...   \n",
       "1608  {'media': [{'id': 685532287132430340, 'id_str'...   \n",
       "1574  {'media': [{'id': 687460500490338305, 'id_str'...   \n",
       "\n",
       "                                                 source  \\\n",
       "1745  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "920   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1714  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "406   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "421   <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "2212  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1910  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1234  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1608  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "1574  <a href=\"http://twitter.com/download/iphone\" r...   \n",
       "\n",
       "      in_reply_to_status_id  ...  favorite_count  favorited  retweeted  \\\n",
       "1745                    NaN  ...            6514      False      False   \n",
       "920                     NaN  ...            7114      False      False   \n",
       "1714                    NaN  ...            3115      False      False   \n",
       "406                     NaN  ...           13826      False      False   \n",
       "421                     NaN  ...               0      False      False   \n",
       "2212                    NaN  ...             561      False      False   \n",
       "1910                    NaN  ...            1607      False      False   \n",
       "1234                    NaN  ...            5799      False      False   \n",
       "1608                    NaN  ...            3336      False      False   \n",
       "1574                    NaN  ...            2243      False      False   \n",
       "\n",
       "     possibly_sensitive possibly_sensitive_appealable  lang  \\\n",
       "1745                0.0                           0.0    en   \n",
       "920                 0.0                           0.0    en   \n",
       "1714                0.0                           0.0    en   \n",
       "406                 0.0                           0.0    en   \n",
       "421                 0.0                           0.0    en   \n",
       "2212                0.0                           0.0    en   \n",
       "1910                0.0                           0.0    en   \n",
       "1234                0.0                           0.0    en   \n",
       "1608                0.0                           0.0    en   \n",
       "1574                0.0                           0.0    en   \n",
       "\n",
       "                                       retweeted_status quoted_status_id  \\\n",
       "1745                                                NaN              NaN   \n",
       "920                                                 NaN              NaN   \n",
       "1714                                                NaN              NaN   \n",
       "406                                                 NaN              NaN   \n",
       "421   {'created_at': 'Tue Sep 27 02:53:48 +0000 2016...              NaN   \n",
       "2212                                                NaN              NaN   \n",
       "1910                                                NaN              NaN   \n",
       "1234                                                NaN              NaN   \n",
       "1608                                                NaN              NaN   \n",
       "1574                                                NaN              NaN   \n",
       "\n",
       "      quoted_status_id_str  quoted_status  \n",
       "1745                   NaN            NaN  \n",
       "920                    NaN            NaN  \n",
       "1714                   NaN            NaN  \n",
       "406                    NaN            NaN  \n",
       "421                    NaN            NaN  \n",
       "2212                   NaN            NaN  \n",
       "1910                   NaN            NaN  \n",
       "1234                   NaN            NaN  \n",
       "1608                   NaN            NaN  \n",
       "1574                   NaN            NaN  \n",
       "\n",
       "[10 rows x 31 columns]"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_json.sample(10)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 4196983835,\n",
       " 'id_str': '4196983835',\n",
       " 'name': 'WeRateDogs™ (author)',\n",
       " 'screen_name': 'dog_rates',\n",
       " 'location': 'DM YOUR DOGS, WE WILL RATE',\n",
       " 'description': '#1 Source for Professional Dog Ratings | STORE: @ShopWeRateDogs | IG, FB & SC: WeRateDogs MOBILE APP: @GoodDogsGame | Business: dogratingtwitter@gmail.com',\n",
       " 'url': 'https://t.co/N7sNNHAEXS',\n",
       " 'entities': {'url': {'urls': [{'url': 'https://t.co/N7sNNHAEXS',\n",
       "     'expanded_url': 'http://weratedogs.com',\n",
       "     'display_url': 'weratedogs.com',\n",
       "     'indices': [0, 23]}]},\n",
       "  'description': {'urls': []}},\n",
       " 'protected': False,\n",
       " 'followers_count': 3200889,\n",
       " 'friends_count': 104,\n",
       " 'listed_count': 2784,\n",
       " 'created_at': 'Sun Nov 15 21:41:29 +0000 2015',\n",
       " 'favourites_count': 114031,\n",
       " 'utc_offset': None,\n",
       " 'time_zone': None,\n",
       " 'geo_enabled': True,\n",
       " 'verified': True,\n",
       " 'statuses_count': 5288,\n",
       " 'lang': 'en',\n",
       " 'contributors_enabled': False,\n",
       " 'is_translator': False,\n",
       " 'is_translation_enabled': False,\n",
       " 'profile_background_color': '000000',\n",
       " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',\n",
       " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',\n",
       " 'profile_background_tile': False,\n",
       " 'profile_image_url': 'http://pbs.twimg.com/profile_images/861415328504569856/R2xOOfwe_normal.jpg',\n",
       " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/861415328504569856/R2xOOfwe_normal.jpg',\n",
       " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/4196983835/1501129017',\n",
       " 'profile_link_color': 'F5ABB5',\n",
       " 'profile_sidebar_border_color': '000000',\n",
       " 'profile_sidebar_fill_color': '000000',\n",
       " 'profile_text_color': '000000',\n",
       " 'profile_use_background_image': False,\n",
       " 'has_extended_profile': True,\n",
       " 'default_profile': False,\n",
       " 'default_profile_image': False,\n",
       " 'following': True,\n",
       " 'follow_request_sent': False,\n",
       " 'notifications': False,\n",
       " 'translator_type': 'none'}"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_json.user[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    8853\n",
       "1    6514\n",
       "2    4328\n",
       "3    8964\n",
       "4    9774\n",
       "Name: retweet_count, dtype: int64"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_json.query('is_quote_status == True')\n",
    "tweet_json.retweet_count.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2354 entries, 0 to 2353\n",
      "Data columns (total 31 columns):\n",
      " #   Column                         Non-Null Count  Dtype              \n",
      "---  ------                         --------------  -----              \n",
      " 0   created_at                     2354 non-null   datetime64[ns, UTC]\n",
      " 1   id                             2354 non-null   int64              \n",
      " 2   id_str                         2354 non-null   int64              \n",
      " 3   full_text                      2354 non-null   object             \n",
      " 4   truncated                      2354 non-null   bool               \n",
      " 5   display_text_range             2354 non-null   object             \n",
      " 6   entities                       2354 non-null   object             \n",
      " 7   extended_entities              2073 non-null   object             \n",
      " 8   source                         2354 non-null   object             \n",
      " 9   in_reply_to_status_id          78 non-null     float64            \n",
      " 10  in_reply_to_status_id_str      78 non-null     float64            \n",
      " 11  in_reply_to_user_id            78 non-null     float64            \n",
      " 12  in_reply_to_user_id_str        78 non-null     float64            \n",
      " 13  in_reply_to_screen_name        78 non-null     object             \n",
      " 14  user                           2354 non-null   object             \n",
      " 15  geo                            0 non-null      float64            \n",
      " 16  coordinates                    0 non-null      float64            \n",
      " 17  place                          1 non-null      object             \n",
      " 18  contributors                   0 non-null      float64            \n",
      " 19  is_quote_status                2354 non-null   bool               \n",
      " 20  retweet_count                  2354 non-null   int64              \n",
      " 21  favorite_count                 2354 non-null   int64              \n",
      " 22  favorited                      2354 non-null   bool               \n",
      " 23  retweeted                      2354 non-null   bool               \n",
      " 24  possibly_sensitive             2211 non-null   float64            \n",
      " 25  possibly_sensitive_appealable  2211 non-null   float64            \n",
      " 26  lang                           2354 non-null   object             \n",
      " 27  retweeted_status               179 non-null    object             \n",
      " 28  quoted_status_id               29 non-null     float64            \n",
      " 29  quoted_status_id_str           29 non-null     float64            \n",
      " 30  quoted_status                  28 non-null     object             \n",
      "dtypes: bool(4), datetime64[ns, UTC](1), float64(11), int64(4), object(11)\n",
      "memory usage: 505.9+ KB\n"
     ]
    }
   ],
   "source": [
    "tweet_json.info()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# issues"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### twitter_archive table\n",
    "- `source` column : unnessary  tag ```<a>``` we just need the text between a tag ex '```<a href=\"www.test.com\">text  we want </a>'``` \n",
    "\n",
    "- `timestamp` column should be in dateTime type instead of object (string)  \n",
    "- `name` column has 745 missing value for dog name and 55 dog called a which is weird to have a dog called a\n",
    "-Merge multiple dog stages and convert 'None' to empty string \"\"\n",
    "- Incorrect values in rating numerators\n",
    "- Dog names not corrected"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### twitter_archive_clean table (as we know the wrangle process can be iterative)\n",
    "- `dog_types` has 9030 missing values\n",
    "- `dog_types` instead of \"None\" which is string we want to convert it to NaN (null) for accuracy\n",
    "- `tweet_id` there is just 2356 unique tweet id from 9424 which mean whe have 7068 duplicated value\n",
    "\n",
    "\n",
    "- issue with completeness with these columns \n",
    "```\n",
    "    in_reply_to_status_id       87 non-null     float64            \n",
    "    in_reply_to_user_id         87 non-null     float64                       \n",
    "    retweeted_status_id         219 non-null    float64            \n",
    "    retweeted_status_user_id    219 non-null    float64            \n",
    "    retweeted_status_timestamp  219 non-null    object \n",
    " ```\n",
    " \n",
    "- drop rating_denominator as it has the same value a crross rows (10)\n",
    "\n",
    "- This columns should have type integer instead of float since there is no fraction \n",
    "```\n",
    "retweet_count               2747 non-null   float64            \n",
    "favorite_count              2747 non-null   float64 \n",
    " ```\n",
    "- and replace NaN by the mean of the column to can convert this column type into integer\n",
    " \n",
    "- `tweet_id` it has integer type but we will not do any math caculation so it should be as string  \n",
    "\n",
    "\n",
    "## image_predictions table\n",
    "- desktop_computer , microphone , coffee_mug , pencil\tis not a dog types name \n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## tidy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- `doggo floofer pupper puppo`Fine For Humans – Not So Good For Analysis we need to reshape this\n",
    "- merge the twitter_archive with tweet_json to get more insights \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean = twitter_archive.copy()\n",
    "image_predictions_clean = image_predictions.copy()\n",
    "tweet_json_clean =  tweet_json.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# define\n",
    " convert 'None' or np.NaN to empty string \"\"  for Merge multiple dog stages\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.doggo.replace(\"None\" , \"\"  , inplace = True)\n",
    "twitter_archive_clean.floofer.replace(\"None\" , \"\"  , inplace = True)\n",
    "twitter_archive_clean.pupper.replace(\"None\" , \"\"  , inplace = True)\n",
    "twitter_archive_clean.puppo.replace(\"None\" , \"\"  , inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "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>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>floofer</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>doggo</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>doggo</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>puppo</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>doggo</td>\n",
       "      <td></td>\n",
       "      <td>pupper</td>\n",
       "      <td></td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>doggo</td>\n",
       "      <td>floofer</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   doggo  floofer  pupper  puppo  count\n",
       "0                                  1976\n",
       "1                          puppo     29\n",
       "2                  pupper           245\n",
       "3         floofer                     9\n",
       "4  doggo                             83\n",
       "5  doggo                   puppo      1\n",
       "6  doggo           pupper            12\n",
       "7  doggo  floofer                     1"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.groupby([\"doggo\", \"floofer\", \"pupper\", \"puppo\"]).size().reset_index().rename(columns={0: \"count\"})\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# define\n",
    "Merge multiple dog stages"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean['stage'] = twitter_archive_clean.doggo + twitter_archive_clean.floofer + twitter_archive_clean.pupper + twitter_archive_clean.puppo\n",
    "twitter_archive_clean.loc[twitter_archive_clean.stage == 'doggopupper', 'stage'] = 'doggo, pupper'\n",
    "twitter_archive_clean.loc[twitter_archive_clean.stage == 'doggopuppo', 'stage'] = 'doggo, puppo'\n",
    "twitter_archive_clean.loc[twitter_archive_clean.stage == 'doggofloofer', 'stage'] = 'doggo, floofer'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>floofer</th>\n",
       "      <th>pupper</th>\n",
       "      <th>puppo</th>\n",
       "      <th>stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-01 16:23:56 +0000</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Phineas</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></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></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></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 stage  \n",
       "0                  10   Phineas                                   \n",
       "1                  10     Tilly                                   \n",
       "2                  10    Archie                                   \n",
       "3                  10     Darla                                   \n",
       "4                  10  Franklin                                   "
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- extract the content between tags in source column for twitter_archive table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [],
   "source": [
    " twitter_archive_clean.source = twitter_archive_clean.source.str.extract(\">(\\w+\\D+)</a>\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2209    Twitter for iPhone\n",
       "1655    Twitter for iPhone\n",
       "535     Twitter for iPhone\n",
       "1804    Twitter for iPhone\n",
       "500     Twitter for iPhone\n",
       "Name: source, dtype: object"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.source.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define\n",
    "Convert `timestamp` column type from object to date time type using astype method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.timestamp = pd.to_datetime(twitter_archive_clean.timestamp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1036   2016-06-20 19:11:53+00:00\n",
       "2010   2015-12-03 02:56:30+00:00\n",
       "1694   2015-12-28 01:12:59+00:00\n",
       "626    2016-11-06 01:33:58+00:00\n",
       "1672   2015-12-31 02:33:29+00:00\n",
       "1374   2016-02-23 02:12:47+00:00\n",
       "2345   2015-11-16 01:22:45+00:00\n",
       "448    2017-01-11 02:21:57+00:00\n",
       "370    2017-02-06 01:07:28+00:00\n",
       "749    2016-09-23 01:04:56+00:00\n",
       "Name: timestamp, dtype: datetime64[ns, UTC]"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.timestamp.sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define\n",
    "reshape twitter_archive_clean table using melt function to compine `doggo\tfloofer\tpupper\tpuppo` into one column called  dog_types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [],
   "source": [
    "id_vars = list(twitter_archive_clean)[:-4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean = pd.melt(twitter_archive_clean, id_vars=id_vars   , value_name=\"dogs_types\")\n",
    "twitter_archive_clean.drop(columns=\"variable\" , inplace =True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                  8747\n",
       "pupper             502\n",
       "doggo               83\n",
       "puppo               59\n",
       "floofer             19\n",
       "doggo, pupper       12\n",
       "doggo, floofer       1\n",
       "doggo, puppo         1\n",
       "Name: dogs_types, dtype: int64"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.sample(5)\n",
    "twitter_archive_clean.dogs_types.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Define \n",
    "- replace missing values for dog_types col by predection p1 so we need to merge p1 to make your life easy\n",
    "- Convert \"None\" value in dog type into NaN (null)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean = pd.merge(twitter_archive_clean , image_predictions_clean.iloc[:, np.r_[0,3]] , how=\"left\" , on = [\"tweet_id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.dogs_types.replace(\"\" , np.nan , inplace=True)\n",
    "twitter_archive_clean[\"dog_types\"]=twitter_archive_clean[[\"dogs_types\", \"p1\"]].fillna(method=\"backfill\" , axis=1 ).iloc[:,:1]\n",
    "twitter_archive_clean.drop(columns=[\"dogs_types\" , \"p1\" ] , inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "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>dog_types</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5810</th>\n",
       "      <td>736010884653420544</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-27 01:47:23+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Right after you graduate vs when you remember ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/736010884...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>golden_retriever</td>\n",
       "    </tr>\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+00:00</td>\n",
       "      <td>Twitter for iPhone</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></td>\n",
       "      <td>English_springer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2753</th>\n",
       "      <td>825120256414846976</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-27 23:16:13+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>RT @dog_rates: Say hello to Pablo. He's one go...</td>\n",
       "      <td>8.250266e+17</td>\n",
       "      <td>4.196984e+09</td>\n",
       "      <td>2017-01-27 17:04:02 +0000</td>\n",
       "      <td>https://www.gofundme.com/my-puppys-double-cata...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Pablo</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3219</th>\n",
       "      <td>762471784394268675</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-08 02:13:34+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Meet Glenn. Being in public scares him. Fright...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/762471784...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Glenn</td>\n",
       "      <td></td>\n",
       "      <td>Samoyed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>800459316964663297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-20 22:02:27+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here's a very sleepy pupper. Appears to be por...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/800459316...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></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",
       "5810  736010884653420544                    NaN                  NaN   \n",
       "1668  682638830361513985                    NaN                  NaN   \n",
       "2753  825120256414846976                    NaN                  NaN   \n",
       "3219  762471784394268675                    NaN                  NaN   \n",
       "7648  800459316964663297                    NaN                  NaN   \n",
       "\n",
       "                     timestamp              source  \\\n",
       "5810 2016-05-27 01:47:23+00:00  Twitter for iPhone   \n",
       "1668 2015-12-31 19:05:54+00:00  Twitter for iPhone   \n",
       "2753 2017-01-27 23:16:13+00:00  Twitter for iPhone   \n",
       "3219 2016-08-08 02:13:34+00:00  Twitter for iPhone   \n",
       "7648 2016-11-20 22:02:27+00:00  Twitter for iPhone   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "5810  Right after you graduate vs when you remember ...                  NaN   \n",
       "1668  I have no words. Just a magnificent pup. 12/10...                  NaN   \n",
       "2753  RT @dog_rates: Say hello to Pablo. He's one go...         8.250266e+17   \n",
       "3219  Meet Glenn. Being in public scares him. Fright...                  NaN   \n",
       "7648  Here's a very sleepy pupper. Appears to be por...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "5810                       NaN                        NaN   \n",
       "1668                       NaN                        NaN   \n",
       "2753              4.196984e+09  2017-01-27 17:04:02 +0000   \n",
       "3219                       NaN                        NaN   \n",
       "7648                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "5810  https://twitter.com/dog_rates/status/736010884...                10   \n",
       "1668  https://twitter.com/dog_rates/status/682638830...                12   \n",
       "2753  https://www.gofundme.com/my-puppys-double-cata...                12   \n",
       "3219  https://twitter.com/dog_rates/status/762471784...                12   \n",
       "7648  https://twitter.com/dog_rates/status/800459316...                12   \n",
       "\n",
       "      rating_denominator   name doggo         dog_types  \n",
       "5810                  10   None        golden_retriever  \n",
       "1668                  10   None        English_springer  \n",
       "2753                  10  Pablo                     NaN  \n",
       "3219                  10  Glenn                 Samoyed  \n",
       "7648                  10   None                  pupper  "
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define\n",
    "- Compine the favourit_count , retweet count ,and lang to twitter_archive_clean using `merge` and specify column using `np.r_`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean = pd.merge(twitter_archive_clean , tweet_json_clean.iloc[:,np.r_[1,20,21,26]] , how=\"left\", left_on=\"tweet_id\"  , right_on=\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.drop(columns=\"id\" , inplace =True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>retweeted_status_user_id</th>\n",
       "      <th>retweeted_status_timestamp</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>rating_denominator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>dog_types</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>lang</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>863432100342583297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-13 16:33:49+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Belle. She's never been more pupset. E...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/863432100...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Belle</td>\n",
       "      <td></td>\n",
       "      <td>Staffordshire_bullterrier</td>\n",
       "      <td>5664.0</td>\n",
       "      <td>24829.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4690</th>\n",
       "      <td>666293911632134144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 16:37:02+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is a funny dog. Weird toes. Won't come do...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666293911...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td></td>\n",
       "      <td>three-toed_sloth</td>\n",
       "      <td>368.0</td>\n",
       "      <td>522.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8182</th>\n",
       "      <td>732732193018155009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-18 00:39:02+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Ralpher. He's an East Guinean Flop Dog...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/732732193...</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Ralpher</td>\n",
       "      <td></td>\n",
       "      <td>koala</td>\n",
       "      <td>599.0</td>\n",
       "      <td>2671.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5790</th>\n",
       "      <td>739485634323156992</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-05 15:54:48+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Kyle. He's a heavy drinker and an avid...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/739485634...</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>Kyle</td>\n",
       "      <td></td>\n",
       "      <td>Walker_hound</td>\n",
       "      <td>3309.0</td>\n",
       "      <td>7887.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2882</th>\n",
       "      <td>808838249661788160</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-14 00:57:20+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Ito. He'll be your uber driver tonight...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/808838249...</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>Ito</td>\n",
       "      <td></td>\n",
       "      <td>Rottweiler</td>\n",
       "      <td>3536.0</td>\n",
       "      <td>11271.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8550</th>\n",
       "      <td>693267061318012928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-01-30 02:58:42+00:00</td>\n",
       "      <td>Vine - Make a Scene</td>\n",
       "      <td>This is Oscar. He can wave. Friendly af. 12/10...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://vine.co/v/i5n2irFUYWv</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>Oscar</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>925.0</td>\n",
       "      <td>2622.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>770772759874076672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-30 23:58:40+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Sebastian. He's super h*ckin fluffy. T...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/770772759...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>Sebastian</td>\n",
       "      <td></td>\n",
       "      <td>chow</td>\n",
       "      <td>1626.0</td>\n",
       "      <td>5749.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4683</th>\n",
       "      <td>666407126856765440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-17 00:06:54+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is a southern Vesuvius bumblegruff. Can d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666407126...</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>a</td>\n",
       "      <td></td>\n",
       "      <td>black-and-tan_coonhound</td>\n",
       "      <td>44.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2580</th>\n",
       "      <td>849336543269576704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-04 19:03:06+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>At first I thought this was a dog because of t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/849336543...</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>patio</td>\n",
       "      <td>2101.0</td>\n",
       "      <td>12240.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8851</th>\n",
       "      <td>677673981332312066</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-12-18 02:17:22+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Endangered triangular pup here. Could be a wiz...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/677673981...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>Maltese_dog</td>\n",
       "      <td>1677.0</td>\n",
       "      <td>3603.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "147   863432100342583297                    NaN                  NaN   \n",
       "4690  666293911632134144                    NaN                  NaN   \n",
       "8182  732732193018155009                    NaN                  NaN   \n",
       "5790  739485634323156992                    NaN                  NaN   \n",
       "2882  808838249661788160                    NaN                  NaN   \n",
       "8550  693267061318012928                    NaN                  NaN   \n",
       "817   770772759874076672                    NaN                  NaN   \n",
       "4683  666407126856765440                    NaN                  NaN   \n",
       "2580  849336543269576704                    NaN                  NaN   \n",
       "8851  677673981332312066                    NaN                  NaN   \n",
       "\n",
       "                     timestamp               source  \\\n",
       "147  2017-05-13 16:33:49+00:00   Twitter for iPhone   \n",
       "4690 2015-11-16 16:37:02+00:00   Twitter for iPhone   \n",
       "8182 2016-05-18 00:39:02+00:00   Twitter for iPhone   \n",
       "5790 2016-06-05 15:54:48+00:00   Twitter for iPhone   \n",
       "2882 2016-12-14 00:57:20+00:00   Twitter for iPhone   \n",
       "8550 2016-01-30 02:58:42+00:00  Vine - Make a Scene   \n",
       "817  2016-08-30 23:58:40+00:00   Twitter for iPhone   \n",
       "4683 2015-11-17 00:06:54+00:00   Twitter for iPhone   \n",
       "2580 2017-04-04 19:03:06+00:00   Twitter for iPhone   \n",
       "8851 2015-12-18 02:17:22+00:00   Twitter for iPhone   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "147   This is Belle. She's never been more pupset. E...                  NaN   \n",
       "4690  This is a funny dog. Weird toes. Won't come do...                  NaN   \n",
       "8182  This is Ralpher. He's an East Guinean Flop Dog...                  NaN   \n",
       "5790  This is Kyle. He's a heavy drinker and an avid...                  NaN   \n",
       "2882  This is Ito. He'll be your uber driver tonight...                  NaN   \n",
       "8550  This is Oscar. He can wave. Friendly af. 12/10...                  NaN   \n",
       "817   This is Sebastian. He's super h*ckin fluffy. T...                  NaN   \n",
       "4683  This is a southern Vesuvius bumblegruff. Can d...                  NaN   \n",
       "2580  At first I thought this was a dog because of t...                  NaN   \n",
       "8851  Endangered triangular pup here. Could be a wiz...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "147                        NaN                        NaN   \n",
       "4690                       NaN                        NaN   \n",
       "8182                       NaN                        NaN   \n",
       "5790                       NaN                        NaN   \n",
       "2882                       NaN                        NaN   \n",
       "8550                       NaN                        NaN   \n",
       "817                        NaN                        NaN   \n",
       "4683                       NaN                        NaN   \n",
       "2580                       NaN                        NaN   \n",
       "8851                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "147   https://twitter.com/dog_rates/status/863432100...                12   \n",
       "4690  https://twitter.com/dog_rates/status/666293911...                 3   \n",
       "8182  https://twitter.com/dog_rates/status/732732193...                12   \n",
       "5790  https://twitter.com/dog_rates/status/739485634...                 6   \n",
       "2882  https://twitter.com/dog_rates/status/808838249...                13   \n",
       "8550                      https://vine.co/v/i5n2irFUYWv                12   \n",
       "817   https://twitter.com/dog_rates/status/770772759...                11   \n",
       "4683  https://twitter.com/dog_rates/status/666407126...                 7   \n",
       "2580  https://twitter.com/dog_rates/status/849336543...                11   \n",
       "8851  https://twitter.com/dog_rates/status/677673981...                 9   \n",
       "\n",
       "      rating_denominator       name doggo                  dog_types  \\\n",
       "147                   10      Belle        Staffordshire_bullterrier   \n",
       "4690                  10          a                 three-toed_sloth   \n",
       "8182                  10    Ralpher                            koala   \n",
       "5790                  10       Kyle                     Walker_hound   \n",
       "2882                  10        Ito                       Rottweiler   \n",
       "8550                  10      Oscar                              NaN   \n",
       "817                   10  Sebastian                             chow   \n",
       "4683                  10          a          black-and-tan_coonhound   \n",
       "2580                  10       None                            patio   \n",
       "8851                  10       None                      Maltese_dog   \n",
       "\n",
       "      retweet_count  favorite_count lang  \n",
       "147          5664.0         24829.0   en  \n",
       "4690          368.0           522.0   en  \n",
       "8182          599.0          2671.0   en  \n",
       "5790         3309.0          7887.0   en  \n",
       "2882         3536.0         11271.0   en  \n",
       "8550          925.0          2622.0   en  \n",
       "817          1626.0          5749.0   en  \n",
       "4683           44.0           113.0   en  \n",
       "2580         2101.0         12240.0   en  \n",
       "8851         1677.0          3603.0   en  "
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# assess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2356"
      ]
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(twitter_archive_clean['tweet_id'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                      2356\n",
       "in_reply_to_status_id           77\n",
       "in_reply_to_user_id             31\n",
       "timestamp                     2356\n",
       "source                           4\n",
       "text                          2356\n",
       "retweeted_status_id            181\n",
       "retweeted_status_user_id        25\n",
       "retweeted_status_timestamp     181\n",
       "expanded_urls                 2218\n",
       "rating_numerator                40\n",
       "rating_denominator              18\n",
       "name                           957\n",
       "doggo                            2\n",
       "dog_types                      385\n",
       "retweet_count                 1724\n",
       "favorite_count                2007\n",
       "lang                             9\n",
       "dtype: int64"
      ]
     },
     "execution_count": 251,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "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>dog_types</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>lang</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>41.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4707</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>41.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7063</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>41.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9419</th>\n",
       "      <td>666049248165822465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-16 00:24:50+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>Here we have a 1949 1st generation vulpix. Enj...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://twitter.com/dog_rates/status/666049248...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>miniature_pinscher</td>\n",
       "      <td>41.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                tweet_id  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "2351  666049248165822465                    NaN                  NaN   \n",
       "4707  666049248165822465                    NaN                  NaN   \n",
       "7063  666049248165822465                    NaN                  NaN   \n",
       "9419  666049248165822465                    NaN                  NaN   \n",
       "\n",
       "                     timestamp              source  \\\n",
       "2351 2015-11-16 00:24:50+00:00  Twitter for iPhone   \n",
       "4707 2015-11-16 00:24:50+00:00  Twitter for iPhone   \n",
       "7063 2015-11-16 00:24:50+00:00  Twitter for iPhone   \n",
       "9419 2015-11-16 00:24:50+00:00  Twitter for iPhone   \n",
       "\n",
       "                                                   text  retweeted_status_id  \\\n",
       "2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "4707  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "7063  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "9419  Here we have a 1949 1st generation vulpix. Enj...                  NaN   \n",
       "\n",
       "      retweeted_status_user_id retweeted_status_timestamp  \\\n",
       "2351                       NaN                        NaN   \n",
       "4707                       NaN                        NaN   \n",
       "7063                       NaN                        NaN   \n",
       "9419                       NaN                        NaN   \n",
       "\n",
       "                                          expanded_urls  rating_numerator  \\\n",
       "2351  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "4707  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "7063  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "9419  https://twitter.com/dog_rates/status/666049248...                 5   \n",
       "\n",
       "      rating_denominator  name doggo           dog_types  retweet_count  \\\n",
       "2351                  10  None        miniature_pinscher           41.0   \n",
       "4707                  10  None        miniature_pinscher           41.0   \n",
       "7063                  10  None        miniature_pinscher           41.0   \n",
       "9419                  10  None        miniature_pinscher           41.0   \n",
       "\n",
       "      favorite_count lang  \n",
       "2351           111.0   en  \n",
       "4707           111.0   en  \n",
       "7063           111.0   en  \n",
       "9419           111.0   en  "
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.query('tweet_id == \"666049248165822465\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9424, 18)"
      ]
     },
     "execution_count": 253,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define\n",
    "\n",
    "- Remove duplicated rows from twitter_archive_clean using `pd.drop_duplicates` method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.drop_duplicates(inplace =True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_id                      2356\n",
       "in_reply_to_status_id           77\n",
       "in_reply_to_user_id             31\n",
       "timestamp                     2356\n",
       "source                           4\n",
       "text                          2356\n",
       "retweeted_status_id            181\n",
       "retweeted_status_user_id        25\n",
       "retweeted_status_timestamp     181\n",
       "expanded_urls                 2218\n",
       "rating_numerator                40\n",
       "rating_denominator              18\n",
       "name                           957\n",
       "doggo                            2\n",
       "dog_types                      385\n",
       "retweet_count                 1724\n",
       "favorite_count                2007\n",
       "lang                             9\n",
       "dtype: int64"
      ]
     },
     "execution_count": 255,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2750 entries, 0 to 8272\n",
      "Data columns (total 18 columns):\n",
      " #   Column                      Non-Null Count  Dtype              \n",
      "---  ------                      --------------  -----              \n",
      " 0   tweet_id                    2750 non-null   int64              \n",
      " 1   in_reply_to_status_id       87 non-null     float64            \n",
      " 2   in_reply_to_user_id         87 non-null     float64            \n",
      " 3   timestamp                   2750 non-null   datetime64[ns, UTC]\n",
      " 4   source                      2750 non-null   object             \n",
      " 5   text                        2750 non-null   object             \n",
      " 6   retweeted_status_id         219 non-null    float64            \n",
      " 7   retweeted_status_user_id    219 non-null    float64            \n",
      " 8   retweeted_status_timestamp  219 non-null    object             \n",
      " 9   expanded_urls               2685 non-null   object             \n",
      " 10  rating_numerator            2750 non-null   int64              \n",
      " 11  rating_denominator          2750 non-null   int64              \n",
      " 12  name                        2750 non-null   object             \n",
      " 13  doggo                       2750 non-null   object             \n",
      " 14  dog_types                   2469 non-null   object             \n",
      " 15  retweet_count               2747 non-null   float64            \n",
      " 16  favorite_count              2747 non-null   float64            \n",
      " 17  lang                        2747 non-null   object             \n",
      "dtypes: datetime64[ns, UTC](1), float64(6), int64(3), object(8)\n",
      "memory usage: 408.2+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define \n",
    "Removed retweet columns,and rows\n",
    "\n",
    "-  drop this columns \n",
    "```\n",
    "   rating_denominator\n",
    "  in_reply_to_status_id       87 non-null     float64            \n",
    "  in_reply_to_user_id         87 non-null     float64                       \n",
    "  retweeted_status_id         219 non-null    float64            \n",
    "  retweeted_status_user_id    219 non-null    float64            \n",
    "  retweeted_status_timestamp  219 non-null    object\n",
    "  ```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.drop(twitter_archive_clean[twitter_archive_clean[\"retweeted_status_id\"].notnull()].index , inplace=True)\n",
    "twitter_archive_clean.drop(twitter_archive_clean[twitter_archive_clean[\"retweeted_status_user_id\"].notnull()].index , inplace=True)\n",
    "twitter_archive_clean.drop(twitter_archive_clean[twitter_archive_clean[\"retweeted_status_timestamp\"].notnull()].index , inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = [\"in_reply_to_status_id\" , \"in_reply_to_user_id\" , \"retweeted_status_id\" , \"retweeted_status_user_id\" ,  \"retweeted_status_timestamp\"  ,\"rating_denominator\"]\n",
    "\n",
    "twitter_archive_clean.drop(columns = columns , inplace=True  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>rating_numerator</th>\n",
       "      <th>name</th>\n",
       "      <th>doggo</th>\n",
       "      <th>dog_types</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>lang</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>892420643555336193</td>\n",
       "      <td>2017-08-01 16:23:56+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Phineas. He's a mystical boy. Only eve...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892420643...</td>\n",
       "      <td>13</td>\n",
       "      <td>Phineas</td>\n",
       "      <td></td>\n",
       "      <td>orange</td>\n",
       "      <td>8853.0</td>\n",
       "      <td>39467.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>892177421306343426</td>\n",
       "      <td>2017-08-01 00:17:27+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Tilly. She's just checking pup on you....</td>\n",
       "      <td>https://twitter.com/dog_rates/status/892177421...</td>\n",
       "      <td>13</td>\n",
       "      <td>Tilly</td>\n",
       "      <td></td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>6514.0</td>\n",
       "      <td>33819.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>891815181378084864</td>\n",
       "      <td>2017-07-31 00:18:03+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Archie. He is a rare Norwegian Pouncin...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891815181...</td>\n",
       "      <td>12</td>\n",
       "      <td>Archie</td>\n",
       "      <td></td>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>4328.0</td>\n",
       "      <td>25461.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>891689557279858688</td>\n",
       "      <td>2017-07-30 15:58:51+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Darla. She commenced a snooze mid meal...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891689557...</td>\n",
       "      <td>13</td>\n",
       "      <td>Darla</td>\n",
       "      <td></td>\n",
       "      <td>paper_towel</td>\n",
       "      <td>8964.0</td>\n",
       "      <td>42908.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>891327558926688256</td>\n",
       "      <td>2017-07-29 16:00:24+00:00</td>\n",
       "      <td>Twitter for iPhone</td>\n",
       "      <td>This is Franklin. He would like you to stop ca...</td>\n",
       "      <td>https://twitter.com/dog_rates/status/891327558...</td>\n",
       "      <td>12</td>\n",
       "      <td>Franklin</td>\n",
       "      <td></td>\n",
       "      <td>basset</td>\n",
       "      <td>9774.0</td>\n",
       "      <td>41048.0</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id                 timestamp              source  \\\n",
       "0  892420643555336193 2017-08-01 16:23:56+00:00  Twitter for iPhone   \n",
       "1  892177421306343426 2017-08-01 00:17:27+00:00  Twitter for iPhone   \n",
       "2  891815181378084864 2017-07-31 00:18:03+00:00  Twitter for iPhone   \n",
       "3  891689557279858688 2017-07-30 15:58:51+00:00  Twitter for iPhone   \n",
       "4  891327558926688256 2017-07-29 16:00:24+00:00  Twitter for iPhone   \n",
       "\n",
       "                                                text  \\\n",
       "0  This is Phineas. He's a mystical boy. Only eve...   \n",
       "1  This is Tilly. She's just checking pup on you....   \n",
       "2  This is Archie. He is a rare Norwegian Pouncin...   \n",
       "3  This is Darla. She commenced a snooze mid meal...   \n",
       "4  This is Franklin. He would like you to stop ca...   \n",
       "\n",
       "                                       expanded_urls  rating_numerator  \\\n",
       "0  https://twitter.com/dog_rates/status/892420643...                13   \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",
       "       name doggo    dog_types  retweet_count  favorite_count lang  \n",
       "0   Phineas             orange         8853.0         39467.0   en  \n",
       "1     Tilly          Chihuahua         6514.0         33819.0   en  \n",
       "2    Archie          Chihuahua         4328.0         25461.0   en  \n",
       "3     Darla        paper_towel         8964.0         42908.0   en  \n",
       "4  Franklin             basset         9774.0         41048.0   en  "
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define\n",
    "- convert tweet_id into string\n",
    "- convert retweet_count\t , favorite_count into integer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.tweet_id = twitter_archive_clean.tweet_id.astype(str)\n",
    "\n",
    "#  replace NaN by the mean of the column to can convert the column type into integer\n",
    "\n",
    "mean_retweet_count =twitter_archive_clean.retweet_count.mean()\n",
    "twitter_archive_clean.retweet_count.replace(np.nan  , mean_retweet_count , inplace=True)\n",
    "\n",
    "mean_favorite_count =twitter_archive_clean.favorite_count.mean()\n",
    "twitter_archive_clean.favorite_count.replace(np.nan  , mean_favorite_count , inplace=True)\n",
    "\n",
    "twitter_archive_clean.retweet_count = twitter_archive_clean.retweet_count.astype(int)\n",
    "twitter_archive_clean.favorite_count = twitter_archive_clean.favorite_count.astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.retweet_count.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2531 entries, 0 to 8272\n",
      "Data columns (total 12 columns):\n",
      " #   Column            Non-Null Count  Dtype              \n",
      "---  ------            --------------  -----              \n",
      " 0   tweet_id          2531 non-null   object             \n",
      " 1   timestamp         2531 non-null   datetime64[ns, UTC]\n",
      " 2   source            2531 non-null   object             \n",
      " 3   text              2531 non-null   object             \n",
      " 4   expanded_urls     2467 non-null   object             \n",
      " 5   rating_numerator  2531 non-null   int64              \n",
      " 6   name              2531 non-null   object             \n",
      " 7   doggo             2531 non-null   object             \n",
      " 8   dog_types         2350 non-null   object             \n",
      " 9   retweet_count     2531 non-null   int32              \n",
      " 10  favorite_count    2531 non-null   int32              \n",
      " 11  lang              2531 non-null   object             \n",
      "dtypes: datetime64[ns, UTC](1), int32(2), int64(1), object(8)\n",
      "memory usage: 237.3+ KB\n"
     ]
    }
   ],
   "source": [
    "twitter_archive_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define \n",
    "capture correct values in rating numerators "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings = twitter_archive_clean.text.str.extract('((?:\\d+\\.)?\\d+)\\/(\\d+)', expand=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "twitter_archive_clean.rating_numerator = ratings.iloc[:, 0].astype(float)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "695    9.75\n",
       "Name: rating_numerator, dtype: float64"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.query('tweet_id == \"786709082849828864\"').rating_numerator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# define \n",
    "\n",
    "remove Dog names that are not corrected such as a \"such\" all of these incorrect name has patern lower case"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.drop(twitter_archive_clean[twitter_archive_clean.name.str.islower()].index , inplace =True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.name.str.islower().sum()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pupper                 222\n",
       "golden_retriever       135\n",
       "Labrador_retriever      92\n",
       "Pembroke                84\n",
       "Chihuahua               77\n",
       "                      ... \n",
       "long-horned_beetle       1\n",
       "rapeseed                 1\n",
       "king_penguin             1\n",
       "African_hunting_dog      1\n",
       "basketball               1\n",
       "Name: dog_types, Length: 369, dtype: int64"
      ]
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_archive_clean.dog_types.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Storing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_archive_clean.to_csv(\"twitter_archive_master.csv\" , index= False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyzing, and Visualizing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"twitter_archive_master.csv\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What are the 10 most famous dog types?\n",
    "we can know this by count how many tweet talk about this type of dog\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'percentage')"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "df.dog_types.value_counts(normalize=True)[:10].plot(kind=\"bar\", title=\"most famous dog types\" , figsize=(4,4))\n",
    "plt.xlabel(\"dog type name\")\n",
    "plt.ylabel(\"percentage\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# what is the most favourit type  of dogs?\n",
    "we can know this by sum likes and retweet then sorting by favorite_count then , retweet_count"
   ]
  },
  {
   "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>retweet_count</th>\n",
       "      <th>favorite_count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dog_types</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>golden_retriever</th>\n",
       "      <td>494731.0</td>\n",
       "      <td>1669041.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pupper</th>\n",
       "      <td>552749.0</td>\n",
       "      <td>1620417.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>doggo</th>\n",
       "      <td>468507.0</td>\n",
       "      <td>1279811.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Labrador_retriever</th>\n",
       "      <td>360565.0</td>\n",
       "      <td>1105088.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pembroke</th>\n",
       "      <td>270001.0</td>\n",
       "      <td>954213.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>piggy_bank</th>\n",
       "      <td>92.0</td>\n",
       "      <td>344.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trombone</th>\n",
       "      <td>115.0</td>\n",
       "      <td>323.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hay</th>\n",
       "      <td>102.0</td>\n",
       "      <td>258.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>crash_helmet</th>\n",
       "      <td>45.0</td>\n",
       "      <td>211.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>desktop_computer</th>\n",
       "      <td>37.0</td>\n",
       "      <td>108.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>369 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    retweet_count  favorite_count\n",
       "dog_types                                        \n",
       "golden_retriever         494731.0       1669041.0\n",
       "pupper                   552749.0       1620417.0\n",
       "doggo                    468507.0       1279811.0\n",
       "Labrador_retriever       360565.0       1105088.0\n",
       "Pembroke                 270001.0        954213.0\n",
       "...                           ...             ...\n",
       "piggy_bank                   92.0           344.0\n",
       "trombone                    115.0           323.0\n",
       "hay                         102.0           258.0\n",
       "crash_helmet                 45.0           211.0\n",
       "desktop_computer             37.0           108.0\n",
       "\n",
       "[369 rows x 2 columns]"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"dog_types\").sum().iloc[:,2:].sort_values([\"favorite_count\" ,\"retweet_count\"] ,ascending=[False, False])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is the averge rating for African_hunting_dog ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.query('dog_types == \"African_hunting_dog\"').mean()[\"rating_numerator\"] / 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# create a summery for a pug dog type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    51.000000\n",
       "mean     10.274510\n",
       "std       1.960392\n",
       "min       3.000000\n",
       "25%       9.500000\n",
       "50%      10.000000\n",
       "75%      11.000000\n",
       "max      13.000000\n",
       "Name: rating_numerator, dtype: float64"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.query('dog_types == \"pug\"')[\"rating_numerator\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'rating')"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.query('dog_types == \"pug\"')[\"rating_numerator\"].plot(kind=\"box\")\n",
    "plt.title(\"create a summery for a pug dog type\")\n",
    "plt.ylabel(\"rating\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}