2. Word2vec.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "772a6081",
   "metadata": {},
   "source": [
    "<div style=\"width: 100%; overflow: hidden;\">\n",
    "    <div style=\"width: 150px; float: left;\"> <img src=\"https://raw.githubusercontent.com/DataForScience/Networks/master/data/D4Sci_logo_ball.png\" alt=\"Data For Science, Inc\" align=\"left\" border=\"0\" width=150px> </div>\n",
    "    <div style=\"float: left; margin-left: 10px;\"> <h1>ChatGPT And Friends</h1>\n",
    "<h1>Word2vec</h1>\n",
    "        <p>Bruno Gonçalves<br/>\n",
    "        <a href=\"http://www.data4sci.com/\">www.data4sci.com</a><br/>\n",
    "            @bgoncalves, @data4sci</p></div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9327c10b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "from pprint import pprint\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from scipy.spatial import distance\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "from ipywidgets import interact\n",
    "\n",
    "import os\n",
    "import gzip\n",
    "\n",
    "import torch\n",
    "from torch import nn\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "\n",
    "import datasets\n",
    "\n",
    "import re\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.snowball import SnowballStemmer\n",
    "\n",
    "\n",
    "import tqdm as tq\n",
    "from tqdm.notebook import tqdm\n",
    "tqdm.pandas()\n",
    "\n",
    "import networkx as nx\n",
    "\n",
    "import watermark\n",
    "\n",
    "%load_ext watermark\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25e4bef2",
   "metadata": {},
   "source": [
    "We start by printing out the versions of the libraries we're using for future reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "df2a161b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python implementation: CPython\n",
      "Python version       : 3.11.7\n",
      "IPython version      : 8.12.3\n",
      "\n",
      "Compiler    : Clang 14.0.6 \n",
      "OS          : Darwin\n",
      "Release     : 23.6.0\n",
      "Machine     : arm64\n",
      "Processor   : arm\n",
      "CPU cores   : 16\n",
      "Architecture: 64bit\n",
      "\n",
      "Git hash: b44900a26f10de8fbaf559b307e69185828b77b4\n",
      "\n",
      "nltk      : 3.8.1\n",
      "datasets  : 2.19.1\n",
      "pandas    : 2.2.3\n",
      "re        : 2.2.1\n",
      "scipy     : 1.11.4\n",
      "numpy     : 1.26.4\n",
      "torch     : 2.3.0\n",
      "networkx  : 3.3\n",
      "matplotlib: 3.8.0\n",
      "watermark : 2.4.3\n",
      "tqdm      : 4.66.4\n",
      "json      : 2.0.9\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%watermark -n -v -m -g -iv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c100cf5f",
   "metadata": {},
   "source": [
    "Load default figure style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "394da3c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('d4sci.mplstyle')\n",
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd34ba82",
   "metadata": {},
   "source": [
    "# Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "969b7bfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = datasets.load_dataset('tweets_hate_speech_detection')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "44871d64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['@user when a father is dysfunctional and is so selfish he drags his kids into his dysfunction.   #run',\n",
       " \"@user @user thanks for #lyft credit i can't use cause they don't offer wheelchair vans in pdx.    #disapointed #getthanked\",\n",
       " 'bihday your majesty',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " 'factsguide: society now    #motivation',\n",
       " '[2/2] huge fan fare and big talking before they leave. chaos and pay disputes when they get there. #allshowandnogo  ',\n",
       " '@user camping tomorrow @user @user @user @user @user @user @user dannyâ\\x80¦',\n",
       " \"the next school year is the year for exams.ð\\x9f\\x98¯ can't think about that ð\\x9f\\x98\\xad #school #exams   #hate #imagine #actorslife #revolutionschool #girl\",\n",
       " 'we won!!! love the land!!! #allin #cavs #champions #cleveland #clevelandcavaliers  â\\x80¦ ',\n",
       " \"@user @user welcome here !  i'm   it's so #gr8 ! \",\n",
       " 'â\\x86\\x9d #ireland consumer price index (mom) climbed from previous 0.2% to 0.5% in may   #blog #silver #gold #forex',\n",
       " 'we are so selfish. #orlando #standwithorlando #pulseshooting #orlandoshooting #biggerproblems #selfish #heabreaking   #values #love #',\n",
       " 'i get to see my daddy today!!   #80days #gettingfed',\n",
       " \"@user #cnn calls #michigan middle school 'build the wall' chant '' #tcot  \",\n",
       " 'no comment!  in #australia   #opkillingbay #seashepherd #helpcovedolphins #thecove  #helpcovedolphins',\n",
       " 'ouch...junior is angryð\\x9f\\x98\\x90#got7 #junior #yugyoem   #omg ',\n",
       " 'i am thankful for having a paner. #thankful #positive     ',\n",
       " 'retweet if you agree! ',\n",
       " 'its #friday! ð\\x9f\\x98\\x80 smiles all around via ig user: @user #cookies make people   ',\n",
       " 'as we all know, essential oils are not made of chemicals. ',\n",
       " '#euro2016 people blaming ha for conceded goal was it fat rooney who gave away free kick knowing bale can hit them from there.  ',\n",
       " 'sad little dude..   #badday #coneofshame #cats #pissed #funny #laughs ',\n",
       " \"product of the day: happy man #wine tool  who's   it's the #weekend? time to open up &amp; drink up!\",\n",
       " '@user @user lumpy says i am a . prove it lumpy.',\n",
       " '@user #tgif   #ff to my #gamedev #indiedev #indiegamedev #squad! @user @user @user @user @user',\n",
       " 'beautiful sign by vendor 80 for $45.00!! #upsideofflorida #shopalyssas   #love ',\n",
       " '@user all #smiles when #media is   !! ð\\x9f\\x98\\x9cð\\x9f\\x98\\x88 #pressconference in #antalya #turkey ! sunday #throwback  love! ð\\x9f\\x98\\x8að\\x9f\\x98\\x98â\\x9d¤ï¸\\x8f ',\n",
       " 'we had a great panel on the mediatization of the public service   #ica16',\n",
       " \"happy father's day @user ð\\x9f\\x92\\x93ð\\x9f\\x92\\x93ð\\x9f\\x92\\x93ð\\x9f\\x92\\x93  \",\n",
       " \"50 people went to nightclub to have a good night and 1 man's actions means those people are lost to their families forever #rip#orlando\",\n",
       " 'i have never had a chance to vote for a presidential candidate i was excited about and this cycle looks to be no different.  ',\n",
       " '#alohafriday #time does #not #exist #positivevibes #hawaiian @user @user @user @user ',\n",
       " ' @user rip to the fellow nohern ireland fan who sadley passed away tonight!.. gawa, forever singing and cheering on fire  ',\n",
       " 'it was a hard monday due to cloudy weather. disabling oxygen production for today. #goodnight #badmonday  ',\n",
       " \"it's unbelievable that in the 21st century we'd need something like this. again. #neverump  #xenophobia \",\n",
       " '#taylorswift1989   bull up: you will dominate your bull and you will direct it whatever you want it to do. w ',\n",
       " 'morning~~ #travelingram #dalat   #ripinkylife ',\n",
       " '@user once more only one word tells it all: #photoshop.  #enoughisenough #dontphotoshopeverything #wheresallthenaturalphotos  ',\n",
       " 'oh, #cedarpoint. waited 2 hours in the valravn line and it stopped working. we were so close.  ',\n",
       " 'i am thankful for sunshine. #thankful #positive     ',\n",
       " \"when you finally finish a book you've been working on for awhile...  #bookworm #ontothenextnovel \",\n",
       " 'yup, being a knicks fan is hard, so its easier to just be an nba fan when the playoffs roll around ð\\x9f\\x98\\x8e ',\n",
       " 'there is life after social networking. embrace each day. be   ',\n",
       " 'my mom shares the same bihday as @user   bihday snake! see you this weekend ð\\x9f\\x99\\x8cð\\x9f\\x8f¼',\n",
       " 'lovely echeveria blooms#flowers #grow #gardening #iphonesia #bliss #blooms #basilicabotanica   ',\n",
       " 'i am amazing. #i_am #positive #affirmation     ',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " '#whenever im   and #something goes #wrong  |  ',\n",
       " 'feeling blue #illustration   ',\n",
       " 'the best pa about life is knowing who you are! ð\\x9f\\x98\\x8aâ\\x98\\x80ï¸\\x8fð\\x9f\\x8c¼ð\\x9f\\x8c»  â\\x80¦ ',\n",
       " '#abc2020 getting ready 2 remove the victums frm #pulseclub #prayfororlando  ',\n",
       " 'for her #bihday we got her a #nose #job @user  ð\\x9f\\x8e\\x88ð\\x9f\\x90¶ð\\x9f\\x8e\\x89ð\\x9f\\x8e\\x82ð\\x9f\\x8e\\x81    #bihday #petunia we love you ð\\x9f\\x99\\x83 ',\n",
       " 'off to concelebrate at the #albanpilgrimage for the first time.   @user',\n",
       " '@user let the scum-baggery begin..... ',\n",
       " 'thank you! ð\\x9f\\x98\\x8dð\\x9f\\x98\\x86 super love it! â\\x9d¤ï¸\\x8f zpamdelacruz   #wedding# @ dolores, capas tarlac. ',\n",
       " 'a scourge on those playing baroque pieces on piano    beyond belief ',\n",
       " '@user lets fight against  #love #peace ',\n",
       " ' happy fatherâ\\x80\\x99s day, mr. rayos #video   #fathers #day #rayos #world #hotvideo #videos',\n",
       " '@user ascot times with this babe â\\x9d¤ï¸\\x8fâ\\x9d¤ï¸\\x8f #ascot #fashion #monochrome #style   #instahappyday ',\n",
       " 'the weekend..is here!!ð\\x9f\\x99\\x8cð\\x9f\\x98\\x89ð\\x9f\\x98\\x98ð\\x9f\\x92\\x99ð\\x9f\\x98\\x8a #selfie   #yolo #xoxo #like4like ',\n",
       " \"happy at work conference: right' mindset leads to culture-of-development organizations    #work #mindset\",\n",
       " \"christina grimmie's  last performance before being shot...  via @user #christinarip #voice #christinagrimmie  \",\n",
       " 'we are ready to dance #roar #preschoolers   #students #proudâ\\x80¦ ',\n",
       " \"you've really hu my feelings :(  \",\n",
       " \"@user my wife whom i adore had to miss your poland show because she had surgery. her name is bridget &amp; she's my everything.  \",\n",
       " '@user i am so jealous of you right now.... #chatiado  ',\n",
       " \"i celebrate every man that has played it's fatherly role.   father's day#\",\n",
       " \"i'm sure they are just as happy.... ð\\x9f\\x91\\x8fð\\x9f\\x8f½ð\\x9f\\x91\\x8fð\\x9f\\x8f½ð\\x9f\\x91\\x8fð\\x9f\\x8f½   hour  \",\n",
       " \"ð\\x9f\\x98©the white establishment can't have blk folx running around loving themselves and promoting our greatness  \",\n",
       " 'good morning! the journey begins! ð\\x9f\\x98\\x84ð\\x9f\\x91\\x8dð\\x9f\\x8f»ð\\x9f\\x9b³   #travel #yeah #thejourneybegins #helloâ\\x80¦ ',\n",
       " '@user # if you #luv #hottweets like this from â\\x96¶ â\\x99¥#venusexchangeâ\\x99¥ ',\n",
       " 'our new brochures have arrived! how exciting!! #aworks #solutions   ',\n",
       " 'so much stuff happening in florida! first #orlando shooting and now #disneygatorattack on a two year old kidð\\x9f\\x98¥ð\\x9f\\x90\\x8a  ',\n",
       " '@user ferrari will do itð\\x9f\\x92ªð\\x9f\\x8f¼ for the sake of the championship. this gp is clearly a turning point rb, ferrari,mercs...ð\\x9f\\x98\\x8d  ',\n",
       " 'aced my first test!   #proud ',\n",
       " \"  seeks probe into #udtapunjab' leak, points finger at #amarinder, #aap  \",\n",
       " '@user wrapping up #senseaboutmaths @user 6th   @user @user @user ',\n",
       " \"@user hey, white people: you can call people 'white' by @user  #race  #identity #medâ\\x80¦\",\n",
       " '@user @user you might be. just have not shown here today. regurgitated talking points and name calling?  ',\n",
       " 'sometimes you have to raise a few brows to raise the bar. #golfstrengthandconditioning   #strong #felixfoisgolf',\n",
       " 'about that ð\\x9f\\x98\\x80ð\\x9f\\x98\\x80ð\\x9f\\x98\\x80 #greathonour #careerconvos @user @user ',\n",
       " '@user designing #innovative learning space @user to include #wateringhole #cave #mountaintop #campfire @user   hâ\\x80¦',\n",
       " 'how the #altright uses  &amp; insecurity to lure men into #whitesupremacy    ',\n",
       " \"carrying a gun wouldn't of helped if you can't take it in with you. gun control won't stop the black market! terrorism will get worse!  \",\n",
       " 'use the power of your mind to #heal your body!! -     #altwaystoheal #healthy   #peace! ',\n",
       " 'woohoo!! just over 5 weeks to go!   ',\n",
       " 'being in a far away place where you have no family members hus  ',\n",
       " 'ready to rehearse tonight with new music and new videos, look out for the announcement! #midweek #newmusic #watchthisspace #guitar  ',\n",
       " 'now on monday nights at 8pm on #up channel!!!! i finally get to see what all the fuss is about!!!   ',\n",
       " 'watching the new episodes of @user on @user  ',\n",
       " '@user offline now after a very nice and long night.. ð\\x9f\\x98\\x9a #snapchat @user   #redhead #vermillionred ',\n",
       " '15 things incredibly   #people do ',\n",
       " 'yes! received my acceptance letter for my masters so will be back at @user again in october!    #goodtimes #history',\n",
       " 'daughter riding her bike around driveway, son playing his guitar for us while we enjoy ð\\x9f\\x8dº by the campfire... #summeime   #memories',\n",
       " 'omg!!! loving this station!!! way to jam out at work!!! while getting work done of course!!!!   #memories @user ',\n",
       " \"@user i'll always hope that one day i'll get to hug you, but i don't think that it's gonna happen anytime soon... \",\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " 'couple having sex fat naked japanese girls  ',\n",
       " '#hump on that    #hump day #humpersð\\x9f\\x98© @ edwardsville, pennsylvania ',\n",
       " 'personalised we... gbp 7.99 get here:  #shop #cool   #home #fun ',\n",
       " 'there are some truly sick ppl out there.   ',\n",
       " 'trump calling on obama to resign over the orlando shootings? the boy has a point. 8 years and all he did was \"talk\" about change.  ',\n",
       " '@user @user @user @user not long now!!!   #nashvilletour2016 #nashvilleforever ð\\x9f\\x92\\x96ð\\x9f\\x92\\x96ð\\x9f\\x92\\x96 ',\n",
       " ' â\\x86\\x9d #eur/usd clears 1.1400 barrier, jumps to fresh 4-week high   #blog #silver #gold #forex',\n",
       " 'going to la tomorrow!!!  ',\n",
       " 'i am thankful for good friends. #thankful #positive     ',\n",
       " 'i still can not wrap my head around the fact that #christinagrimmie is gone. and the fact that a man destroyed #prayfororlando just  ',\n",
       " \"just received dis from @user can't wait to sta baking #eyelids .ð\\x9f\\x98\\x9að\\x9f\\x98\\x9að\\x9f\\x98\\x8eð\\x9f\\x98\\x8eð\\x9f\\x98\\x8eð\\x9f\\x98\\x8e   ð\\x9f\\x98\\x89ð\\x9f\\x98\\x89ð\\x9f\\x98\\x89â\\x80¦ \",\n",
       " 'we were so   to be playing for #vigilfororlando #harp #clonakilty #rip  via @user',\n",
       " '@user yes yes yes   #ihavenofriends #someonecomewithme ',\n",
       " 'sunday...ð\\x9f\\x92\\x95 #weekend #relax #icon #woman #sundaymorning #sunday   #marilynmonroe ',\n",
       " \"@user i'm not interested in a #linguistics that doesn't address #race &amp; . racism is about #power. #raciolinguistics bringsâ\\x80¦\",\n",
       " 'one of my beloved long lost cds, now recovered thanks to apple music.  !  ',\n",
       " '#marvel #song #musica #weed #ripchristina #adele   #dance (vine by @user ',\n",
       " '@user why not @user mocked obama for being black.  @user @user @user @user #brexit',\n",
       " 'â\\x86\\x9d #under the spell of brexit referendum - commerzbank   #blog #silver #gold #forex',\n",
       " '100 amazing health benefits of cucumbers!    #healthy is  !!  #altwaystoheal! ',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " 'off to work ð\\x9f\\x92ªð\\x9f\\x8f»ð\\x9f\\x9a¶ð\\x9f\\x8f¼ #ofw #pinoy #followme #igers #instagood #smile   #love # ',\n",
       " '#toradora #anime #animeedit i made it.   #breakups #alone #lonely ',\n",
       " '50 laps of pool, 10k ride done and picked up a gym membership form  ',\n",
       " '#cotd   polar bear climb racing: angry polar bear climb racing, the polar bear living in cold places looking ',\n",
       " '@user @user gets him angry.  a muslim assassinating 50 not so much.    ',\n",
       " 'happy snappy ð\\x9f\\x99\\x8cð\\x9f\\x8f¼ waiting for the football   #football #snapchat ',\n",
       " 'friday i miss you!!   #fringes#qcbags#summer ð\\x9f\\x98\\x8eð\\x9f\\x98\\x8eð\\x9f\\x98\\x8eð\\x9f\\x8c\\x9eð\\x9f\\x8c\\x9eð\\x9f\\x8c\\x9eó¾®\\x9eð\\x9f\\x8f» ',\n",
       " '#nochebuena   #lasvegas #usa @ las vegas strip ',\n",
       " 'ma fleurette ð\\x9f\\x91¯ð\\x9f\\x92\\x95 #instaboy#instaman#sefie#septum#friend #smiles#blackandwhite ',\n",
       " 'sad in the branches itâ\\x80\\x99s just rainy day writing tears are flying birds   #haiku #3lines #micropoetry  ',\n",
       " 'yeah! new buttons in the mail for me ð\\x9f\\x92\\x96  they are so pretty! :) #jewelrymaking #buttons   ',\n",
       " '@user driver hit female moose on river rd #weston.  moose was killed. driver is ok. crews removing animal now  ',\n",
       " 'afterpas.   made in japan. ï¼\\x83madeinjapan  #eos  ï¼\\x83cute #fun #cawaii #love   #strawberry #tomato ',\n",
       " \"#people aren't protesting #trump because a #republican won-they do so because trump has fuhered  &amp;â\\x80¦ \",\n",
       " 'i need to find a way to spend my time so you are not always on my mind. . .  #me #boy #guy  â\\x80¦ ',\n",
       " '[1466047260.15] update @  #social #analytics   #photooftheday #igers #likes ',\n",
       " 'anyone know the date our #doj and #fbi became corrupted? #emailgate #hillary2016 #shameful #disgraceful #ridiculous  ',\n",
       " '#stupidity makes me more   than even #negligence.why put #sachintendulkar a installation if u were going to take it off?',\n",
       " 'ð\\x9f\\x98\\x86ð\\x9f\\x92\\x95ð\\x9f\\x8c\\x9fð\\x9f\\x92\\x93â\\x9c¨â\\xad\\x90ï¸\\x8f  #ã\\x82\\x86ã\\x82\\x8aã\\x81\\x9dã\\x82\\x93   bihdayð\\x9f\\x8e\\x89 #21thbihday ð\\x9f\\x92\\x93 #bestfriend ð\\x9f\\x8c\\x9f #loveð\\x9f\\x91¼ ',\n",
       " '@user ð\\x9f\\x92\\x8b d most impoant thing is to #enjoy your life - to be   - itâ\\x80\\x99s all that matters. life is too sho. #pooh4u ',\n",
       " 'happy bihday chris evansð\\x9f\\x8e\\x87ð\\x9f\\x8e\\x89ð\\x9f\\x8e\\x8að\\x9f\\x8e\\x81ð\\x9f\\x8e\\x82ð\\x9f\\x8e\\x86ð\\x9f\\x8e\\x88 a great actor and human ð\\x9f\\x98\\x81ð\\x9f\\x98\\x8dð\\x9f\\x98³ð\\x9f\\x98\\x98ð\\x9f\\x98»ð\\x9f\\x98¸ð\\x9f\\x92\\x9cð\\x9f\\x92\\x93ð\\x9f\\x92\\x9e #chrisevans   #bihdayâ\\x80¦ ',\n",
       " 'our heas, thoughts, prayers go out to the more than 50 people who were murdered @ a gay nightclub in #florida   ',\n",
       " '@user demoing guitars for new album #newalbum #indie #guitars   #echobelly ',\n",
       " 'retweeted lion pro (@user  #tgif #webmareting #seo #community #management   #weekend... ',\n",
       " 'â\\x86\\x9d #nzd/usd: targets the 100 week sma at 0.7190   #blog #silver #gold #forex',\n",
       " \" @user i've had pretty bad bihday weeks before, but so far this is the worst ever. ð\\x9f\\x98\\x92 #bihdayweeksucks #bithday27   #tâ\\x80¦\",\n",
       " \"so blessed to have worked with sa's best leading ladiesð\\x9f\\x98\\x84ð\\x9f\\x98\\x84 \",\n",
       " 'happiest place on eah ð\\x9f\\x92« #disneysmagickingdom #disney #magickingdom #disneyland   #orlandoâ\\x80¦ ',\n",
       " 'is kinda   to be among humans again.',\n",
       " \"just found out @user is at @user after i'd been exclaiming to @user how gr8 blain's hair was the other nite.   ð\\x9f\\x98\\xad\",\n",
       " '@user &lt;3 listen to my most beautiful best friend  @user  singing with her most amazing voice &lt;3 &lt;3 &lt;3 &lt;3 17 ',\n",
       " 'be   n #healthy freedom from effo in the present merely means that there has been effo stored up in the past. â\\x80\\x93 theodore rooseveltâ\\x80¦',\n",
       " 'when you know yall 2 aint going know where :) #love #commitment #trust #faithful  ',\n",
       " \"yes it's  when you call #michelleobama a gorilla because racists have long thought of black people as no betâ\\x80¦ \",\n",
       " '#newarkfestival this is us all this year waiting for the show to sta our 3rd year running   ',\n",
       " \"when the internet is broken so you can't watch netflix. #mochithepug #puglife   \",\n",
       " '@user @user @user and she will do just that....then what..business as usual.  ',\n",
       " 'hbd to this dick suckin tequila lovin slut, i wouldnt want u any other way ð\\x9f\\x92\\x95ð\\x9f\\x98\\x98   #justalillate #butstillontime ',\n",
       " 'as the smaller hands show, barry probably lied about  being why his #knicks game sucked more than his #golfâ\\x80¦ ',\n",
       " 'good morning friday! what is everyone doing this weekend? #goodmorning #friday #girls   #love #florida ',\n",
       " \"  challenges #aap's claim that 70% #punjabis are #drugaddicts, dares it to prove   \",\n",
       " '#tracerequest sending my deepest condolences to the orlando gay families. zimbabwe gay community has you at hea   #touched',\n",
       " 'new selfie \\\\Â¤.Â¤/  #guy   #mato #chapones ',\n",
       " 'saturday afternoon chi meet up #friends    @user  @user  @user ',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " 'soed out all my nut &amp; bolts.   #bloke',\n",
       " \"aww yeah it's all good bing bong bing bong   \",\n",
       " 'just dawned on me in 2 months i will be seeing @user live. i am so excited ð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x8d #vfest #summer  ',\n",
       " '@user happy 35th bihday shane robe watson!!    #bihday #shane #watson #australia #cricker ',\n",
       " '@user @user you point one finger @user millions are pointed right back at you,  #jewishsupremacist',\n",
       " 'sad to hear the announcers say that \"it may have moved the player to one or two out of the lead\" #whoknows!  ',\n",
       " \"#radio1 i'm going to #coldplay tonight   oh yes.\",\n",
       " 'u think like this too? the god who is not coming through for me. the god who is not keeping me  . ',\n",
       " '@user terrorist = constitutional rights?  this is just another excuse by republicans to appease the nra with no gun control measures. !',\n",
       " \"@user it's all about @user   #gloucesterrugby \",\n",
       " ' @user very sad, @user what happened? ',\n",
       " 'everyone is everything   #sad #together #alone #up #down #fine #dandy #lonely #exuberant #depressed #halffull #halfempty',\n",
       " '#mikeashley #sposdirectshame , perhapse a good example of the need to protect #workersrights from within europe. #euref   #remain',\n",
       " 'angry birds stella bad princess   #birds #stella #bad #princess birdsstellabadprincess.  time post: wedâ\\x80¦ ',\n",
       " 'check  @user incredibly   to have made great  memories with great people , we did an ...',\n",
       " 'saw a t shi last night that said \"rip  to when i cared\"   #really',\n",
       " \" @user hilarious, @user i'm already blocked by @user for asking one, not paicularly difficult, question.   @user\",\n",
       " 'devastating news.  my hea goes out to the victims and their families.  #orlando #heabreaking   ',\n",
       " '\"happiness is not a state to arrive at, but a manner of traveling.\" margaret lee #runbeck   #happiness #quotes #inspirational',\n",
       " 'safe ways to heal your #acne!!    #altwaystoheal #healthy   #healing!! ',\n",
       " 'what i am creating right now. #beats #makingbeats #thursday   #work #istandard #akaiproâ\\x80¦ ',\n",
       " 'wedding number 10! ð\\x9f\\x98\\x9cð\\x9f\\x98\\x9cð\\x9f\\x92\\x96ð\\x9f\\x92\\x96ð\\x9f\\x92\\x90ð\\x9f\\x8d¾ð\\x9f\\x8d¾  #wedding #weddingpay     #love #forever #weddingdressâ\\x80¦ ',\n",
       " \"we're looking forward to attending the  cipd ireland conference &amp; workshop   #cpd #onemoreday @user  @user\",\n",
       " 'finally reached 200 followers on #twitch. follower hypu #stream tomorrow! â\\x9d¤  ',\n",
       " \"words r free, it's how u use em that can cost you! #verbal #abuse   #hu #love  #adult #teen @user \",\n",
       " 'after what our country went through this last year to see people bring a \"bomb\" to the stadium &amp; come here for everything but football  ',\n",
       " 'i am thankful for cats. #thankful #positive      ',\n",
       " 'time to eat with my bae swalscha ð\\x9f\\x98\\x8dâ\\x9c¨ð\\x9f\\x98\\x8b #dejeuner #lunch   #happiness #love #amoureuxâ\\x80¦ ',\n",
       " 'ilovethesecret  #lawofattraction  #quiz #love #happiness #motivation #success   #joy #lifeâ\\x80¦ ',\n",
       " 'you might be a libtard if... #libtard  #sjw #liberal #politics ',\n",
       " \"it's about to go down... #pole #bgp #rozthediva #blackgirlspole #bodyandpole #live #love  â\\x80¦ \",\n",
       " '#argentina2015   attack bull game 3d: do you really think that his head was empty around the city. each side ',\n",
       " 'what a self-serving hypocrite! always keep your eye on the bouncing ball with this nimrod president.   ',\n",
       " '#nohcarolina   bull up: you will dominate your bull and you will direct it whatever you want it to do. whe ',\n",
       " '#building   polar bear climb racing: angry polar bear climb racing, the polar bear living in cold places loo ',\n",
       " '@user @user if they want reelection money. #ksleg  ',\n",
       " 'my hea is with #orlando right now. i truly cannot imagine. could have easily happened anywhere. :(  ',\n",
       " 'alreemgroup #aly_alshahawy #ad #cute #summer #photographerdubai #sun   #hair #mydubaiâ\\x80¦ ',\n",
       " 'it seems like the only place with action here is montreal :(   ',\n",
       " ' @user that, and you are old and washed up! ',\n",
       " 'i am spirited. #i_am #positive #affirmation     ',\n",
       " 'i am thankful for enteainment. #thankful #positive     ',\n",
       " '@user @user @user this shows truly how bad brisbane are  ',\n",
       " \"@user can't wait for #wimbledon2016  \",\n",
       " 'happy man!!!  #success #model #entrepreneur  #speaker #ff #fresh #confident    #fashionâ\\x80¦ ',\n",
       " '#gala moments ...   #day #kid #bipolar #frikiegirl2016 @ the lucky chinatown mall, binondo,â\\x80¦ ',\n",
       " \"this really takes the piss. i'm so angry. just goes to show who is valued and who isn't. you complete and utter moron.  \",\n",
       " '@user take out the #trash america...  - i voted against #hate - i voted against  - i voted against  - i votâ\\x80¦ ',\n",
       " 'fathers day to all the #amazing #dads out there that give up so much for their families! #enjoy your... ',\n",
       " 'does #magnettherapy really work?   #altwaystoheal #healing #healthy   !! ',\n",
       " 'sebbo has said it all!  @user ',\n",
       " 'ð\\x9f\\x98\\x81ð\\x9f\\x98\\x81ð\\x9f\\x98\\x81â\\x9d¤ï¸\\x8f egã\\x80\\x9cï¼\\x9fï¼\\x9fï¼\\x9f smile!!!!!â\\x9d¤ï¸\\x8fð\\x9f\\x97£ð\\x9f¤\\x98ð\\x9f\\x8f½ ã\\x83» #smile#egsmile #torio  ',\n",
       " '@user brilliant service at your kettering branch today   customer',\n",
       " '@user will be here for a screening. i will miss it. so i will sing all the songs from potp and shock treatment, because i can.  ',\n",
       " 'on the way toraya #bus #alamindah #white #music #carrieunderwood   ',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " 'good day - 6 new beers at bridpo food &amp; beer fest. back at the campsite drunk the @user starstruck &amp; moved on to @user #5.  ',\n",
       " 'g o a l s ð\\x9f\\x92\\x99 repost from @user #propey #ocean #summer   #life #family @ sydneyâ\\x80¦ ',\n",
       " \"i want to teach you love like you've never felt it before.  #quote #quotes #love #pakistan #allin216 #girls #boys #fashion   #feelings\",\n",
       " 'i am thankful for now. #thankful #positive     ',\n",
       " \"omg just 100 days left!! #countdown   #nolefam @user can't wait for him to come to milan! #22092016 ð\\x9f\\x98\\x8dð\\x9f\\x94\\x9c \",\n",
       " '@user stone roses done. now time for @user in a d club.   days',\n",
       " '\"there\\'s a reason why two people stay together, they give each other something nobody else can.\" hopelly greats day ',\n",
       " 'you never know who might have a crush on you! #wakow #buzz   #moment #ride #love #crush #dating #hookup #app ',\n",
       " 'my friend just got engaged  ð\\x9f\\x91©â\\x80\\x8dâ\\x9d¤ï¸\\x8fâ\\x80\\x8dð\\x9f\\x92\\x8bâ\\x80\\x8dð\\x9f\\x91©',\n",
       " '298 days lef b4 end of classez yay    #risay18 #risaypls',\n",
       " '#thursday ð\\x9f\\x98\\x8a may we watch how we say what needs to be be saidâ\\x80¦ ',\n",
       " 'i am legendary. #i_am #positive #affirmation     ',\n",
       " \"to the united states of america, from the rest of the world: i think you've proven you don't have the right to own firearms.    \",\n",
       " \"if you hold open a door for a woman because she's a woman and not because it's a nice thing to do, that's . don't even try to deny it\",\n",
       " 'when your having a good weekend and it shows :) #thankful #blessed   // #jeffreycwilliams ð\\x9f\\x92\\x8eâ\\x80¦ ',\n",
       " 'when you have a good hea and help everyone you always seem to be the one who gets hu   #buttrue',\n",
       " 'the happiest baby ive ever knownð\\x9f\\x92\\x93 #cute #smiles   #babygirl #beautiful #niece #blessed #xo ',\n",
       " 'are you ready for #t.b.c ? #oneteamlincoln are... ð\\x9f\\x98\\x8d  @user @user @user @user ',\n",
       " \"can't wait for carowinds! ready to see @user  and @user  time to #rockthepark    #timetogetmyjesuson\",\n",
       " 'already bought my finding dory ticket  ',\n",
       " 'for every minute you are   you lose sixty seconds of #happiness - and you should do the same ð\\x9f\\x98ª',\n",
       " '#sanjapan   #animeconvention see you guys in september! ',\n",
       " 'question of the day: excited for motoâ\\x80\\x99sâ\\x80¦  #tech #announcements   #moto_s #question ',\n",
       " 'make today count! #mondaymotivation #livelifetothefullest   #healthy #everydaycounts ',\n",
       " 'happy morning 8degree with anna #classmate #friends   @ 92â\\x80¦ ',\n",
       " '@user would u be able to suppo our event #brentwood #homesta they lost funding and may have to close   ',\n",
       " 'we are happy little peoples ð\\x9f\\x98\\x8a   happyhappy people #kitten #cat #blackkittenâ\\x80¦ ',\n",
       " '@user @user @user thank you very much for this oppounity will cherish it forever   ð\\x9f\\x87¿ð\\x9f\\x87¦ð\\x9f\\x8d» ð\\x9f\\x8f\\x89ð\\x9f\\x92ªð\\x9f\\x8f»ð\\x9f\\x91\\x8dð\\x9f\\x8f¼',\n",
       " 'ð\\x9f\\x93· themeowood:   puppy ',\n",
       " 'few more days till who is  ? ð\\x9f\\x98\\x8d ',\n",
       " '\"happy\" by pharrell williams    #pharrellwilliams lyrics â\\x86º',\n",
       " '@user happy at w.ork conference: right mindset leads to culture-of-development organizations    #workâ\\x80¦',\n",
       " 'we lost another member of our family yesterday:-( #gutted   #rosie ',\n",
       " 'yayyy.... trailer 2morrow #fever super   @user @user @user',\n",
       " 'watch fancy tails\\'s vine \"mad #mad   #teeth #bite #pissed #dog   #biting #dogbite #dogtreat  ',\n",
       " '#dreamcatcher   bull up: you will dominate your bull and you will direct it whatever you want it to do. when ',\n",
       " \"i'm so ready for tomorrow ð\\x9f\\x91\\x93ð\\x9f\\x93\\x9að\\x9f\\x93\\x9að\\x9f\\x93\\x9að\\x9f\\x93\\x96ð\\x9f\\x93\\x91#englishteacher #teacher #ecuador   \",\n",
       " 'in memory of my wonderful dad, always missed, eternally loved. #strong   #greatquotesâ\\x80¦ ',\n",
       " ' @user @user on dallas shooting \"the video you\\'re about to see is disturbing, so viewer discretion\" then they play it in a loop oveâ\\x80¦',\n",
       " \"#itako#alone#it's fine.  a little. \",\n",
       " 'sunshine &amp; stickers kind of saturday ð\\x9f\\x91¸ð\\x9f\\x8f½  #letthembelittle #childhoodunplugged   ',\n",
       " 'had a wonderful day today â\\x98\\x80ï¸\\x8f #calm #sunny   #chubbygirl #glasses #finnishgirl #finn ',\n",
       " 'buka bersama tma family...   #yuhuuuuu #tmaâ\\x80¦ (w/ risha, meylucky, &amp; 3 others at mayfair townhouse) [pic] â\\x80\\x94 ',\n",
       " 'he loves you more than you know.ð\\x9f\\x98\\x8að\\x9f\\x92\\x96 #nationalbestfriendsday #true  ',\n",
       " '@user this man ran for governor of ny, the state with the biggest african-american population    #â\\x80¦',\n",
       " '#stereotyping #prejudice  offer no #hope or solutions but create the same old repetitive #hate #conflictâ\\x80¦ ',\n",
       " 'who can get the pussy quicker these days   ð\\x9f\\x98\\x94',\n",
       " \"i'll probably be 30 by the time @user comes back home   #ugh\",\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " '@user anyone playing voez? kinda in love with this game ð\\x9f\\x98\\x98ð\\x9f\\x98\\x98ð\\x9f\\x98\\x98 #game   #gaming #girlgamer #voez ',\n",
       " 'how many#pols passed by how many times and said nothing?   #bluelivesmatter #draintheswamp  #ferguson  ',\n",
       " 'sequoia is   about the #weekend! ',\n",
       " 'some bitches care more about their eyebrows then how much $$$ they makin at the end of the week  ',\n",
       " 'bham is pride paradeready#beyou# #ofbham   @user @user @user ',\n",
       " '#fathersday to all the guys who play dad out there we #love you ð\\x9f\\x92\\x95 ',\n",
       " '#æ\\x9c´å®\\x9då\\x89\\x910616ç\\x94\\x9fæ\\x97¥å¿«ä¹\\x90  bihday to my bogummy!!!love you forever!hope you happy everyday!good night!ð\\x9f\\x92\\x95@user ',\n",
       " 'wishing all our clients had baby goats to cuddle!   ',\n",
       " '#positivevibes #fresh love you guys. get some!!! @ concord mills mall ',\n",
       " \"the #conjuring2 get ready to be scared! tonight it's on! #readyornot #truestory   \",\n",
       " 'â\\x80\\x9ctoday is the day to make the change. eliminate negativity and choose to live a positive lifestyle instead.â\\x80\\x9d   ',\n",
       " '@user aaahh! nabilah looks so   ð\\x9f\\x98\\x8d   arigatou jkt48! have a very happy daaay â\\x98ºï¸\\x8f #iwearbanana  ',\n",
       " 'last day at work tomorrow for me- self employed from monday #scared   #redditchbizhour',\n",
       " '@user im half boy half man.... so im dumb too??   ð\\x9f\\x98¢ð\\x9f\\x98\\x82',\n",
       " 'my happy little boy! #smiles   #corbinrayp ',\n",
       " \"never been more appropriate: i have zero idea of what i'm feeling right now #scared   #missyou #whatwasthat \",\n",
       " '@user have a magnificent monday! #mondaymorning #mondaymotivation #monday   #indraloka ',\n",
       " 'i just dont understand y these designers print animals on fabric, just bought @user muzlin 5b #sanasafinaz   #noexchangepolicy',\n",
       " 'maybe 4 happy hour you can get a \"  #ending\" ó¾®\\x97ó¾\\x8cµó¾\\xad» ',\n",
       " '#littlebear and her friend #joy   #toddlerfriends #puresweetness #latergram #toddlerfun ',\n",
       " \"if you have never lost a loved one to senseless violence you don't get a fucking opinion on the 2nd amendment   \",\n",
       " 'where is the world heading? you could lose your life just for leaving your home. #orlando  ',\n",
       " 'i heard him say that, he was trying to lock the shooter in,  but kept other patrons from getting out!    ',\n",
       " 'good mood flight with @user off to munich for @user interviews!   #pharrell ',\n",
       " 'first presentation by @user in the netherlands by @user   ',\n",
       " 'u made us proud i hv been reading ur words &amp;  assured it will b a assoment of petite emotions wish u the best. ',\n",
       " 'happiness vs joy. happiness is temporary and leaves u hu. joy last forever and never leaves. #real #tru   ',\n",
       " 'twinklatinboys - na: #slut #snapshot #hot #nasty #naughty #sexy #horny #shy #porn #nude   #kinky #xxx #y... ',\n",
       " '@user it is not   people who are thankful. it is thankful people who are happy.  #thankfulthursday ',\n",
       " 'i am creative. #i_am #positive #affirmation     ',\n",
       " 'i have held back tears. i have cried happy tears &amp; finally we leave a week tomorrow!!! @user @user #canadianravers  ',\n",
       " 'bihday pressie from my mummy and my granny #michaelkors #luckygirl   #bihday #liverpool ',\n",
       " '@user stuck in athens instead of santorini because @user said it was to windy to land! shocking service on every level since!â\\x80¦',\n",
       " '@user these happy folks had the very first #freakshake at the launch. #freaks   #yum #dalston @user ',\n",
       " 'what a \"huge\" crowd for trump. ',\n",
       " 'i am thankful for saturdays. #thankful #positive     ',\n",
       " 'good god, why?!   ð\\x9f\\x98³ ',\n",
       " '@user enjoying these delicious melons! #vegan #organic #fresh #fruit #organic #healthy #healthyliving   #life ',\n",
       " \"first months, then weeks, now it's only days till the beginning of the end of @user i am both   and #sad at the same time.ð\\x9f\\x98\\x80ð\\x9f\\x98¢\",\n",
       " \"it's a firework!! weeheeeee~ ð\\x9f\\x8e\\x87ð\\x9f\\x8e\\x87ð\\x9f\\x8e\\x87ð\\x9f\\x92\\x83ð\\x9f\\x8f»ð\\x9f\\x92\\x83ð\\x9f\\x8f»ð\\x9f\\x92\\x83ð\\x9f\\x8f»ð\\x9f\\x98\\x81ð\\x9f\\x98\\x81ð\\x9f\\x98\\x81  â\\x80¦ \",\n",
       " '#blackpool   attack bull game 3d: do you really think that his head was empty around the city. each side is ',\n",
       " '#fathersday to all our the amazing fathers out there today. ',\n",
       " 'i just want to be  . is that too much to ask for? ð\\x9f\\x99\\x84',\n",
       " '@user ready and waiting! #newblood16   ',\n",
       " \"i'm sad. my aunt passed away. she was 96.   #funeral\",\n",
       " '7 horribly  ads from #2016 that made us cringe ',\n",
       " \"wouldn't mind robson-kanu at s6. decent player. available on a free transfer too  \",\n",
       " \"@user come on @user ...you can do better than this. please put yourself in @user 's shoes. unnecessary stress hâ\\x80¦\",\n",
       " \"stalk me. watch me. i'm just a peon. poor. disabled. kill me.this #usa is not the usa i used 2b proud of &amp; the universe doesn't care.  .\",\n",
       " \"#stephcurry's outburst begs the question: can christians get  ? #nbafinals \",\n",
       " \"i'm so   and #grateful now that - #affirmations \",\n",
       " '8 more weeks to go then im san antonio bound to see @user  i cant wait to see my little brother! #missyou   #mybrotherskeeper',\n",
       " 'listen up &gt;&gt;&gt;&gt;&gt;&gt;&gt; ',\n",
       " '@user \"the dying of the light\"  village green/townÂ²  #antisemitism #hocoschools #columbiamd #hocomd',\n",
       " 'hahaha.. this is me last #friday   &amp; #weird ',\n",
       " 'hey, i noticed that u are a training lover, so i ask u to check my free app, it\\'s known as \"my training\" on apple ',\n",
       " 'sexy as fuck #directioner   #niall #nialhoranfacts #niallerwins #hot #justindrewbieber #justindb #believetou... ',\n",
       " ' @user   #father\\'sday! say \"i love you\" to your dad right now! #sanya #whererefreshingbegins ',\n",
       " 'guess who back, back again! #lifeaftersurgery ð\\x9f\\x91\\x8fð\\x9f\\x8f¼#dog #dogslife #labrador #labradorretriever #lifeofsam   ',\n",
       " 'hey superspoilt, you may want to check  for latest updates on #glastofest ð\\x9f\\x94¥_ ',\n",
       " '@user @user @user @user @user    bihday sid... god bless you.. hav a successful career',\n",
       " \"nba finals = ambivalent , love steph and thompson, kyrie stinking it up, green is an class a doosh, lebron won't talk to guillermo  \",\n",
       " \"check out my production team's web-series episode that was edited by yours truly.   #mep #webseries \",\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " \"@user you never answered me about your statement on the #nazi's over #hatred,  &amp; #bigotry being found wâ\\x80¦ \",\n",
       " '#juneteenth #independenceday #food4thought #rich #ancestral #heritage @ independence hall ',\n",
       " '#river   gorilla simulator: you need to do to adapt to the environment. the need to tear the city. material ',\n",
       " \"watching the @user leadership embrace &amp; kiss donald's ass is #pathetic &amp;  . this is now the @user pay. a pay of racism &amp; hate. #ripgop\",\n",
       " 'i love how i am so mature for my ageð\\x9f\\x98\\x87  ð\\x9f¤\\x91ð\\x9f\\x98\\x85',\n",
       " \"aww yeah it's all good bing bong bing bong   \",\n",
       " \"@user it's such a good feeling when this happens. #smile   #instalike #instamood #instapic \",\n",
       " 'check it  #graffiti  #dublin #ireland #music #vimeo #movie #video #europe #people #flow #fun   #rafalwojcicki',\n",
       " '#oitnbseason4 in 2 days!!! aaahhhhh  ',\n",
       " \"@user it's @user #iampossible today! #extraordinaryladyspeaks #starawards   @user @user htâ\\x80¦\",\n",
       " 'sun is out! happy thursday! â\\x98\\x80ï¸\\x8fð\\x9f\\x8c»â\\x98\\x80ï¸\\x8fð\\x9f\\x8c»â\\x98\\x80ï¸\\x8f #breakfast in the #sun   #day #sunnyday #sun #blueâ\\x80¦ ',\n",
       " 'packing sneak-peek!   to be working with the #yellowjackets of the #neshl for 2016! @user #bhl #hockey ',\n",
       " 'tony sunday! #tonyawards  ',\n",
       " \"happy father's day 2016 to my dad and all of the dad's out there!!  #fathers#day  #2016 \",\n",
       " \"@user theverdict is in; i'm an idiot #country #rock #bluegrass #beatles #love #pop   #romance  \",\n",
       " ' â\\x86\\x9d #projects of the week, june 13, 2016   #blog #silver #gold #forex',\n",
       " '@user #300dayshappy @user #dayseventyseven #day77  #happiness #love#lifequotes #lifeâ\\x80¦ ',\n",
       " 'my little brother has a higher tolerance of alcohol than me!   lol',\n",
       " 'wishing this guy a   #bihday !!  blaze says @user is the spitting image of aâ\\x80¦ ',\n",
       " 'i am thankful for hiking trails. #thankful #positive     ',\n",
       " \"all pay meeting to tackle a movie which uncovers a problem we don't want the world to know.  \",\n",
       " '@user chill relaxing piano music to keep your pet #quiet and   during #july4th #fireworks  â\\x80¦ ',\n",
       " 'you might be a libtard if... #libtard  #sjw #liberal #politics ',\n",
       " \"@user nothing says 'merica, like that @user tweet.   \",\n",
       " 'always be   #paratyphoid ',\n",
       " ' @user \"today i lost a #thevoice sister senselessly - we sing for love not death people.\" #stopthehate #ripchristina   ',\n",
       " 'some guys too concerned about their twitter \"brand\" to be honest with their followers.  ',\n",
       " \"i hate like 90% of my family.... i was really born into a big ass toxic bomb! mother fuckers don't give a fuck about me cuz i got money  \",\n",
       " 'get #up get   get  #enjoy #music #today #free #apps #free #music ',\n",
       " 'best #lawofattraction #resources for #healing!    #altwaystoheal #healthy is  ! #idwp ! ',\n",
       " 'trump ny co-chair makes racist remarks about michelle obama  #p2 #p21 #fyi  #tcot',\n",
       " 'are you a @user fan? this should make you      ',\n",
       " '#music as #therapy as a tool for #healing!   #altwaystoheal #healthy is  !! ',\n",
       " 'how can food make a family fight mxm  ',\n",
       " 'delicious sangria#salud#cheers #smile @ the pub pembroke ',\n",
       " 'have a fabulous weekend beautiful souls #nofilter   ð\\x9f\\x98\\x98 ',\n",
       " \"when i'm feeling #overwhelmed and   i look down and see a million reasons to be #happy again. i love you craig!! \",\n",
       " 'back to the day job for shane lowry!   ',\n",
       " 'hour right now! 2-4-1 bottles &amp; drinks from 4-7pm @user 42 w. chippewa st. #buffalo ',\n",
       " 'anas + nimra + farishta + mawia + khushal  960 + 952 + 503 + 484 + 435 = 3334   the number of marks obtained is too damn high   :p',\n",
       " 'my monday is so empty without the bachelorette ð\\x9f\\x98©ð\\x9f\\x8c¹ð\\x9f\\x8d· #thebachelorette   #empty #nowine',\n",
       " \" suppoing family, god, chivalry, tradition, and pride in one's heritage is now controversial.  \",\n",
       " '@user the pic says otherwise for young girls confined in that kitchen. you are void of meaning, beyond cheap publicity #topoli ',\n",
       " '#good night!  ??  #faith ever #vaitacacommafiasdv',\n",
       " 'do what you love to do simply for the love of it. #love #success   #work #businessâ\\x80¦ ',\n",
       " 'lunchtime with mom. #torrington #lunch #afterschool #instadaily #yummy   #withmom @user ',\n",
       " \"@user my sister ain't even know i was watching her argue with the nigga ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82 was waiting for him too say the wrong shit  \",\n",
       " 'ride out, ride back ...done! #cycling #sunset   #ride #bikes #fitness #cardio #deseâ\\x80¦ ',\n",
       " 'well i was gonna go see adtr with bae...  ',\n",
       " '@user #tagsforlikes #me #food#friends#summer#swag#quotes #love#god#girl   #weekend #polaroid #followme #teen #win#job ',\n",
       " '#payintheusa   polar bear climb racing: angry polar bear climb racing, the polar bear living in cold place ',\n",
       " '11:11   healthy fam',\n",
       " 'dream palace, can we move in already? #stellar   #girls #dreamy #goodmorning daysâ\\x80¦ ',\n",
       " 'im waiting for a follow since the x factor   ',\n",
       " \"@user but it's your fault you have to use it to pointscore. \",\n",
       " \"@user this week staed off kinda lame but it's getting better! #yay   #wednesdaywisdom\",\n",
       " \"@user #forever @user   young man he luks too hot wen he is in temper i'll b alwys ur fan till my lst breathâ\\x98º hâ\\x80¦\",\n",
       " \"don't worry #bee   \",\n",
       " 'double tap and follow me #beautiful #smooth #lifestyle #skin #instasize  #f4f #fashion  â\\x80¦ ',\n",
       " '#lawofattraction for #healing #loa   be #healthy   #well #idwp ! ',\n",
       " ' â\\x86\\x9d #oil turns flat to $50.40, eyeing eia inventory data for fuher direction   #blog #silver #gold #forex',\n",
       " \"training in new employee's is fun. #newblood  \",\n",
       " '#first #bihday to our #puppy #eloise #sweetbabins #dog #growingup #cute #bihdaygirl @user ',\n",
       " ' @user   - 5,000 pigs burn alive in saskatchewan barn fire (video) ',\n",
       " \"@user you'll never convince me that americans have the right to bear these.   #prayfororlando #guncontrol \",\n",
       " 'with my beautiful ladies!!! is a blessing to know them !!ó¾\\x8c¬ó¾\\x8c¬. #smile   #lovethemâ\\x80¦  ',\n",
       " 'today baba siddique ifftar pay at mumbai. @user &amp; @user dono ayenge.   to see both again',\n",
       " 'hands | #ombre #blue ',\n",
       " \" @user i can't wait to go see warcraft, ugh ð\\x9f\\x98\\xadð\\x9f\\x98\\xadð\\x9f\\x98\\xad   #warcraft\",\n",
       " 'cousins reunited...  #family#fun@user wellness ',\n",
       " \"at @user for 'an audience with duane henry ' ....should be very insightful  \",\n",
       " \"my train hasn't moved so i'm binge tweeting  \",\n",
       " 'have my lover stop being angry at me visit us..&gt;&gt;&gt;  #lover   #friend #astrologer #love ',\n",
       " \"@user when you're blocked by a  troll because you promise to  #blacklivesmatter &amp; let his nonsensical rants boosâ\\x80¦ \",\n",
       " \"father's day to all the dads here and the one's that are in heaven \",\n",
       " '#sdl326am @user   june 16 @user',\n",
       " 'how creepy awesome are these baboons climbing the fire escape like humans on @user   #summev #zoo ',\n",
       " 'use the power of your mind to #heal your body!    #altwaystoheal #healthy is  !! ',\n",
       " \"dude i'm a tiger! #roar #tiger #annaswelshzoo   #bihdaycelebrations \",\n",
       " \"@user we don't #laugh because we're happy... we're   because we laugh. - william james.  #xtra\",\n",
       " 'have a happy sunday everyone! i think today is going to be a good day :) #positivevibes   #sunshine #sunday ',\n",
       " \"can we talk about the ways in which organizations dehumanize us? and how they're never held accountable?  \",\n",
       " 'stuck in the rat race? find your freedom.   #masterkeyexperience ',\n",
       " \"i have to study...   #face #pizza (i stole my roommate's idea for taking this pic) \",\n",
       " 'dinner with sister!! ð\\x9f\\x98\\x8aâ\\x9d¤ï¸\\x8fð\\x9f\\x91¯ð\\x9f\\x8e\\x89    #sisteradventures #sister #ilovemysisterâ\\x80¦ ',\n",
       " 'who else is planning on watching @user tomorrow? ð\\x9f\\x98\\x8d   ð\\x9f\\x98\\x83',\n",
       " \"#usn rifle day 'snowed out', so ar-15 is closest to m-16 i ever got. @user @user @user   #navy\",\n",
       " 'euro 2016: bbc pundits make their predictions for france  #euros sta today -    ',\n",
       " '@user because i am happy! ð\\x9f\\x98\\x8eð\\x9f\\x98\\x8e #happiness #minions   ',\n",
       " 'no elder scrolls for many years?!! wah wah    #bethesda #e3 #e32016',\n",
       " '@user poor #tiggy ð\\x9f\\x98¢ and a little bit cheeky #jax &amp;   ð\\x9f\\x98\\x88 #soa #throwbackthursday @user @user @user ',\n",
       " 'cannot wait for #eurogamer this year! #pumped   #eurogamer2016',\n",
       " 'very   to work with russell.beckwith soon #staytuned ð\\x9f\\x93¸: my friend lyle!! #tapfoags ..â\\x80¦ ',\n",
       " 'why the nazis studied american race laws for inspiration â\\x80\\x93  #ushistory  #eugenics',\n",
       " 'sharing ice cream #sun #love #outdoors #picnic #summer #family #daughter #father #desse #icecream   ',\n",
       " 'nothing like a river island sale shopping spree to cheer you up #retailtherapy #riverisland #shoppingqueen #alwayscheersyouup   ð\\x9f\\x91¸ð\\x9f\\x8f¼',\n",
       " \"cleaning ze house and zoing ziy laundry. ã\\x83\\x84 i'm finally free from fever and colds. â\\x88©__â\\x88©i'm happy! #cleaning #laundryday  \",\n",
       " '2 new listings are up!   #ebay     #woohoo #sell #selling #buy #shop #shopping ',\n",
       " 'i am thankful for my challenges. #thankful #positive     ',\n",
       " 'chilled night in with ice cream&amp; grown up2! #chilled  ',\n",
       " '@user #biherism absolutely originated in hateful  #bigotry #altright hatred of our african american #potus #theresistance',\n",
       " '@user * sweets ð\\x9f\\x8d°ð\\x9f\\x8d©ð\\x9f\\x8d¬ð\\x9f\\x8d\\xadð\\x9f\\x8d«â\\x9c¨!!!!!! * #instagood #ì\\x95\\x84ì\\x9d´ë\\x8f\\x8c #å\\x81¶å\\x83\\x8f #idola #idol #à¹\\x84à¸\\xadà¸\\x94à¸\\xadà¸¥ #followme #selfie   #ã\\x81©ã\\x82\\x8bã\\x81\\x88ã\\x82\\x8câ\\x80¦ ',\n",
       " 'all these tragedies in america first with the killing of #christinagrimmie and now #orlando #america is not a safe place to be today!  ',\n",
       " 'â\\x86\\x9d #brexit angst a factor helping drive down interest rates in germany and japan - bbh   #blog #silver #gold #â\\x80¦',\n",
       " 'fab &amp; interesting day at #eacbpm. now dash to a quiet place to dial into iiba emea region meeting #busy   :)',\n",
       " \"kayak, sup, snorkel, swim...whatever your pleasure, we'll put it together!  #alohabeachbus   #hawaii #explore \",\n",
       " 'u can hold a man down for years ...and watch him change on u over some hear say..    no loyalty.. no... ',\n",
       " \"we'll back going to tacloban now! see ya later!ó¾\\x8cµâ\\x9d¤   #great â\\x80\\x94 traveling to tacloban city from catbalogan \",\n",
       " \"@user how do you feel about that? you haven't won any olympics medal  \",\n",
       " 'angry birds il film download ita â\\x80\\x93 720p hdtc (2016)    #birds #download #film #il #ita',\n",
       " '#sunday to you all ð\\x9f\\x98\\x98 #photo by @user  #model #urbex #topless #tits #mono #retweet # #sexy #heels #ace ',\n",
       " 'fo woh officer in viral arrest video was â\\x80\\x98rude not racistâ\\x80\\x99: chief  #crime #officerâ\\x80¦ ',\n",
       " '@user @user @user @user   saturday  friends',\n",
       " 'yayyyy my friend got married today ð\\x9f\\x91°ð\\x9f\\x91°ð\\x9f\\x91°ð\\x9f\\x91«ð\\x9f\\x91« congratulations guys. â\\x9d¤ï¸\\x8fâ\\x9d¤ï¸\\x8f  #shegotmarried  â\\x80¦ ',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " 'if lewis remains perfect, the rangers announcers are gonna stroke out.  ',\n",
       " 'chris is so   to be back to #soccer after missing most of #spring #season with a brokenâ\\x80¦ ',\n",
       " 'train tickets booked for my opera week in wales  ',\n",
       " \"it's a beautiful day..... #sun   #fun #beachpark @ beach park \",\n",
       " 'the big screen is being fitted right now   #euros2016 ',\n",
       " 'not all love stories are happy ending.  #anime #love #story #not   #ending #like4likeâ\\x80¦ ',\n",
       " '#poet   bull up: you will dominate your bull and you will direct it whatever you want it to do. when you sta ',\n",
       " 'i am tranquil. #i_am #positive #affirmation     ',\n",
       " '@user is that the name of any upcoming new track? ð\\x9f\\x98\\x81ð\\x9f\\x98\\x81   #2pm #kpop',\n",
       " 'best #essentialoils for #anxiety !!     #healthy   #peace !!  #altwaystoheal !! ',\n",
       " \"@user @user @user  wow some people's children have nothing better to do then insult people on twitter .  .\",\n",
       " 'thinking maybe i should have bought @user instead of @user   #gettingold #becomingboring #notborderlands #goblizzard',\n",
       " 'the fact that @user album is an hour away from dripping has me losing my mind..   #fatkidinacandystore',\n",
       " 'ryderrideu - see you c2c and cum together: #snapshot #young #shy #kinky #wet #porn #hot   #xxx #horny #s... ',\n",
       " 'ð\\x9f\\x8c¸ð\\x9f\\x8c»ð\\x9f\\x8c¼ð\\x9f\\x8d\\x83ð\\x9f\\x8cº snapchat: gaby_china20  #love #girl #snapchat   #flowers #instasmile #instaloveâ\\x80¦ ',\n",
       " 'i am brilliant. #i_am #positive #affirmation     ',\n",
       " '@user true :/ niggas dont go looking for apaments they go look at shoes and jewelry  ',\n",
       " 'safe ways to heal your #acne!!    #altwaystoheal #healthy   #healing!! ',\n",
       " '#msgapparelstoday  @user  u r so special 4 us   father day',\n",
       " 'camping next weekend.   #lovecamping  #brownwood',\n",
       " \"i'm so   and #grateful now that - #affirmations \",\n",
       " 'my #forever bestie ð\\x9f\\x92\\x8b #karaoke #friends #friendship #love #nofilter #instacool #instagood  â\\x80¦ ',\n",
       " '@user absolutely love this place. fantastic welcome from carlos, receptionist. 5th time here. room request granted as usual. #318  ',\n",
       " 'headed to #thealter with my peculiar family!   ',\n",
       " 'â\\x86\\x9d #us retail sales control group likely rose 0.2% m/m in may â\\x80\\x93 danske bank   #blog #silver #gold #forex',\n",
       " 'happy fathers day. you are love of my life &amp;the best father in the world. â\\x9d¤ï¸\\x8fð\\x9f\\x98\\x98 @user #fathersday #love   ',\n",
       " 'coolestlifehack: worlds smallest snake    #motivation',\n",
       " \"this is a shockingly   and increasingly #violent #world we live in and the #uk has gun control laws. i feel for the mp's family &amp; friends\",\n",
       " '? #funny ? or simply so #truestory :) ',\n",
       " 'happy bihday to me!... brithday day holidays  #monday #menmodelsâ\\x80¦ ',\n",
       " 'i am saddened that no-one has thought to groom her for the position before asking her opinion on such an issue.   ',\n",
       " \"ukrainians athletes are not in grosseto for @user ... watching livestream without seeing them it's not the same...  \",\n",
       " 'new season of oitnb stas tonight ð\\x9f\\x99\\x8cð\\x9f\\x8f¼   #oitnbseason4 ð\\x9f\\x98¬ð\\x9f\\x98¬',\n",
       " '@user excited to be on the other side of the cuain for once tonight. looking forward to seeing @user on broadwayâ\\x80¦',\n",
       " 'when quay collab with @user says sold out!!!ð\\x9f\\x98©ð\\x9f\\x98«ð\\x9f\\x98©ð\\x9f\\x98«ð\\x9f\\x98©ð\\x9f\\x98«ð\\x9f\\x98©ð\\x9f\\x98«ð\\x9f\\x98©ð\\x9f\\x98«ð\\x9f\\x98©ð\\x9f\\x98«ð\\x9f\\x98©   #noooo #whyyyy #loveyoudesi # ',\n",
       " \"i'm   to finally get my #jordans and i get #paid to #wear them too! #lowtopsâ\\x80¦ \",\n",
       " 'i am impressive. #i_am #positive #affirmation     ',\n",
       " \"father's day to all the fathers out there out there making it happen ...... #salute to y'all ..\",\n",
       " 'our view from the 27th floor! :) #nyc #newyorkcity #myview   girl #wine #fridaynightâ\\x80¦ ',\n",
       " \"discussing republicans is the same thing as critiquing . we can't ignore the consequences.\",\n",
       " 'got school tomorrow my last integration  ',\n",
       " 'amen!! truth. always. &lt;3 &lt;3  #love     #blessed ',\n",
       " \"@user and the stamford kid got 6 months for rape.but that wasn't boredom...it was 20 minutes of action.   .\",\n",
       " 'lets colorized your life w/ rainbow #danian #love #colour #rainbow   @ depok ',\n",
       " '#aiel #aielmaharashtra rude customer care executive makes me want to switch my loyalty to another provider.   #irritated',\n",
       " 'hi teddy corpuz... #rocksteddy #band #enjoy #idol   #omg ð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x84ð\\x9f\\x98\\x84ð\\x9f\\x98\\x84ð\\x9f\\x98\\x84ð\\x9f\\x98\\x84 ',\n",
       " \"@user wow, what a great daughter you are! to send that to your father right before father's day. #cheapshot #lowblow   #shame\",\n",
       " '6 reasons to be happyâ\\x80¦when your kid is mid-tantrum    #parenting #tantrum #toddler #calm #mindfulness   #strong',\n",
       " 'i am truthful. #i_am #positive #affirmation     ',\n",
       " 'yup #siri on #macos #wwdc2016 - :) woot! next did they work on her listening skills?  ',\n",
       " '#diy done! #dresser #nicknacks #newelectricscrewdriver   @ brockely london ',\n",
       " 'are you #black &amp; feel like the  are stomping on you? â\\x80¦  #retweet #tampa #miamiâ\\x80¦ ',\n",
       " ' @user @user thats the problem, only one police officer. you need more, with bigger guns and perhaps one tank with soldiersâ\\x80¦',\n",
       " \"father's day to all friends#\",\n",
       " \"if you're not   with your #choices this fall, you can #always write a candidate in.. â\\x80¦  \",\n",
       " '@user  #ë\\x8b¤ì\\x9d´ì\\x95\\x84_ê·¸ê¸¸ì\\x97\\x90ì\\x84\\x9c_ì\\x8a¤í\\x8a¸ë¦¬ë°\\x8d #ê·¸ê¸¸ì\\x97\\x90ì\\x84\\x9c #ì\\x97°ì\\x8aµì\\x83\\x9d   ending ',\n",
       " \"get to know the team behind the #app that's keeping our tummies   in our #june #issue @user #bazaarmagâ\\x80¦ \",\n",
       " 'actually going fishing today somewhere nice â\\x98ºï¸\\x8fð\\x9f\\x98\\x8d.  ',\n",
       " 'how cute, they both look like dolls. ',\n",
       " '@user i did and im  ',\n",
       " 'love this vacation ð\\x9f\\x98\\x8a   #enjoy #greece #crete #sabinedrift #chillinn #blondegirl #bluedressâ\\x80¦ ',\n",
       " '@user unreal 3 advisors refuse to take my payment!?? and say wait for pcn is this customer service when ur site wasnt working??  ',\n",
       " \"@user i'm #gameready for forza horizon on the pc! what a time we live in...  \",\n",
       " '@user life better in tahiti #summer #life #no_school #tahiti   #like',\n",
       " 'i know their males but i thought they had a vagina like in video games xd #stupidthoughts #quote   #lmao',\n",
       " 'pa of the pack was taken and brainwashed by cheetahs   #downasquadmember #treeouts',\n",
       " 'â\\x86\\x9d #japan domestic corporate goods price index (yoy) in line with expectations (-4.2%) in may   #blog #silver â\\x80¦',\n",
       " 'remember the day when people on #bbuk went on to become reality tv stars, no it seems reality tv stars become big brother contestants.  ',\n",
       " '@user #allahsoil the more familiar we become the more difficult it is to stereotype. . â\\x80¦ â\\x80¦â\\x80¦ ',\n",
       " ' @user #good #morning ! if you want to live a   life, tie it to a goal, not to people or things. ',\n",
       " '@user friday &lt;3 #fridayfeeling   #relax @user  #bristol ',\n",
       " 'days porn movie pussy pay pics  ',\n",
       " 'it looked easy till my turn  #rap #hiphop #rock #funny #comedy #pop   #kanyewest ',\n",
       " 'banner #merry #christmas and   #new #year  #freepik #ad #decoration newyear',\n",
       " '@user @user yay! thanks for letting me know. my pa will be a very happy man! :-)  ',\n",
       " 'in my exam room ð\\x9f\\x98\\xadð\\x9f\\x98\\xadð\\x9f\\x98\\xad #testing #tired #annoyed #why  ',\n",
       " 'best homeopathic remedies for #anxiety  -    #altwaystoheal   #healing #peace !! ',\n",
       " 'rest in peace christina.     ',\n",
       " 'those bamas you fool around with might be raising your child. ppl dont think that far in advance. they just see \"fun\" or whatever  ',\n",
       " 'anti racist is a codeword for antiwhite   asia for the asians  africa for the africans  white countries for everyonâ\\x80¦ ',\n",
       " '.@user on #periscope: my first god baby graduated from high school!!! #collegebound   ',\n",
       " 'nearly there folks   #nervous #curious just finalised my stuff with a few pointers from grainne #bringiton ',\n",
       " 'fellowship. ð\\x9f\\x98\\x8a #lifegroup  ',\n",
       " \"i just caught myself eating chocolate sliced bread beside the ref realizing i still didn't eat my dinner.  \",\n",
       " '@user you #praised #cleveland police during #rnc the police are under a consent decree! 75% are #white  #tamirrice #rip',\n",
       " 'best #lawofattraction #resources for #healing!    #altwaystoheal #healthy is  ! #idwp ! ',\n",
       " 'everything you need for #surfday.  #fathersday to all the #dads out there from #novyspos.#novytowel#surfgear ',\n",
       " '@user 100% agree  ',\n",
       " \"@user our next show is monday at the fiddler's elbow in camden. it's looking like it's going to be a huge night!   htâ\\x80¦\",\n",
       " \"@user no swimming signs everywhere. parent's weren't watching a 2 year old.  \",\n",
       " 'mitchellrattle mitchell goodson ',\n",
       " \"@user getting ready for saturday's jeep run with nbjc!    3 days until #showyourjeepday  #jeepmafia #jeeplife #jeep httâ\\x80¦\",\n",
       " '@user attempt at czech fury, only for croatia to score their second.   ',\n",
       " 'the latest dairy k.s!  thanks to @user @user @user #ä½\\x90é\\x87\\x8eå\\x85\\x83æ\\x98¥  ',\n",
       " '@user yep - grateful for everyday :)))) #gratitude  #laurasworld   ',\n",
       " \"i've had the ebook for awhile but it's so nice to have the hard copy!!!   \",\n",
       " 'nba finals. game 7. what more could a basketball fan ask for?!   #nbafinals',\n",
       " \"@user that doesn't prevent you from being a  and a #bigot\",\n",
       " \"dear #uot, despite our attempts to #savecharity, i regret to announce that we've lost her!   #tragic #rip angelic friend. we will miss u!\",\n",
       " '#space place  color #blue #fabricsourcing  or #finished #pillow #cushions  use usâ\\x80¦ ',\n",
       " 'perfect moment of the day!!!   ',\n",
       " 'waited for @user for an hour to come out just for an autograph, finally walk away...he comes out. of course! disappointing!  ',\n",
       " '#fathersday!  gift your #dad a secured #financial #future! #save #insure #invest!   ',\n",
       " 'girls in the world sexy mature housewife ',\n",
       " \"time to get happy! it's saturday ð\\x9f\\x92\\x98    #saturday #weekend \",\n",
       " 'to my 3 awesome dads.. my almighty father (my lord) my darling dad (rip, sweethea) my husband (my babies daddy/1st son)   #fathersday',\n",
       " 'owens football tornament #football  ',\n",
       " \"come on #ee piss poor reception today Â£20 a month and struggle to get a signal in #buxton put more masts up or i'm switching   #grumpy\",\n",
       " 'excited na me ð\\x9f\\x98\\x8dð\\x9f\\x98\\x8d ',\n",
       " ' @user let #troopingthecolour begin, we are very  .  bihdayyourmajesty #thequeenat90  htâ\\x80¦',\n",
       " '#work #fusiona wolves in last stage #development   #chase @user @user now ',\n",
       " \"@user i don't like the #blacklivesmatter slogan.  talk about being .\",\n",
       " 'r.i.p little bear bear... #hamster #rip #imissyou   ',\n",
       " 'give me a hug #love my cats  moment ð\\x9f\\x98\\x8d ',\n",
       " 'your lips like fire, my blood like gasoline ð\\x9f\\x94¥ð\\x9f\\x92\\x98  #love #boyfriend #smile   ',\n",
       " \"here. we. go. let's do this people! #icrs2016  \",\n",
       " \"life isn't a race: allow yourself to be   in the present  @user #fun\",\n",
       " 'dental  testimonials from our #lichfield clients -    ',\n",
       " 'thank youð\\x9f\\x99\\x8fsoo muchð\\x9f\\x98\\x98 pretty @user i feel soo blessed &amp; lucky!!plz do keep showering ur lyks on með\\x9f\\x98\\x9d#surprised   #2likes #unexpected',\n",
       " \"@user @user @user nice 2c susanna smiling 2day,who needs false promises of flying dragons when she's got ben  \",\n",
       " '@user 1d not back yet  ',\n",
       " \"i got the call yesterday.  mom was diagnosed with stage 3 ovarian cancer.  i'm terrified, she's terrified.  just don't know what to do.  \",\n",
       " '@user #feminismiscancer #feminismisterrorism #feminismmuktbharat why  #malevote is ignored  @user',\n",
       " '@user @user @user is on the other side of history and our allies on this issue.  #embarrassing  ',\n",
       " \"fox new just coming out and saying it bluntly. one of the most  things i've read. \",\n",
       " 'good morning all !  #internationaldayofyoga2016 #yogalove #yoga   #relax #healthy #positiveâ\\x80¦ ',\n",
       " '@user monkeys are also declared as vermin. no protest from bajrang dal?   @user @user',\n",
       " '@user new plants from @user are here and ready for the garden at gardening know how!    ',\n",
       " '@user coldplay last night with my fave ð\\x9f\\x91«ð\\x9f\\x92\\x83ð\\x9f\\x8f»ð\\x9f\\x92\\x95 #coldplay #conce #hampden #fave #couple #cute  â\\x80¦ ',\n",
       " 'use the power of your mind to #heal your body!! -     #altwaystoheal #healthy   #peace! ',\n",
       " \"#flagday!   here's mine in this gorgeous #texas sky!  #householdname #takingoverâ\\x80¦ \",\n",
       " \"aww yeah it's all good bing bong bing bong   \",\n",
       " '@user yes lets do this,suppoing a openly ,#prowar #anti #islamic,#homophobic,#rapist,who advocates more of same,#hypocrite',\n",
       " ' , #cat, #furry, #persiancat | #4798 | pixion - wallpapers, images, a ',\n",
       " 'good moooooorning #tgif ð\\x9f\\x92\\x8b  #kiss #kisses #friday #fridayfun   ',\n",
       " '@user enjoy everything already given to you rather than always needing more. #blessed   #thankful ',\n",
       " '#euro2016 match schedule design - france vs romania  ! ð\\x9f\\x98\\x83  all feedback is appreciated! ',\n",
       " 'for fathers day too should take your dad to @user for the 2 for $20 he will love it   ',\n",
       " 'berlin before and after.  thank you so much @user - that was incredible. #theriveourberlin #theboss   ',\n",
       " 'why listen incubus never hus! ð\\x9f\\x98\\x9cð\\x9f\\x99\\x8c #nowplaying #sick   #little #world - nissan #live #set de @user â\\x99« ',\n",
       " '@user anderson cooper &amp; don lemon will not like gays being thrown off buildings by sharia. #2ndamendment  ',\n",
       " 'bei is   on a field for dog-walking.  #dogs ',\n",
       " 'who would steal awork from @user #boohiss  ',\n",
       " 'competing for a listing today!   #whenrealtorscompeteyouwin #callme #gotheextramileâ\\x80¦ ',\n",
       " '@user great park but a totally disorganised one!!! #poaventura #whatajoke  ',\n",
       " \"i've got news for you, bernie wasn't winning dc even if the vote was held last month. #dcvotes \",\n",
       " ' â\\x86\\x9d #eur/usd printing new monthly tops above 1.1400, draghi eyed   #blog #silver #gold #forex',\n",
       " \"our two presidential candidates, everybody. this is what we've devolved into. #elections2016 #america   #smh #usa \",\n",
       " 'poor pup. #animals #puppy #vine #magic   #subscribe #youtube (vine by @user ',\n",
       " 'rare pic of superstar @user with @user    bihday sivakoratala  :) ',\n",
       " '@user and @user how is it 2016 and i am moving just outside of downtown gr mi and neither of you offer better than 6 mbps.  ',\n",
       " '@user wishing all the dadâ\\x80\\x99s a happy fatherâ\\x80\\x99s day! #dads #fathersday #2016 #intellicred   ',\n",
       " \"met this girl 5 yrs ago online b-ng gay friend. y does she look like this when she didn't b4?  @user \",\n",
       " 'that face says it all!  #pwcproud  ',\n",
       " '| b u s y |    #love #instagood @user #tbt #cute #me #beautiful #followme  â\\x80¦ ',\n",
       " 'enjoy this weekend with your family at your home. happy weekend my dear friends :)   #weekend #family #home... ',\n",
       " 'another senseless tragedy.    #tragic #pulse #orlandostaystrong #thoughtsandprayersâ\\x80¦ ',\n",
       " '@user loving #yrkkh frm the bottom of my hea frm the day it stared.. &amp; what do v get in return.. #uglyspat @user @user',\n",
       " 'captain felix at rutland water. the little boat behind is about to go on a very grand adventure....  ',\n",
       " 'binge watching series 1 of #thekilling so as to completely avoid football.  ',\n",
       " 'to quote jeremy corbyn: \"here we, here we, here we fucking go!\"   ',\n",
       " 'happyð\\x9f\\x92\\x99 #travel#time #instamood  #moments #love#mylife #russian#girl #model #4likeâ\\x80¦ ',\n",
       " 'porn vids wwwsmallgirlsexcom',\n",
       " '@user #tuesday #jackie #quote #taketime to do what makes your #soul   #enjoylife #smile #believe #dream #havefun ',\n",
       " 'home sweet home is what i call #edinburgh since moving there years ago! #scotland #homesweethome   #family  ',\n",
       " 'play england vs russia in marseille at 21:00??? what did they expect? high risk game and plenty of time to drink...  ',\n",
       " \"aww yeah it's all good bing bong bing bong   \",\n",
       " 'i am thankful for sweater weather. #thankful #positive     ',\n",
       " 'haunting atmospherics #studiotime   ',\n",
       " '@user @user become a fan does not give the right to criticize the personal life of an idol.  ',\n",
       " 'the latest obsidian radio daily!  thanks to @user @user @user  #latesnews',\n",
       " 'mind-blown; learning so much in this google forms workshop.   @user #cfisdrrr',\n",
       " '@user so sexy #prettypussy #sexybbw #realmvp ',\n",
       " ' @user back to @user after a v traumatic few months. damage not as bad as thought, proof the plan works! onwards &amp; upwards ð\\x9f\\x98\\x8a #excitâ\\x80¦',\n",
       " 'you might be a libtard if... #libtard  #sjw #liberal #politics ',\n",
       " 'just more overwhelming evidence that the company #trump keeps echoes his sentiments &amp; ideals #dumptrump ',\n",
       " \" @user most of y'all females beefed out over these community dick ass niggas ,   ð\\x9f\\x92¯ð\\x9f\\x98\\xad\",\n",
       " \"people be like you already forgot so and so.... nah it's not that it's just new names are made a hashtag on a weekly basis  \",\n",
       " 'how to be   ?!.i have the answer ð\\x9f\\x98\\x8að\\x9f\\x98\\x81',\n",
       " 'cherry color is symbol of warm and positive energy necklace price: 200 aed #stones #gift #amazing #beautiful   ',\n",
       " \"i can't wait for the 2016/17 season to begin!   #lfc #ynwa #englishpremierleague \",\n",
       " \"@user happy father's day to all dads except #rogergoodell! #fathersday   #goodellsucksâ\\x80¦ \",\n",
       " ' â\\x86\\x9d #orb independent brexit poll shows leave vote ahead, gbp/usd slumps   #blog #silver #gold #forex',\n",
       " '@user @user @user 25mm + 16mm = no washout no flooding good take and all set for another days golf   ',\n",
       " \"@user ya ever since zayne left they've never been the same  \",\n",
       " \"happy father's day â\\x80¼ï¸\\x8fâ\\x9d¤ï¸\\x8f  #loveyou #fathersday   #sunday #father #daddy dayâ\\x80¦ \",\n",
       " 'big shock on monday-needed to find new home. yeah! found my dream cottage on tuesday  ',\n",
       " 'save thousands $$ free search x logins x brokers    #actor #seeklearning   #stafresh ',\n",
       " 'actually ordered a kylie lip kit  ',\n",
       " 'i hope the family made arrangements to make sure that #bastard @user  canâ\\x80\\x99t get access.      ',\n",
       " 'ð\\x9f\\x98\\x94   #socialmedia us firm to build 6 nuclear reactors in india  ',\n",
       " '#smaphone   bull up: you will dominate your bull and you will direct it whatever you want it to do. when y ',\n",
       " '#lifeisbeautiful #loveit #workhard #trainhard no matter where you go!   #blessed #fitlifeâ\\x80¦ ',\n",
       " 'oscar tabarez talks luis suarezâ\\x80\\x99s angry reactionâ\\x80¦  #spos   #during #luis #oscar ',\n",
       " 'now playing on #njoyhit40 #1hitmusicstation us uk eur @user   join us on  #nice #nyc @user',\n",
       " \"@user only 2 weeks to go and i'm a #personaltrainer full time   i will have new slots available from 30 june - pls spread tâ\\x80¦\",\n",
       " \"a mother can take care of ten children's but sometime ten children cant take care of their mother ,,,    \",\n",
       " 'i am thankful for good nightsâ\\x80\\x99 sleep. #thankful #positive     ',\n",
       " 'now playing  :  the bride - \"  nocturne\" on    #melancholy   #melancholymusic',\n",
       " '#tvk3fathersday   fathers day to all tatay daddy enjoy wathing tha voice kids',\n",
       " 'i am thankful for my friends. #thankful #positive     ',\n",
       " 'i am thankful for mason jars. #thankful #positive     ',\n",
       " '\"nigger?\" #lifelessons of a white kid who grew up in the 60\\'s. #blogpost  #whitepeople #respectâ\\x80¦ ',\n",
       " '@user @user @user congrats!   for @user',\n",
       " 'via jts88: @user ó¾\\x8c§ #love #sinkthepink #music #instagay #celebspot  ... ',\n",
       " '@user ready for @user at #ccmf2016 !!   #mychurch #frontrow #upshow ',\n",
       " 'how utterly  :  people with incurable #stupidity in #africa albino killings in malawi spark education campaign ',\n",
       " ' â\\x86\\x9d #gold off highs, back around $1,260   #blog #silver #gold #forex',\n",
       " 'shocking events in orlando - now will the usa review their gun laws or do more innocents have to die first? #horrific #unforgiveable   :(',\n",
       " 'i am knowledgeable. #i_am #positive #affirmation     ',\n",
       " 'with le sister! #instatraveling #instamoment #igdaily #instagramhub #instagood #instalike   ',\n",
       " '..feeling so #lonely..and  ..',\n",
       " '#girliguessimwithher tag is the saddest representation of how people feel they are now forced to vote for \"her\"   ',\n",
       " 'the h factor! does your #mobile app make the user  ? want more factors? click to download aricent #whitepaper ',\n",
       " '@user meanwhile google violates free-speech at will  ',\n",
       " 'happy at work conference: right /mindset leads to culture-of-development organizations    #work #mindset',\n",
       " \"@user #rochester   attack bull chase: when you leave the lot despite the fact that you're a strong source of f \",\n",
       " \"i'm in the @user competition!!! ð\\x9f\\x8e\\x89ð\\x9f\\x8eµð\\x9f\\x8e\\x89ð\\x9f\\x8e¤ð\\x9f\\x99\\x8cð\\x9f\\x8f¾â\\x9c\\x8cð\\x9f\\x8f¾ï¸\\x8f  \",\n",
       " '#tattoosleeves   gorilla simulator: you need to do to adapt to the environment. the need to tear the city. m ',\n",
       " 'ima go cry for a few hours brb  ',\n",
       " 'i #tell my sorrow to the #river so that the river taught me how to flow without the #complain -sepatu dahlan-   #philosophy #proverb',\n",
       " 'i am thankful for memories. #thankful #positive     ',\n",
       " '@user you surely are a nasty piece of work! lmao.  ',\n",
       " 'today is a perfect day to be  ! #happiness #lifecoach #reinventimpossible ',\n",
       " 'after sex over 40 sex nake women  ',\n",
       " 'i am thankful for cocktails. #thankful #positive     ',\n",
       " 'dont wait #outside #thepeel 4 #work #homophobic #taxi #driver #guys #kiss there #gay #melbourne #13cabs     ',\n",
       " \"@user guess no one wanted to let the residents of spring street know they wouldn't be able to leave for a few hours today.  \",\n",
       " 'great morning deborahð\\x9f\\x8c»ð\\x9f\\x8c».@user #smiles and #kindness ð\\x9f\\x92\\x96  day!ð\\x9f\\x98\\x80ð\\x9f\\x91\\x8b',\n",
       " '_  #windows10 split screen #browser! #customcasetab     #noedit  712',\n",
       " \"@user people use tragedy like this to fuel their hate agenda towards entire groups of people and that's the opposite of helpfulâ\\x80¦\",\n",
       " 'taeyeon unnie is on fire! ð\\x9f\\x92\\x93 btw i really hope that her album cover is not yellow lol   #why ',\n",
       " 'john mica...how the hell are people like you elected @user @user #totalpolitician #outoftouch #disgraceful  ð\\x9f\\x98\\x93',\n",
       " 'nothing makes dad happier than a tasty meal!   #fathersday ',\n",
       " 'the   #truth about #suicide rates in young #blackboys ',\n",
       " 'happy sunday #homesweethome #amazing #love #istanbul #girl #beautiful   #instalike #meâ\\x80¦ ',\n",
       " 'oh she blocked me.   at least i have love island to look forward to on sunday :)',\n",
       " 'now playing  :  suzanne ciani - \" 4 o\\'clock in the morning\" on     music song ',\n",
       " 'swing ð\\x9f\\x98\\x8aâ\\x9d¤ï¸\\x8fð\\x9f\\x91¶ #swing #mybabygirl #baby #littlegirl #park #love #cute   ',\n",
       " 'help! bubble attack! #winter #bathtime   #cozy ',\n",
       " 'i am moving. #i_am #positive #affirmation     ',\n",
       " 'the thing is, no matter how many laws and regulations there are with guns, people will still find a way to get their hands on them.  ',\n",
       " '@user   #sunflowers - #nature #garden #photograpy quality prints &amp; cards at: ',\n",
       " '@user didnt stay for long had an emergency at home  my daughter was not well soo i had to rush home and i missed ur set  ',\n",
       " '@user great insights on trusted professions in emea at #growth #hacking #conference at #growthwithhubspot.  ',\n",
       " 'carolyn cooper | ugly, poor, ignorant and black!  ',\n",
       " 'franklin is a   #dog in the #sunshine #dogsoftwitter ',\n",
       " 'perfect day= buy real furniture, hiking, @user for dinner, @user for desse!ð\\x9f\\x8e\\x89ð\\x9f\\x98\\x8að\\x9f\\x91\\x8d #sleepnumber #bonustolongrest #dnd  ',\n",
       " 'happy face lovely smile @user #satisfying #hair #workit #smile   #faceâ\\x80¦ ',\n",
       " 'ð\\x9f\\x92\\x97ð\\x9f\\x92\\x97ð\\x9f\\x92\\x97 love you. ð\\x9f\\x92\\x97ð\\x9f\\x92\\x97ð\\x9f\\x92\\x97 . #sunday #weekend #selfie #longhair #girl #selfporait   #loveâ\\x80¦ ',\n",
       " '#nature_perfection   bull hill climb: you have to reach the target to complete the task to survive. with str ',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " 'orlando gay men angry they can&amp;#039;t donate blood after massacre -    ',\n",
       " ' @user  golinglobal \" golinuntern: fresh air, trail running, and a   soul. keeping the #golinuntern life balanceâ\\x80¦ ',\n",
       " ' @user @user monroe&amp;nick best friends, &amp; rosalee&amp;addie and now kelly&amp;babymonrosale #grimm   families #nadalind',\n",
       " '@user or lying hillary would call it a \"security inquiry\" liberals are like minded if one eats shit then all of them eat shit.  ',\n",
       " 'you know what i find incredibly #disrespectful!?  taking a personal call during a meeting.    #frustrated ð\\x9f\\x98\\xa0 ',\n",
       " \"date night #friday #pub   #ilovehim #instagay #beer @ billy's on burnet \",\n",
       " \"i wish @user would make their phones so the damn screens don't shatter they cost an arm and a leg and still gotta pay to fix em  \",\n",
       " 'this is so hea wrenching! what would be the state of the mother, when she knows her son is about to die :(    ',\n",
       " '@user how times fly! less than a week to go until the brilliant @user leads our summer conference   ',\n",
       " 'fruit time   #fruit #desse #instamoment #photooftheday #yvr #sweet #vancitybuzzâ\\x80¦ ',\n",
       " 'so sad ones  &gt;&gt;&gt; ',\n",
       " 'sirf ashiq log follow karen #iqbal #galib #wasi #faraz #mohsin ki full   poetry + #no add + follow @user',\n",
       " '@user 28 minutes to go #armaanamaalontkss @user @user @user  ',\n",
       " 'thank god for the #royals of 2015 because without it kansas city is right down there with #cleveland  #disgraced  ',\n",
       " 'will get to see my favorite person tmrrw    ',\n",
       " '#latina   buffalo simulation: buffalo for you to take in the vicinity of their homes to do. in this way, you ',\n",
       " 'what a world we live in.. #orlando  ',\n",
       " '@user now the vacation has begun...   #triathlete #triathlon #coach #vacation #fearless #rulâ\\x80¦  httâ\\x80¦',\n",
       " '@user a bit of heabreak too! #reflective  ',\n",
       " '@user peaceful way to sta the morning before the daily chaos beginsð\\x9f\\x98\\x8a #gratitude   ',\n",
       " 'hardcore girls videos   birday sex xxx   ',\n",
       " '#takalot book order arrives in time for a long weekend away in the bush.   #bengreenfield ',\n",
       " '#saysomething   bull up: you will dominate your bull and you will direct it whatever you want it to do. when ',\n",
       " \"steph. san kana?? your 3's are badly needed. please ð\\x9f\\x99\\x8fð\\x9f\\x99\\x8fð\\x9f\\x99\\x8f \",\n",
       " '@user another hands &amp; feet complete!! berachah you are the best !!  &amp;tired ',\n",
       " '@user on my way over ctf to have a book talk with the inmates paicipating in the @user book club program #slugg  ',\n",
       " 'ready for thisâ\\x9d\\x93 #awesome #beat #cool #dj #dance #edm #house #goodmusic   #madnessâ\\x80¦ ',\n",
       " 'â\\x86\\x9d #jpy: negative external environment remains suppoive â\\x80\\x93 mufg   #blog #silver #gold #forex',\n",
       " '$24.99-mkf collection jasmine and moira crossbody bags    wednesday',\n",
       " \"currently out to eat at #steakandshake and i've been here for 20 minutes and not gotten the shake i ordered #not  .\",\n",
       " 'gray is a very sad color it makes me feel   #grayneedstogo',\n",
       " 'difficult roads often lead to beautiful destinations. anon #leadership #inspiration  #quote #inspirational  ',\n",
       " ' â\\x86\\x9d #usd long positions added, eur shos increased - anz   #blog #silver #gold #forex',\n",
       " \"it's #r1rockalldayer on @user for me it's @user day!   #noise\",\n",
       " '@user no, he was definitely a  mexican. #fakenewsale',\n",
       " '@user when is the new album being released about @user and your break up?   #loveherbreakups #hotgoss',\n",
       " 'standing up to racism and hate by americad not curse out congress and all haters  who are deplorable  #hateâ\\x80¦ ',\n",
       " 'you are my â\\x98\\x80#sunshine, my only â\\x98\\x80#sunshine. you make me ð\\x9f\\x92\\x9e  when skies are â\\x98\\x81gray. ',\n",
       " 'something i wanted to say, something that makes me happy . #gaming #gamer #xboxone #playstation @user #e32016   ',\n",
       " \"the football is actually the only thing on at mo that's watchable!! #bringbackgladiators!\",\n",
       " 'happy hump day ð\\x9f\\x91\\x8cð\\x9f\\x8e\\x8að\\x9f\\x8e\\x89 #humpday   #life #lifestyle #wednesday #midweek #snapchat #walrus #funnyâ\\x80¦ ',\n",
       " 'let me just say .. i love being me  ',\n",
       " \"don't worry, be happy  via @user #archiveday #weekendblogshare #happiness   #quotes #tshis\",\n",
       " 'because great things never came from comfo zones... #goodtogreat #inspireme #love   ',\n",
       " 'happy puppy ð\\x9f\\x90¶ð\\x9f\\x92\\x95 #london   #puppy #thursdaymotivation ',\n",
       " \"i don't know where you're going but do you have a room for one more troubled soul? #a #drawing #blackandwhite   \",\n",
       " 'we recommend these dark &amp;   #romances:  | #horror #moviegenres #ambiance',\n",
       " '@user #trump used #hate,  and #putin to win the white house #trump presses attack on khan family and g.o.p. leaders ',\n",
       " \"one of my bucket list items ticked tonight i finally saw ice cube live tonight ð\\x9f\\x98\\x81  ! #wildlifefestival  'today was a good day' ð\\x9f\\x98\\x9d\",\n",
       " 'my friends magical potion... #ewabeach #magicalhappydrinks   @ ewa beach house ',\n",
       " 'everytime i wear soccer shis joie fries me and says i look mexican as fuck ð\\x9f\\x98\\x92 ',\n",
       " \"it's been a weird few months but finally feeling more positive about life lately   #pleasedontchange ð\\x9f\\x98\\x81\",\n",
       " 'checked in #holiday     #croatia #13daystogo',\n",
       " '@user   night a sweet dreams..',\n",
       " 'nyc in seven days ð\\x9f\\x97½ #newyork #newyorkcity #travel #bigapple   ',\n",
       " 'life is what you make it. letâ\\x80\\x99s make it  ! #motivation ',\n",
       " '#fashionblog   rooster simulation: i want to climb the vast expanse of mountains. it reached the leakage coc ',\n",
       " 'in the best mood ever!!!   #becauseofhim #inlove ',\n",
       " \"be happy don't worry! ð\\x9f\\x98\\x89   #smile #love #iminlove #iam #im #in #nice #day \",\n",
       " '@user #monaco#resto#chezedgard#grandprixf1# #essais#sun#lewissuppo#ð\\x9f\\x8f\\x8eð\\x9f\\x8f\\x8e# @user #amour #love   â\\x9d¤ï¸\\x8f ',\n",
       " \"just bought: 'launch: using design thinking...by @user &amp; @user via @user -   #toread #letsmake \",\n",
       " '#sukhbir #badal announces more office-bearers of   #eastcoast zone #canada  ',\n",
       " 'so mad that i chose dj snake over zedd at edc  ',\n",
       " 'mango wood lett... gbp 19.99 get here:  #shop #cool   #home #fun ',\n",
       " 'the danger of white liberalism to oveurning  (applies to liberal men and feminism too)  ',\n",
       " '@user @user @user truly truly pathetic in so many ways @user @user @user nothing learned from the coverinâ\\x80¦',\n",
       " 'monday mornings working by the lake #scottieandrussell #work #love   #picofthedayâ\\x80¦ ',\n",
       " \"i'm loving this rain! hope it hangs around a while ð\\x9f\\x98\\x8a #rain #water #tbt #me #weather #bribieisland   \",\n",
       " '@user you have chosen the wrong horse and unless you change your mind soon, it will be the end of your political career.  ',\n",
       " '@user weddings are impoant because they celebrate life and possibility. â\\x80\\x94anne hathaway #wedding   #love ',\n",
       " '#icymi: shooting at orlando nightclub kills about 20, police say  #debeloping   #guns ',\n",
       " '@user @user snatched some of these this past week!   #schoolsupplies',\n",
       " 'great aicle. right on the money! #starspangledbanner #slavery #apaheid  #usa ',\n",
       " 'babies was born. welcome to new world cats! #babiescat #cat #newborn #congratulations  â\\x80¦ ',\n",
       " \"ð\\x9f\\x91\\x89ð\\x9f\\x8f»#pretending#to#be #when #you're#in#pain#is#just#an#example #of#how#strong#you#are#as#a #personð\\x9f\\x91\\x88ð\\x9f\\x8f» ð\\x9f\\x98\\x8að\\x9f\\x92ªð\\x9f\\x8f»ð\\x9f\\x92ªð\\x9f\\x8f»ð\\x9f\\x92ªð\\x9f\\x8f» #nightyð\\x9f\\x98´\",\n",
       " '@user @user @user @user @user   evening my dear cutysð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x9að\\x9f\\x98\\x9að\\x9f\\x98\\x9að\\x9f\\x98\\x9að\\x9f\\x98\\x9að\\x9f\\x98\\x9að\\x9f\\x98\\x9að\\x9f\\x98\\x9að\\x9f\\x92\\x9fð\\x9f\\x92\\x9fð\\x9f\\x92\\x9fð\\x9f\\x92\\x9fð\\x9f\\x92\\x9fð\\x9f\\x91\\x8dð\\x9f\\x91\\x8dð\\x9f\\x91\\x8dð\\x9f\\x91\\x8d ',\n",
       " '@user @user its all about me mentality of our culture   #mentalhealth',\n",
       " '@user wishing all of us a very   #weekend ð\\x9f\\x98\\x98ð\\x9f\\x92\\x95 ',\n",
       " 'i am thankful for freezers. #thankful #positive     ',\n",
       " ' @user ready for &lt;a&gt; full day of &lt;html&gt;, from @user to @user   #cssday',\n",
       " 'bihday cake i made for my mom!   #bihday #mom #fondant #pumpkin #chocolate #delicious #beautiful #amazing ',\n",
       " '@user thank you!! the power of #social #media!   @user #aande ',\n",
       " '@user this made me smileâ\\x98ºï¸\\x8fð\\x9f\\x99\\x86 #bigbang   #babies   cto ',\n",
       " 'sending good vibes your way! happy friday! #tgifriday #goodvibesonly #becauseimhappy   #smilemore ',\n",
       " \"#letsgo #agents #tooeasy 10 more days till #dlc i know i'm   . #gamingforeveryone \",\n",
       " 'holy city#tissues !',\n",
       " '@user how old is your mom  bihday ð\\x9f\\x98\\x83',\n",
       " '@user what did you decide?   #fowoh #goldenretriever #lcck9comfodog #workingdog ',\n",
       " '@user gets him angry.  a muslim assassinating 50 not so much.    ',\n",
       " 'ð\\x9f\\x92«we out hereeeee ð\\x9f\\x94¥ð\\x9f\\x8e\\x89ð\\x9f\\x92\\x83ð\\x9f\\x8f»ð\\x9f\\x8e¶ @user ericprydz #edc #music #musiclife #edm #dance   #girlsâ\\x80¦ ',\n",
       " '#funny thing about #humankind... we watch the #news, feel   #bad etc then back to \"open for business as usual! not #good re the #future!',\n",
       " \"@user and you keep telling that only aryans are allowed to rape women! you're just a  troll! #eod @user @user\",\n",
       " \"@user speechless when it comes to all the shootings recently. i guess people have nothing to lose and don't have any respectâ\\x80¦\",\n",
       " ' @user as forecasted, the beautiful waves of raalhugandu has disappeared due to construction of the bridge.&amp; theres no hope of it comâ\\x80¦',\n",
       " '@user any minute #trump will condemn the  #vile #bigoted comments of #his #surrogate #carlpaladino #endhateâ\\x80¦ ',\n",
       " \"#wishing all wonderful #dads a   #father's #day..let's #rock today at red rascalsâ\\x80¦ \",\n",
       " '@user #allahsoil vps got multi-million dollar bonuses while average americans lost their homes.  â\\x80¦â\\x80¦ ',\n",
       " 'i love #abrahamhicks and #lawofattraction !!   #healthy #healing   #joytrain !!    ',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " 'signed up for my first bikram yoga classâ\\x98ºï¸\\x8f  ',\n",
       " 'think   thoughts and they will shine from your face like sun beams. quote #smile ',\n",
       " 'if you want creative workers, give them enough time to play.   #success #quote  ',\n",
       " 'my hea prayers are with the orlando victims, their families and the lgbt community.  ',\n",
       " '25 jan. interested in how #discrimination and  has affected the criminal justice system? ',\n",
       " 'friends forever ð\\x9f\\x92\\x97ð\\x9f\\x92\\x97 #friends#sweden#reunion #grateful#love @ egna hem ',\n",
       " 'keep up the opposition to  @user #endthenation',\n",
       " 'ð\\x9f\\x8d\\x95ð\\x9f\\x8d\\x95ð\\x9f\\x8d\\x95 love pizzaâ\\x9d¤ï¸\\x8f #pizzaslice#pizzaslice2#aoyama#pizza#yummy#delicias #goodtimeswithgoâ\\x80¦  ',\n",
       " 'my two loves #beer #craftbeee #dog #malinoislovers #malinois #passion   #friend ',\n",
       " 'i am abundant. #i_am #positive #affirmation     ',\n",
       " ' fathersday  #fatherÃ¢Â\\x80Â\\x99s #day, #dad #| #skinny #and #single buy things about \"hâ\\x80¦  ',\n",
       " '@user rickity..rick.. rickity...rick.. as the same ole broken down wagon is  looking to find the next mateen to jump on board.  ',\n",
       " 'love this city, great day in #cleveland! #home   #calm â\\x9d¤ï¸\\x8f ',\n",
       " 'i guess @user is talking about progress in the advancement of , #misogyny, #homophobia, #bigotry',\n",
       " 'teen girl killed, 3 others injured in downtown oakland shooting. #guns #mentalillness #gangs ð\\x9f\\x87¨ð\\x9f\\x87¦ð\\x9f\\x87¨ð\\x9f\\x87¦ð\\x9f\\x87¨ð\\x9f\\x87¦ is   #orlando ',\n",
       " '\"to everyone going through any struggle or pain right now, keep your head up, and keep on smiling, you\\'ll get through it.\" i hope so  ',\n",
       " 'good evening my darling instagram babies.   #blessed #lipstick #makeup #fun #grateful #share ',\n",
       " '@user jake is right, 2 many ppl lack the will power to take a stand &amp; drown the small minded &amp; oft evil tendencies of past ',\n",
       " 'i really hate hipocrit politicians which is just about all on all sides... we deserve better as citizens. ..  ',\n",
       " ' @user .@user @user where is environmental wellbeing?  the \"plan\" is only about sites - nothng todo  with wâ\\x80¦',\n",
       " 'bihday sway  bihday sway bihdayé\\x87\\x8eæ\\x9b¿æ\\x84\\x81å¹³  bihdayé\\x87\\x8eæ\\x9b¿æ\\x84\\x81å¹³ ',\n",
       " '  #saturday #morning, now go back to sleep. #thetrust #comusic #indie â\\x99«  faded away -  johnmaun. listen @user ',\n",
       " 'i was founate to have this man in my life every single day.   #father #day to all. ',\n",
       " \"@user @user gutted didn't know that you were here tonight i would have been there #good luck  \",\n",
       " 'beginning to think @user is a tom brady hater, the way he goes on about the man!  ',\n",
       " 'the attack in #orlando has caused a lot of pain to many people. #vengeance is not an option. we are all very  , lets comfo each other',\n",
       " 'cuteness overloaded ð\\x9f\\x92\\x9c let your life fills with love and sweetness ð\\x9f\\x98\\x8dð\\x9f\\x98\\x98 #live_long   married life ',\n",
       " 'heading to #graduation @user   #mechtechplumbing #futureplumber #proudmama ð\\x9f\\x98\\x82 ',\n",
       " '@user .@user is it possible for you to speak in any topic without bringing race into it, you bigot? @user  â\\x80¦',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " 'ours, too. so much terribly   news over the weekend! #orlando #christinagrimmie #prayers  ',\n",
       " 'do more of what makes you  .  #innovative_nous',\n",
       " '[1465876849.66] update @  #social #analytics #instalike #tbt #yoga   #summer #fun ',\n",
       " '#rushlimbaugh does his incredibly  obama impression.  via @user',\n",
       " '@user @user we, the people, are failing our fellow citizens.       ',\n",
       " 'staing to pack for my move! ð\\x9f\\x99\\x8cð\\x9f\\x8f½ð\\x9f\\x8f¡ð\\x9f\\x98\\x84   #newflat',\n",
       " 'he is my first love. i may not be his, but he makes me feel like i am. #love #cheese #shotermlongdistance  ',\n",
       " \"@user just youtu bed them two and they don't get on now   #friendship\",\n",
       " 'if you want to be  , be kind to the #poor; it is a #sin to despise anyone.  #jesus #faith #believe #wisdom',\n",
       " \"have a nice life. i'm done trying to be in it.   #lovequotes\",\n",
       " 'the latest positivementalattitude!  thanks to @user @user @user #positive  ',\n",
       " 'you want to spark a serious debate about gun violence release the photos of the bodies inside the club. #orlandoshooting #gunviolence  ',\n",
       " 'just arrived in blagoevgrad fo #zaz conce feeling   under the #umbrelas ',\n",
       " '.@user a number of our leaders are coming  ',\n",
       " 'so   to see @user at #tcashowroom yesterday ð\\x9f\\x98\\x99ð\\x9f\\x91\\x8c ',\n",
       " \"@user isn't mean to me so that means he doesn't like me ð\\x9f\\x98\\x95  \",\n",
       " 'great way to spend a saturday ð\\x9f\\x98\\x8e #relaxation #positivevibes #california   #cakesbytheocean ',\n",
       " 'â\\x86\\x9d #eur/usd could test 1.16 near-term â\\x80\\x93 westpac   #blog #silver #gold #forex',\n",
       " \"he has no money. campaign asking for $100k donations by midnight to fight hrc's ad buy.   #brokedonald #lyindon \",\n",
       " 'today calls for champagne ð\\x9f\\x8d¾ð\\x9f\\x8d¾ð\\x9f\\x8d¾ #friday #fridayfeeling #friyay #goodweek   #clients #hairâ\\x80¦ ',\n",
       " '@user @user @user rightly so! gop hates trump more than obama  ',\n",
       " '@user @user @user @user @user @user @user @user   sunday hugs',\n",
       " 'just the 2 of usâ\\x9d£â\\x9d£â\\x9d£â\\x9d£â\\x9d£â\\x9d£â\\x9d£ #me #selfie #myfriend #loveher #giannena   #smile #thecomeback ',\n",
       " \"in that moment, she decided she needed more. a switch to control life's response. default.   \",\n",
       " 'now playing  :  yiruma - \" kiss the rain\" on     music song ',\n",
       " 'so simple, but so true. becoming all we are capable of being!    #burnsurvivor #dolbf #motivation #motivate ',\n",
       " 'back...who missed me?....#greatfultogod #beendoinggreat    #selfie ',\n",
       " 'do not! i repeat, do not put a dog in a hot car and leave them there in the heat! keep them home! for fucks sake!   #dogs',\n",
       " 'what a splendid #nosie,   me, probably not this #year #wrc #rallypoland @user @user ',\n",
       " '2 hours to go until our music video is released! #music   #edinburgh #scotland #band @user #musicvideo #a @user',\n",
       " '@user he is confirmed dead...according to farrah gray   #pulseshooting',\n",
       " 'look at journeys left and right foot stage ð\\x9f\\x94¥ð\\x9f\\x94¥ð\\x9f\\x94¥ð\\x9f\\x94¥ð\\x9f\\x94¥  !!!!!! ',\n",
       " 'black professor makes assumptions about an entire race whilst speaking for entire race. next week the jews!â\\x80¦ ',\n",
       " 'back to music\"now playing michael jackson(the lost children)   unificationsday\"and may god all the children &amp; their families#33!smile',\n",
       " '#drakeandjosh   buffalo simulation: buffalo for you to take in the vicinity of their homes to do. in this wa ',\n",
       " '#trumpusa when they call us   #homophobic #misogynist they are really saying they are jealous of us wâ\\x80¦ ',\n",
       " '@user i think you should suspend indefininetly that racist staff ',\n",
       " '*she sat alone and let out a sad sigh* #openrp   #bored',\n",
       " \"good morning #manchester a quick preview of a new #gin that we'll be launching very soon!   about this one! \",\n",
       " \"tried on the new @user #trailn2v3 today! although they feel very similar to v2's, the v3's are smoother and feel great!  \",\n",
       " 'kiki felt ignored today @user make kiki dance again #kikidance #miabbook    ',\n",
       " '@user the source of #inspiration my ideal #my #lyf my #baba ....  fathers days!!!',\n",
       " '@user congrats to the thomas on your new #beautiful home in tehaleh! welcome to the lennar family!   #homeowner ',\n",
       " 'i miss the days when my friends played xbox :(  ',\n",
       " 'new case and scraggly hair.  ! ',\n",
       " \"@user loving our dincwear! mum's da word @user for straight up '16 on saturday   #brickingit\",\n",
       " 'bihday sexy girl girls on top of boys naked  ',\n",
       " \"@user he's the only one where the majority of fans like him, salty gsw fans just needed someone to be   about\",\n",
       " '@user changing on a daily basis!-14weeks until handover!!   @user network team in soon then av! ',\n",
       " '@user when is this coming to singapore!  ',\n",
       " 'sma baby socks gbp 19.00 get here:  #shop #cool   #home #fun ',\n",
       " 'i liked a @user video from @user  #sjw retard wants more !',\n",
       " '@user so woh the wait! @user #doubledown my wife @user is   @user #veganbeerfest #vegan ',\n",
       " '@user lmfao deadass?? ð\\x9f\\x98¹  ',\n",
       " 'what an amazing interview.   #bjmckenzie #born2win #bjmuzic ',\n",
       " 'boasty tuesday last night boom boom and harry hype say get   ',\n",
       " '  bihday balayya even at that age mass look,craze in fans,on screen romance..he is a legend #jaibalayya',\n",
       " 'woohoo   #kingslanding #highlandreserve #house #family #building #ourhomeâ\\x80¦ ',\n",
       " 'outlining my themes for my would-be poems haha  ',\n",
       " '#decors   buffalo simulation: buffalo for you to take in the vicinity of their homes to do. in this way, you ',\n",
       " 'sold! one of two paintings that are going to get a beautiful new home this week.   #soldâ\\x80¦ ',\n",
       " '@user msg of #hope for #newyear: a business to end . #endof2016 #tedtalks #tedatibm @user  @user',\n",
       " ':( why does @user slag off children? i love your show but......really?  @user  ',\n",
       " \"safe to say i'm missing #marbs sitting at home on your own watching #euro2016 listening to the rain is #depressing #bringbackhappiness  \",\n",
       " 'they have been brainwashed by the left who is allowing these terrorist to come into america to kill them. ',\n",
       " 'gd morning ð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x98ð\\x9f\\x98\\x98 #gdragon #gd #kwonjiyong #jiyong #vip #bigbang #handsome #cute   #loveâ\\x80¦ ',\n",
       " 'friendszxc ð\\x9f\\x92\\x9c ð\\x9f\\x98\\x81ð\\x9f\\x98\\x81ð\\x9f\\x98\\x81 ',\n",
       " '4 more days till vacation!   ð\\x9f\\x99\\x88â\\x9d¤ï¸\\x8fð\\x9f\\x98\\x8d',\n",
       " 'the secret of a happy marriage is all about finding other people less attractive: and those who repo... ',\n",
       " 'python27 and concurrency are not best friends,   all the code i have 2 restructure to get concurrency with celery #developers #python',\n",
       " '#womenareamazing we think so! #induoevents - - - -  #superwomen #follow #dowhatyoulove  â\\x80¦ ',\n",
       " 'hairy pussy redtube   hardcore tracks  ',\n",
       " 'let the season 4 binge begin ð\\x9f\\x92\\x86ð\\x9f\\x8f» #oitnb #myfavorite #season4   #weekendplans ',\n",
       " 'rest in peace ð\\x9f\\x92\\x94 #christinagrimmie   #loss #rip #missed #fan #foreverinourheas ',\n",
       " '\"a picture is woh a thousand words.\" #sundayrewind #hongkong #travel   #lady #lawyerâ\\x80¦ ',\n",
       " 'relax !!! ð\\x9f\\x8c¤ð\\x9f\\x8c¤ð\\x9f\\x8c¤ #ingers #followme #follow #follow4follow #beach #pool   #relax #enjoy #coupleâ\\x80¦ ',\n",
       " '@user countdown has begun#family#freeevent#festival# enteainment #food#stalls ',\n",
       " '#awesome beginner #gopro #mounts super   to use!!! ',\n",
       " \"dear istore  , please don't crash down due to heavy overload on 17-19 #booktime #muchlove     â\\x9d¤â\\x9d¤â\\x9d¤\",\n",
       " 'never underestimate the power of a good book, good wine, good food, and a great patio.   #summerevening #patioweather',\n",
       " 'istg this is the best cheese ta but dayum expensive ',\n",
       " 'my morning (office) routine will never be the same without my bff   #imy  ',\n",
       " '#model   i love u take with u all the time in urð\\x9f\\x93±!!! ð\\x9f\\x98\\x99ð\\x9f\\x98\\x8eð\\x9f\\x91\\x84ð\\x9f\\x91\\x85ð\\x9f\\x92¦ð\\x9f\\x92¦ð\\x9f\\x92¦  ',\n",
       " '#theshallows weak attempt to cash in on the jaws anniversary  ',\n",
       " '@user non stop election  i blame #cspan for hiding  for 8 years 2016 pittsburgh california ',\n",
       " 'weâ\\x80\\x99re extremely   to reveal the first #official #poster for #poalorigins [pa 2], coming this #summer. moâ\\x80¦ ',\n",
       " '16 minutes and counting.... #wwdc #wwdc2016  ',\n",
       " '@user @user he \"has to play ball\" now! the   state of our politics! it\\'s now all a facade, as we\\'ve lost principality!',\n",
       " \"#people aren't protesting #trump because a #republican won-they do so because trump has fuhered  &amp;â\\x80¦ \",\n",
       " \"it's a great day to just be nothing but happyð\\x9f\\x98\\x8að\\x9f\\x92\\x9eð\\x9f\\x99\\x8c  #blessed#thankful\",\n",
       " 'have a happy sunday everyone!!!â\\x9c\\x8cï¸\\x8fð\\x9f\\x92\\x96â\\x9c\\x8cð\\x9f\\x92\\x96   #sundaymorning #sunday #peace #love',\n",
       " \"i always help others. never myself. because other people matter and i clearly don't.   #quotes #latenights \",\n",
       " '! my bihday weekend ! even better ! xx ',\n",
       " 'stay strong ð\\x9f\\x92\\x8b #selflove #love #iloveme #quote #quotes #quoteoftheday   #happiness #life #wisdom #wordsofwisdom ',\n",
       " \"happy father's day..   #boys #father #sweet #love #memory @user \",\n",
       " \"aww yeah it's all good bing bong bing bong   \",\n",
       " '#life is most #impoant for #human #spirit #truth #love #give b   #spirituality #thinkbigsundaywithmarshað\\x9f\\x92\\x93ð\\x9f\\x99\\x8fð\\x9f\\x98\\x87 ',\n",
       " \"to the father of my babies, i love u. happiest of father's days!    #father via  \",\n",
       " \"@user current mood:   about @user 's web developer meet &amp; hire on 6/22.  \",\n",
       " \"you know you're getting old when you sta to get 'turned on' looking at poweools in b&amp;q  \",\n",
       " 're: 50 projects 2016---busy hands are happy hands!   ',\n",
       " '@user bride: a woman with a fine prospect of happiness behind her. â\\x80\\x94ambrose bierce #wedding   #love ',\n",
       " '#friday  xoxosamantha  via  ',\n",
       " '@user stop robbing innocent customers of their hard earned aiime which you guys have no idea on how dey managed to recharge... ',\n",
       " \"grab your bestie &amp; swing by for  hour ~ we've missed you.   #fun  #eatâ\\x80¦ \",\n",
       " 'is not an #opinion. racism is #degrading people based on race to justify #discrimination or open #violence against them. #stopracism',\n",
       " 'finally moving today ð\\x9f\\x98\\xadð\\x9f\\x99\\x8fð\\x9f\\x8f½ ',\n",
       " \"@user @user and @user i'm on my way..... can we say     #blogger #vloggerâ\\x80¦ \",\n",
       " '@user @user yay! fantastic   for #edinburgh',\n",
       " 'lemme find out i have to put on my boiler in the month of june.  ',\n",
       " 'my hea goes out to the families of those 50 people killed in the massacre in orlando.    ',\n",
       " 'pre @user gig drinks! ð\\x9f\\x98\\x8e  #passthecourvoisier ð\\x9f\\x8d¸@user ',\n",
       " 'so we rescued a pup... meet rexy ð\\x9f\\x90¶â\\x99¡ #rescuepup #rexy #pupsofsg #suicidegirls #beautiful #puppylove   ',\n",
       " 'these videos will get you excited for the futureâ\\x80¦  #tech #augmented   #future #mobile ',\n",
       " '@user congrats ð\\x9f\\x98\\x84 ur wish come true working with @user ð\\x9f\\x98\\x8a superxcited for the songs ð\\x9f\\x98\\x84ð\\x9f\\x99\\x8câ\\x9d¤ð\\x9f\\x98\\x8d  ',\n",
       " 'we wish it were!   ',\n",
       " 'â\\x98\\x80ï¸\\x8f#hellosunday i hope you all have a #beautiful   #sunday :) #sundayfunday sunnday!!ð\\x9f\\x92\\x8b ',\n",
       " \"i once did that gif..did't listen to this song since ages..  \",\n",
       " ' â\\x86\\x9d #nzd/usd rises to 0.7040, eyeing gdt price index and fomc statement   #blog #silver #gold #forex',\n",
       " 'how true! home-food is considered a cheap-meal. impressions are made at restaurants!!!   ',\n",
       " \"happy bihday to one of the west's greatest!!  tupac shakur ð\\x9f\\x91\\x91ð\\x9f\\x8e¤   #bihday #rip #tupacâ\\x80¦ \",\n",
       " '@user live your life....  ',\n",
       " '29hrs to goð\\x9f\\x98\\x89 #fl #motionposter to be revealed #mupparimanam feeling   #nervous ð\\x9f\\x98\\x80ð\\x9f\\x91\\x8dð\\x9f\\x8f»ð\\x9f\\x98\\x8a stay tuned ',\n",
       " '@user i had a little taste it was   for sure! ',\n",
       " 'appletstag #compleanno #toa #cake #family  bday #selfie #me #smile #girl  #summerâ\\x80¦ ',\n",
       " '#anime  #anime-a  -tree-friends #tags: #anime, #fana, pixiv, happy tree ... ',\n",
       " '@user happy 2nd wedding anniversary to my amazing husband @user ð\\x9f\\x8d¾ð\\x9f\\x8e\\x89ð\\x9f\\x92\\x95ð\\x9f\\x91°ð\\x9f\\x8f¼ð\\x9f\\x8e© #memories #2years #lotstocome   #love ',\n",
       " 'after a slow sta, i had a productive day! getting back into a routine after a bout of fatigue and flareup is hard! #spoonieproblems  ',\n",
       " \"i love ramdan and fasting,i love the iftar's feeling and i love the way i feel during ramadan with praying and reading quran #blessed\",\n",
       " 'â\\x86\\x9d #eur/gbp subdued trading action around 0.7930   #blog #silver #gold #forex',\n",
       " 'ð\\x9f\\x98\\x8a with @user #ngitingtagumpay ',\n",
       " \"it's an unusual cloudy day. election day and picnic with friends!   sunday to everyone! ó¾\\x93\\x94ó¾\\x94\\x9b #welcomeludovica... \",\n",
       " '#cloudchaser   gorilla simulator: you need to do to adapt to the environment. the need to tear the city. mat ',\n",
       " 'christ is alive in you. #vlicobs #xoxo #love #grace   #amen #share #passion #church #lifeâ\\x80¦ ',\n",
       " \"  wants leak of udta punjab probed, suspects 'political ... #jobs #jobsearch #: #chandigarh: makers of udt... \",\n",
       " 'yesterday @ ozen ð\\x9f\\x99\\x83  #restaurant   #eatallyoucan ',\n",
       " \"i can already tell that next week's episode is gonna give me intense anxiety!!!! #nervous    #gameofthrones \",\n",
       " \"you've got nothing to say, so you assume that?! ahahahahahah \",\n",
       " \"i'm just an ordinary girl #intruduceyourself  !ð\\x9f\\x98\\x8að\\x9f\\x98\\x8a\",\n",
       " ' @user may lights triumph over darkness. may this ramadan bring peace, harmony and joy.   #ramadan! #ramadankareem ',\n",
       " '@user @user any1 else notice most of the \"suppoers\" r pageant girls w.years to internalize a female oppressive system? ',\n",
       " '@user 4 reasons that optimists rule the world    #success #growth #balance #optimism ',\n",
       " \"i hate online applications because you don't even get your foot in the door before they tell you no, we don't need you.  \",\n",
       " 'i am thankful for flowers. #thankful #positive     ',\n",
       " \"to top off my crappy day w/me not signing papers for my house, @user pop up conce 4 blocks from work &amp; i didn't know. :(  \",\n",
       " 'beautiful (: i love living at the beach!!!! #beach #loveit   ',\n",
       " '@user omg bitch ð\\x9f\\x98\\x82ð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x8d i knew you was gone do lil kim .. actually look like a music video  ',\n",
       " '#tgif   #ff to my #gamedev #indiedev #indiegamedev #squad! @user @user @user @user',\n",
       " '@user @user @user  man i even have a bunch of coupons too..... ',\n",
       " 'way to sta the day #goodmorning   ',\n",
       " 'lking forward 2 our watering holes, watchtowers,  foresses.. @user @user @user   ',\n",
       " '@user #allahsoil the next best seller book! #isis #islam #2016in4worlds #2016in4words #terrorists #gwot â\\x80¦ ',\n",
       " 'this a a fantastic rub for steak #yum #thespicesndteaexchange #dc   #healthyâ\\x80¦ ',\n",
       " '#followme touch my tits -  ',\n",
       " 'feels like summer ð\\x9f\\x8c´ð\\x9f\\x8d\\x89ð\\x9f\\x91\\x99   #love #like #live #life #enjoy #healthy #sun #tan #bikini #summerâ\\x80¦ ',\n",
       " \"#teenageson reckons that he's gone 'beyond the call of duty' with my #fathersday prezzie    ð\\x9f\\x98\\x8d\",\n",
       " \"@user don't forget, @user - research shows that sexist men have psychological problems. #tuckercarlson \",\n",
       " 'nice! any specific pedagogical changes? ð\\x9f\\x98¬ ',\n",
       " '@user typical city fan  ',\n",
       " '\"no im not attracted to asian ppl bc im not asian\"  what if i tell you no im not attracted to u bc im not (inse race here) hoe   ',\n",
       " '@user awlrite  mol? jealous? better than being at cricket pitch all my life   #getalife',\n",
       " 'prayers go out to eddie and his family ',\n",
       " '#nothappy   my carer is finishing in one week :*(',\n",
       " '#closeencounters of the #fatkind #fatkid #dese #sick   #tired #maybemono ',\n",
       " '#gymmorgon #gym #morning #strength   #energy #training @ wingym ',\n",
       " 'glad it all arrived safely @user ! ',\n",
       " 'who defines ?: historically #oppressed or historic #oppressors/#privileged',\n",
       " 'are you really   or just pretending to be?  #truthseekers #empowerment #selfimprovement #healing #ihearadio',\n",
       " 'i finally found a way how to delete old tweets! you might find it useful as well:    #deletetweets',\n",
       " '@user what a #view #oregon   #poland #usa #unitedstates   #holiday #dj #producer #houseâ\\x80¦ ',\n",
       " 'have you put in your #vote yet? if you havent, do it and #share so we can see what makes #you #smile. #poll   ',\n",
       " ' @user next chapter in life stas soon, looking at a house today with my fiancÃ© â\\x9d¤ï¸\\x8fð\\x9f\\x98\\x80ð\\x9f\\x8f\\xa0ð\\x9f\\x91\\x8dð\\x9f\\x8f»   ',\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['train']['tweet']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8cf9023c",
   "metadata": {},
   "outputs": [],
   "source": [
    "ss = SnowballStemmer('english')\n",
    "sw = stopwords.words('english')\n",
    "\n",
    "def split_tokens(row):                             # STEP\n",
    "    row['all_tokens'] = [ss.stem(i) for i in       # 5\n",
    "                     re.split(r\" +\",               # 3\n",
    "                     re.sub(r\"[^a-z@# ]\", \"\",      # 2\n",
    "                            row['tweet'].lower())) # 1\n",
    "                     if (i not in sw) and len(i)]  # 4\n",
    "    return row\n",
    "\n",
    "# Determine vocabulary so we can create mapping\n",
    "dataset = dataset.map(split_tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a8719a9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'@user when a father is dysfunctional and is so selfish he drags his kids into his dysfunction.   #run'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['train']['tweet'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2ce2831f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['@user', 'father', 'dysfunct', 'selfish', 'drag', 'kid', 'dysfunct', '#run']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['train']['all_tokens'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e753b433",
   "metadata": {},
   "outputs": [],
   "source": [
    "counts = Counter([i for s in dataset['train']['all_tokens'] for i in s])\n",
    "counts = {k:v for k, v in counts.items() if v > 10} # Filtering\n",
    "vocab = list(counts.keys())\n",
    "n_v = len(vocab)\n",
    "id2tok = dict(enumerate(vocab))\n",
    "tok2id = {token: id for id, token in id2tok.items()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3e669384",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3085"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d28f40b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tok2id['father']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c4eb9d26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'father'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id2tok[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b6b5a0cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now correct tokens\n",
    "def remove_rare_tokens(row):\n",
    "    row['tokens'] = [t for t in row['all_tokens'] if t in vocab]\n",
    "    return row\n",
    "\n",
    "dataset = dataset.map(remove_rare_tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bf504c2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['@user',\n",
       " 'father',\n",
       " 'drag',\n",
       " 'kid',\n",
       " '#run',\n",
       " 'thank',\n",
       " 'credit',\n",
       " 'cant',\n",
       " 'use',\n",
       " 'caus',\n",
       " 'dont',\n",
       " 'offer',\n",
       " 'bihday',\n",
       " '#model',\n",
       " 'love',\n",
       " 'u',\n",
       " 'take',\n",
       " 'time',\n",
       " 'ur',\n",
       " 'factsguid',\n",
       " 'societi',\n",
       " '#motiv',\n",
       " 'huge',\n",
       " 'fan',\n",
       " 'big',\n",
       " 'talk',\n",
       " 'leav',\n",
       " 'pay',\n",
       " 'get',\n",
       " 'camp',\n",
       " 'tomorrow',\n",
       " 'next',\n",
       " 'school',\n",
       " 'year',\n",
       " 'exam',\n",
       " 'think',\n",
       " '#school',\n",
       " '#hate',\n",
       " '#girl',\n",
       " 'land',\n",
       " '#cav',\n",
       " '#cleveland',\n",
       " 'welcom',\n",
       " 'im',\n",
       " '#ireland',\n",
       " 'consum',\n",
       " 'price',\n",
       " 'index',\n",
       " 'mom',\n",
       " 'climb',\n",
       " 'previous',\n",
       " 'may',\n",
       " '#blog',\n",
       " '#silver',\n",
       " '#gold',\n",
       " '#forex',\n",
       " '#orlando',\n",
       " '#pulseshoot',\n",
       " '#orlandoshoot',\n",
       " '#heabreak',\n",
       " '#love',\n",
       " '#',\n",
       " 'see',\n",
       " 'daddi',\n",
       " 'today',\n",
       " '#day',\n",
       " '#cnn',\n",
       " 'call',\n",
       " 'middl',\n",
       " 'build',\n",
       " 'wall',\n",
       " '#tcot',\n",
       " 'comment',\n",
       " '#australia',\n",
       " '#seashepherd',\n",
       " '#omg',\n",
       " 'paner',\n",
       " '#thank',\n",
       " '#posit',\n",
       " 'retweet',\n",
       " 'agre',\n",
       " '#friday',\n",
       " 'smile',\n",
       " 'around',\n",
       " 'via',\n",
       " 'ig',\n",
       " 'user',\n",
       " 'make',\n",
       " 'peopl',\n",
       " 'know',\n",
       " 'essenti',\n",
       " 'oil',\n",
       " 'made',\n",
       " '#euro',\n",
       " 'blame',\n",
       " 'ha',\n",
       " 'goal',\n",
       " 'fat',\n",
       " 'gave',\n",
       " 'away',\n",
       " 'free',\n",
       " 'kick',\n",
       " 'hit',\n",
       " 'sad',\n",
       " 'littl',\n",
       " 'dude',\n",
       " '#cat',\n",
       " '#piss',\n",
       " '#funni',\n",
       " '#laugh',\n",
       " 'product',\n",
       " 'day',\n",
       " 'happi',\n",
       " 'man',\n",
       " '#wine',\n",
       " 'tool',\n",
       " 'whos',\n",
       " '#weekend',\n",
       " 'open',\n",
       " 'amp',\n",
       " 'drink',\n",
       " 'say',\n",
       " 'prove',\n",
       " '#tgif',\n",
       " '#ff',\n",
       " '#gamedev',\n",
       " '#indiedev',\n",
       " '#indiegamedev',\n",
       " '#squad',\n",
       " 'beauti',\n",
       " 'sign',\n",
       " 'vendor',\n",
       " '#smile',\n",
       " '#media',\n",
       " '#turkey',\n",
       " 'sunday',\n",
       " '#throwback',\n",
       " 'great',\n",
       " 'public',\n",
       " 'servic',\n",
       " 'went',\n",
       " 'nightclub',\n",
       " 'good',\n",
       " 'night',\n",
       " 'action',\n",
       " 'mean',\n",
       " 'lost',\n",
       " 'famili',\n",
       " 'forev',\n",
       " 'never',\n",
       " 'chanc',\n",
       " 'vote',\n",
       " 'presidenti',\n",
       " 'candid',\n",
       " 'excit',\n",
       " 'look',\n",
       " 'differ',\n",
       " '#time',\n",
       " '#not',\n",
       " '#positivevib',\n",
       " 'rip',\n",
       " 'fellow',\n",
       " 'ireland',\n",
       " 'pass',\n",
       " 'tonight',\n",
       " 'sing',\n",
       " 'cheer',\n",
       " 'fire',\n",
       " 'hard',\n",
       " 'monday',\n",
       " 'due',\n",
       " 'weather',\n",
       " '#goodnight',\n",
       " 'unbeliev',\n",
       " 'st',\n",
       " 'wed',\n",
       " 'need',\n",
       " 'someth',\n",
       " 'like',\n",
       " '#neverump',\n",
       " '#xenophobia',\n",
       " 'bull',\n",
       " 'domin',\n",
       " 'direct',\n",
       " 'whatev',\n",
       " 'want',\n",
       " 'w',\n",
       " 'morn',\n",
       " 'one',\n",
       " 'word',\n",
       " 'tell',\n",
       " 'oh',\n",
       " 'wait',\n",
       " 'hour',\n",
       " 'line',\n",
       " 'stop',\n",
       " 'work',\n",
       " 'close',\n",
       " 'sunshin',\n",
       " 'final',\n",
       " 'finish',\n",
       " 'book',\n",
       " 'youv',\n",
       " 'yup',\n",
       " 'easier',\n",
       " 'nba',\n",
       " 'roll',\n",
       " 'life',\n",
       " 'social',\n",
       " 'network',\n",
       " 'embrac',\n",
       " 'share',\n",
       " 'weekend',\n",
       " '#garden',\n",
       " '#bliss',\n",
       " 'amaz',\n",
       " '#iam',\n",
       " '#affirm',\n",
       " 'goe',\n",
       " 'feel',\n",
       " 'blue',\n",
       " '#illustr',\n",
       " 'best',\n",
       " 'pa',\n",
       " 'readi',\n",
       " 'remov',\n",
       " 'frm',\n",
       " '#prayfororlando',\n",
       " '#bihday',\n",
       " 'got',\n",
       " '#job',\n",
       " 'first',\n",
       " 'let',\n",
       " 'begin',\n",
       " 'super',\n",
       " '@',\n",
       " 'play',\n",
       " 'piec',\n",
       " 'piano',\n",
       " 'beyond',\n",
       " 'fight',\n",
       " '#peac',\n",
       " 'mr',\n",
       " '#video',\n",
       " '#father',\n",
       " '#world',\n",
       " 'babe',\n",
       " '#fashion',\n",
       " '#style',\n",
       " '#selfi',\n",
       " '#yolo',\n",
       " '#xoxo',\n",
       " '#likelik',\n",
       " 'confer',\n",
       " 'right',\n",
       " 'mindset',\n",
       " 'lead',\n",
       " 'cultureofdevelop',\n",
       " 'organ',\n",
       " '#work',\n",
       " '#mindset',\n",
       " 'christina',\n",
       " 'grimmi',\n",
       " 'last',\n",
       " 'perform',\n",
       " 'shot',\n",
       " '#christinagrimmi',\n",
       " 'danc',\n",
       " '#student',\n",
       " '#proud',\n",
       " 'realli',\n",
       " 'hu',\n",
       " 'wife',\n",
       " 'miss',\n",
       " 'poland',\n",
       " 'show',\n",
       " 'name',\n",
       " 'shes',\n",
       " 'everyth',\n",
       " 'jealous',\n",
       " 'celebr',\n",
       " 'everi',\n",
       " 'role',\n",
       " 'sure',\n",
       " 'white',\n",
       " 'run',\n",
       " 'promot',\n",
       " 'journey',\n",
       " '#travel',\n",
       " '#hello',\n",
       " '#luv',\n",
       " '#venusexchang',\n",
       " 'new',\n",
       " 'arriv',\n",
       " 'much',\n",
       " 'stuff',\n",
       " 'happen',\n",
       " 'florida',\n",
       " 'shoot',\n",
       " 'two',\n",
       " 'old',\n",
       " 'clear',\n",
       " 'turn',\n",
       " 'point',\n",
       " 'test',\n",
       " 'seek',\n",
       " '#udtapunjab',\n",
       " 'leak',\n",
       " 'finger',\n",
       " '#amarind',\n",
       " '#aap',\n",
       " 'wrap',\n",
       " 'th',\n",
       " 'hey',\n",
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       " 'might',\n",
       " 'sometim',\n",
       " 'rais',\n",
       " 'bar',\n",
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       " 'design',\n",
       " 'learn',\n",
       " 'space',\n",
       " 'includ',\n",
       " 'h',\n",
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       " 'men',\n",
       " 'carri',\n",
       " 'gun',\n",
       " 'wouldnt',\n",
       " 'help',\n",
       " 'control',\n",
       " 'wont',\n",
       " 'black',\n",
       " 'market',\n",
       " 'terror',\n",
       " 'wors',\n",
       " 'power',\n",
       " 'mind',\n",
       " '#heal',\n",
       " 'bodi',\n",
       " '#altwaystoh',\n",
       " '#healthi',\n",
       " 'woohoo',\n",
       " 'week',\n",
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       " 'far',\n",
       " 'place',\n",
       " 'member',\n",
       " 'hus',\n",
       " 'music',\n",
       " 'video',\n",
       " 'announc',\n",
       " '#newmus',\n",
       " '#guitar',\n",
       " 'pm',\n",
       " '#up',\n",
       " 'channel',\n",
       " 'watch',\n",
       " 'episod',\n",
       " 'nice',\n",
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       " 'back',\n",
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       " '#histori',\n",
       " 'daughter',\n",
       " 'ride',\n",
       " 'bike',\n",
       " 'son',\n",
       " 'us',\n",
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       " '#summeim',\n",
       " '#memori',\n",
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       " 'station',\n",
       " 'way',\n",
       " 'done',\n",
       " 'cours',\n",
       " 'ill',\n",
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       " 'hope',\n",
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       " 'gonna',\n",
       " 'soon',\n",
       " 'coupl',\n",
       " 'sex',\n",
       " 'nake',\n",
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       " 'girl',\n",
       " 'personalis',\n",
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       " '#fun',\n",
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       " 'obama',\n",
       " 'resign',\n",
       " 'orlando',\n",
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       " 'chang',\n",
       " '#eurusd',\n",
       " 'jump',\n",
       " 'fresh',\n",
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       " 'la',\n",
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       " 'gone',\n",
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       " 'dis',\n",
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       " '#woman',\n",
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       " '#sunday',\n",
       " 'interest',\n",
       " 'doesnt',\n",
       " 'address',\n",
       " 'racism',\n",
       " 'bring',\n",
       " 'recov',\n",
       " 'appl',\n",
       " '#song',\n",
       " '#ripchristina',\n",
       " '#danc',\n",
       " 'vine',\n",
       " '#brexit',\n",
       " 'brexit',\n",
       " 'referendum',\n",
       " 'health',\n",
       " 'benefit',\n",
       " 'cucumb',\n",
       " '#followm',\n",
       " '#iger',\n",
       " '#instagood',\n",
       " '#anim',\n",
       " '#alon',\n",
       " '#lone',\n",
       " 'pool',\n",
       " 'k',\n",
       " 'pick',\n",
       " 'gym',\n",
       " 'form',\n",
       " 'polar',\n",
       " 'bear',\n",
       " 'race',\n",
       " 'angri',\n",
       " 'live',\n",
       " 'cold',\n",
       " 'muslim',\n",
       " 'footbal',\n",
       " '#footbal',\n",
       " 'friday',\n",
       " '#lasvega',\n",
       " '#usa',\n",
       " 'las',\n",
       " 'vega',\n",
       " 'raini',\n",
       " 'write',\n",
       " 'tear',\n",
       " 'fli',\n",
       " 'bird',\n",
       " 'yeah',\n",
       " 'mail',\n",
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       " 'femal',\n",
       " 'rd',\n",
       " 'kill',\n",
       " 'ok',\n",
       " 'crew',\n",
       " 'anim',\n",
       " 'japan',\n",
       " 'cute',\n",
       " '#strawberri',\n",
       " 'arent',\n",
       " 'protest',\n",
       " '#trump',\n",
       " '#republican',\n",
       " 'wonthey',\n",
       " 'fuher',\n",
       " 'find',\n",
       " 'spend',\n",
       " '#me',\n",
       " '#boy',\n",
       " '#guy',\n",
       " 'updat',\n",
       " '#social',\n",
       " '#analyt',\n",
       " '#photooftheday',\n",
       " '#like',\n",
       " 'anyon',\n",
       " 'date',\n",
       " 'corrupt',\n",
       " '#hillari',\n",
       " '#shame',\n",
       " '#disgrac',\n",
       " '#stupid',\n",
       " 'even',\n",
       " 'put',\n",
       " 'instal',\n",
       " '#bestfriend',\n",
       " 'impoant',\n",
       " '#enjoy',\n",
       " 'matter',\n",
       " 'sho',\n",
       " 'actor',\n",
       " 'human',\n",
       " 'hea',\n",
       " 'thought',\n",
       " 'prayer',\n",
       " 'murder',\n",
       " 'gay',\n",
       " '#florida',\n",
       " 'demo',\n",
       " 'album',\n",
       " 'lion',\n",
       " '#manag',\n",
       " 'target',\n",
       " 'sma',\n",
       " 'ive',\n",
       " 'bad',\n",
       " 'worst',\n",
       " 'ever',\n",
       " 'bless',\n",
       " 'ladi',\n",
       " 'happiest',\n",
       " 'eah',\n",
       " '#disney',\n",
       " 'kinda',\n",
       " 'among',\n",
       " 'found',\n",
       " 'id',\n",
       " 'hair',\n",
       " 'nite',\n",
       " 'lt',\n",
       " 'listen',\n",
       " 'voic',\n",
       " 'n',\n",
       " 'freedom',\n",
       " 'effo',\n",
       " 'present',\n",
       " 'store',\n",
       " 'past',\n",
       " 'yall',\n",
       " 'aint',\n",
       " '#faith',\n",
       " 'gorilla',\n",
       " 'racist',\n",
       " 'bet',\n",
       " 'internet',\n",
       " 'broken',\n",
       " 'netflix',\n",
       " 'usual',\n",
       " 'dick',\n",
       " 'hand',\n",
       " 'probabl',\n",
       " 'lie',\n",
       " 'game',\n",
       " 'suck',\n",
       " '#golf',\n",
       " 'everyon',\n",
       " '#goodmorn',\n",
       " 'challeng',\n",
       " 'claim',\n",
       " '#punjabi',\n",
       " 'dare',\n",
       " 'send',\n",
       " 'condol',\n",
       " 'communiti',\n",
       " 'selfi',\n",
       " 'saturday',\n",
       " 'afternoon',\n",
       " 'meet',\n",
       " '#friend',\n",
       " 'so',\n",
       " 'nut',\n",
       " 'aww',\n",
       " 'bing',\n",
       " 'bong',\n",
       " 'month',\n",
       " '#summer',\n",
       " 'robe',\n",
       " 'million',\n",
       " 'hear',\n",
       " 'move',\n",
       " 'player',\n",
       " 'god',\n",
       " 'come',\n",
       " 'keep',\n",
       " 'terrorist',\n",
       " 'constitut',\n",
       " 'anoth',\n",
       " 'excus',\n",
       " 'republican',\n",
       " 'measur',\n",
       " '#sad',\n",
       " '#togeth',\n",
       " '#depress',\n",
       " 'exampl',\n",
       " 'protect',\n",
       " 'within',\n",
       " 'europ',\n",
       " '#remain',\n",
       " 'princess',\n",
       " '#bird',\n",
       " '#bad',\n",
       " 'post',\n",
       " 'check',\n",
       " 'memori',\n",
       " 'saw',\n",
       " 'shi',\n",
       " 'said',\n",
       " 'care',\n",
       " '#realli',\n",
       " 'alreadi',\n",
       " 'block',\n",
       " 'ask',\n",
       " 'difficult',\n",
       " 'question',\n",
       " 'news',\n",
       " 'victim',\n",
       " 'state',\n",
       " 'travel',\n",
       " 'lee',\n",
       " '#happi',\n",
       " '#quot',\n",
       " '#inspir',\n",
       " 'safe',\n",
       " 'heal',\n",
       " '#acn',\n",
       " 'creat',\n",
       " '#beat',\n",
       " '#thursday',\n",
       " 'number',\n",
       " '#wed',\n",
       " '#forev',\n",
       " 'forward',\n",
       " 'attend',\n",
       " 'workshop',\n",
       " 'reach',\n",
       " 'follow',\n",
       " '#twitch',\n",
       " 'r',\n",
       " 'em',\n",
       " 'cost',\n",
       " '#hu',\n",
       " '#teen',\n",
       " 'countri',\n",
       " 'bomb',\n",
       " 'stadium',\n",
       " 'cat',\n",
       " 'eat',\n",
       " 'bae',\n",
       " '#lunch',\n",
       " '#lawofattract',\n",
       " '#success',\n",
       " '#joy',\n",
       " '#life',\n",
       " 'libtard',\n",
       " '#libtard',\n",
       " '#sjw',\n",
       " '#liber',\n",
       " '#polit',\n",
       " '#live',\n",
       " 'attack',\n",
       " 'empti',\n",
       " 'citi',\n",
       " 'side',\n",
       " 'eye',\n",
       " 'ball',\n",
       " 'presid',\n",
       " 'whe',\n",
       " 'money',\n",
       " 'cannot',\n",
       " 'imagin',\n",
       " 'could',\n",
       " 'easili',\n",
       " 'anywher',\n",
       " '#cute',\n",
       " '#sun',\n",
       " '#hair',\n",
       " 'seem',\n",
       " 'wash',\n",
       " 'spirit',\n",
       " 'enteain',\n",
       " '#entrepreneur',\n",
       " '#fresh',\n",
       " '#confid',\n",
       " 'moment',\n",
       " '#kid',\n",
       " 'lucki',\n",
       " 'mall',\n",
       " 'piss',\n",
       " 'valu',\n",
       " 'isnt',\n",
       " 'complet',\n",
       " 'utter',\n",
       " 'america',\n",
       " '#amaz',\n",
       " '#dad',\n",
       " 'give',\n",
       " '#magnettherapi',\n",
       " 'brilliant',\n",
       " 'custom',\n",
       " 'screen',\n",
       " 'song',\n",
       " 'shock',\n",
       " '#white',\n",
       " '#music',\n",
       " 'beer',\n",
       " 'food',\n",
       " 'drunk',\n",
       " 'g',\n",
       " 'l',\n",
       " '#ocean',\n",
       " '#famili',\n",
       " 'teach',\n",
       " 'felt',\n",
       " '#pakistan',\n",
       " '#feel',\n",
       " 'left',\n",
       " '#countdown',\n",
       " 'stone',\n",
       " 'rose',\n",
       " 'club',\n",
       " 'there',\n",
       " 'reason',\n",
       " 'stay',\n",
       " 'togeth',\n",
       " 'nobodi',\n",
       " 'els',\n",
       " '#moment',\n",
       " '#app',\n",
       " 'engag',\n",
       " 'b',\n",
       " 'end',\n",
       " 'yay',\n",
       " 'unit',\n",
       " 'rest',\n",
       " 'world',\n",
       " 'hold',\n",
       " 'door',\n",
       " 'woman',\n",
       " 'that',\n",
       " 'tri',\n",
       " '#bless',\n",
       " 'babi',\n",
       " 'known',\n",
       " '#babygirl',\n",
       " '#beauti',\n",
       " '#niec',\n",
       " 'bought',\n",
       " 'dori',\n",
       " 'ticket',\n",
       " 'minut',\n",
       " 'lose',\n",
       " 'second',\n",
       " 'guy',\n",
       " 'septemb',\n",
       " '#tech',\n",
       " 'count',\n",
       " '#mondaymotiv',\n",
       " 'degre',\n",
       " 'would',\n",
       " 'abl',\n",
       " 'suppo',\n",
       " 'event',\n",
       " 'fund',\n",
       " '#kitten',\n",
       " 'oppoun',\n",
       " 'puppi',\n",
       " 'till',\n",
       " 'william',\n",
       " 'lyric',\n",
       " 'yesterday',\n",
       " 'trailer',\n",
       " 'mad',\n",
       " '#mad',\n",
       " '#teeth',\n",
       " '#dog',\n",
       " 'wonder',\n",
       " 'dad',\n",
       " 'your',\n",
       " 'fine',\n",
       " 'kind',\n",
       " '#calm',\n",
       " '#sunni',\n",
       " '#glass',\n",
       " 'other',\n",
       " 'pic',\n",
       " '#nationalbestfriendsday',\n",
       " '#true',\n",
       " 'ny',\n",
       " 'biggest',\n",
       " '#hope',\n",
       " 'pussi',\n",
       " 'home',\n",
       " '#ugh',\n",
       " '#game',\n",
       " 'mani',\n",
       " 'noth',\n",
       " 'bitch',\n",
       " 'pride',\n",
       " '#fathersday',\n",
       " 'wish',\n",
       " 'client',\n",
       " 'cuddl',\n",
       " 'scare',\n",
       " 'negat',\n",
       " 'choos',\n",
       " 'posit',\n",
       " 'lifestyl',\n",
       " 'instead',\n",
       " 'self',\n",
       " 'employ',\n",
       " '#scare',\n",
       " 'half',\n",
       " 'dumb',\n",
       " 'idea',\n",
       " '#monday',\n",
       " 'understand',\n",
       " 'print',\n",
       " 'mayb',\n",
       " '#end',\n",
       " 'senseless',\n",
       " 'violenc',\n",
       " 'fuck',\n",
       " 'opinion',\n",
       " 'nd',\n",
       " 'heard',\n",
       " 'lock',\n",
       " 'shooter',\n",
       " 'mood',\n",
       " 'flight',\n",
       " 'interview',\n",
       " 'proud',\n",
       " 'hv',\n",
       " 'read',\n",
       " 'emot',\n",
       " 'vs',\n",
       " 'joy',\n",
       " 'na',\n",
       " '#slut',\n",
       " '#snapshot',\n",
       " '#hot',\n",
       " '#nasti',\n",
       " '#naughti',\n",
       " '#sexi',\n",
       " '#horni',\n",
       " '#shi',\n",
       " '#porn',\n",
       " '#nude',\n",
       " '#kinki',\n",
       " '#xxx',\n",
       " 'creativ',\n",
       " 'held',\n",
       " 'cri',\n",
       " 'stuck',\n",
       " 'level',\n",
       " 'sinc',\n",
       " 'folk',\n",
       " 'launch',\n",
       " '#yum',\n",
       " 'crowd',\n",
       " 'delici',\n",
       " '#vegan',\n",
       " '#organ',\n",
       " '#fruit',\n",
       " 'horribl',\n",
       " 'ad',\n",
       " 'avail',\n",
       " 'better',\n",
       " 'pleas',\n",
       " 'shoe',\n",
       " 'stress',\n",
       " 'poor',\n",
       " 'usa',\n",
       " 'univers',\n",
       " 'beg',\n",
       " 'christian',\n",
       " '#nbafin',\n",
       " '#grate',\n",
       " 'san',\n",
       " 'bound',\n",
       " 'brother',\n",
       " 'die',\n",
       " 'light',\n",
       " 'villag',\n",
       " '#antisemit',\n",
       " 'hahaha',\n",
       " '#weird',\n",
       " 'notic',\n",
       " 'train',\n",
       " 'lover',\n",
       " 'app',\n",
       " 'sexi',\n",
       " 'guess',\n",
       " 'latest',\n",
       " 'success',\n",
       " 'career',\n",
       " 'green',\n",
       " 'class',\n",
       " 'lebron',\n",
       " 'team',\n",
       " 'edit',\n",
       " 'answer',\n",
       " 'statement',\n",
       " '#nazi',\n",
       " '#hatr',\n",
       " '#bigotri',\n",
       " '#rich',\n",
       " 'independ',\n",
       " 'simul',\n",
       " 'adapt',\n",
       " 'environ',\n",
       " 'materi',\n",
       " 'kiss',\n",
       " 'donald',\n",
       " 'ass',\n",
       " '#pathet',\n",
       " 'hate',\n",
       " 'age',\n",
       " '#instalik',\n",
       " '#instamood',\n",
       " '#instap',\n",
       " '#movi',\n",
       " '#europ',\n",
       " 'ht',\n",
       " 'sun',\n",
       " 'thursday',\n",
       " '#breakfast',\n",
       " '#sunnyday',\n",
       " '#blue',\n",
       " 'pack',\n",
       " 'toni',\n",
       " 'idiot',\n",
       " '#rock',\n",
       " '#pop',\n",
       " '#romanc',\n",
       " 'june',\n",
       " 'higher',\n",
       " 'lol',\n",
       " 'imag',\n",
       " 'trail',\n",
       " 'movi',\n",
       " 'problem',\n",
       " 'chill',\n",
       " 'relax',\n",
       " 'pet',\n",
       " 'tweet',\n",
       " 'sister',\n",
       " 'death',\n",
       " 'concern',\n",
       " 'twitter',\n",
       " 'brand',\n",
       " 'honest',\n",
       " 'born',\n",
       " 'mother',\n",
       " 'cuz',\n",
       " '#today',\n",
       " '#free',\n",
       " '#resourc',\n",
       " '#idwp',\n",
       " 'cochair',\n",
       " 'remark',\n",
       " 'michell',\n",
       " '#p',\n",
       " '#therapi',\n",
       " 'fabul',\n",
       " 'soul',\n",
       " '#nofilt',\n",
       " 'job',\n",
       " 'bottl',\n",
       " '#buffalo',\n",
       " 'mark',\n",
       " 'damn',\n",
       " 'p',\n",
       " 'without',\n",
       " 'tradit',\n",
       " 'young',\n",
       " 'kitchen',\n",
       " '#good',\n",
       " ...]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e79643d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3085\n"
     ]
    }
   ],
   "source": [
    "print(n_v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "451089bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def windowizer(row, wsize=3):\n",
    "    \"\"\"\n",
    "    Windowizer function for Word2Vec. Converts sentence to sliding-window\n",
    "    pairs.\n",
    "    \"\"\"\n",
    "    doc = row['tokens']\n",
    "    out = []\n",
    "    for i, wd in enumerate(doc):\n",
    "        target = tok2id[wd]\n",
    "        window = [i+j for j in\n",
    "                  range(-wsize, wsize+1, 1)\n",
    "                  if (i+j>=0) &\n",
    "                     (i+j<len(doc)) &\n",
    "                     (j!=0)]\n",
    "\n",
    "        out+=[(target, tok2id[doc[w]]) for w in window]\n",
    "    row['moving_window'] = out\n",
    "    return row\n",
    "\n",
    "dataset = dataset.map(windowizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ed16a2db",
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import *\n",
    "\n",
    "BATCH_SIZE = 2**14\n",
    "N_LOADER_PROCS = 10\n",
    "\n",
    "dataloader = {}\n",
    "for key in dataset.keys():\n",
    "    dataloader[key] = DataLoader(Word2VecDataset(\n",
    "                                    dataset[key], vocab_size=n_v),\n",
    "                                  batch_size=BATCH_SIZE,\n",
    "                                  shuffle=True,\n",
    "                                  num_workers=N_LOADER_PROCS)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "785f2929",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter containing:\n",
      "tensor([[0., 1., 2., 3., 4., 5., 6., 7., 8., 9.]], requires_grad=True)\n",
      "tensor([3.], grad_fn=<SqueezeBackward4>)\n"
     ]
    }
   ],
   "source": [
    "size = 10\n",
    "input = 3\n",
    "\n",
    "def one_hot_encode(input, size):\n",
    "    vec = torch.zeros(size).float()\n",
    "    vec[input] = 1.0\n",
    "    \n",
    "    return vec\n",
    "\n",
    "ohe = one_hot_encode(input, size)\n",
    "linear_layer = nn.Linear(size, 1, bias=False)\n",
    "\n",
    "# Set edge weights from 0 to 9 for easy reference\n",
    "with torch.no_grad():\n",
    "    linear_layer.weight = nn.Parameter(\n",
    "        torch.arange(10, dtype=torch.float).reshape(linear_layer.weight.shape))\n",
    "\n",
    "print(linear_layer.weight)\n",
    "print(linear_layer(ohe))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d6309d74",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter containing:\n",
      "tensor([[0.],\n",
      "        [1.],\n",
      "        [2.],\n",
      "        [3.],\n",
      "        [4.],\n",
      "        [5.],\n",
      "        [6.],\n",
      "        [7.],\n",
      "        [8.],\n",
      "        [9.]], requires_grad=True)\n",
      "tensor([3.], grad_fn=<EmbeddingBackward0>)\n"
     ]
    }
   ],
   "source": [
    "embedding_layer = nn.Embedding(size, 1)\n",
    "\n",
    "with torch.no_grad():\n",
    "    embedding_layer.weight = nn.Parameter(\n",
    "        torch.arange(10, dtype=torch.float\n",
    "        ).reshape(embedding_layer.weight.shape))\n",
    "\n",
    "print(embedding_layer.weight)\n",
    "print(embedding_layer(torch.tensor(input)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3ebd776d",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Word2Vec(nn.Module):\n",
    "    def __init__(self, vocab_size, embedding_size):\n",
    "        super().__init__()\n",
    "        self.embed = nn.Embedding(vocab_size, embedding_size)\n",
    "        self.expand = nn.Linear(embedding_size, vocab_size, bias=False)\n",
    "\n",
    "    def forward(self, input):\n",
    "        # Encode input to lower-dimensional representation\n",
    "        hidden = self.embed(input)\n",
    "        # Expand hidden layer to predictions\n",
    "        logits = self.expand(hidden)\n",
    "\n",
    "        return logits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7d7e196f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate the model\n",
    "EMBED_SIZE = 100 # Quite small, just for the tutorial\n",
    "model = Word2Vec(n_v, EMBED_SIZE)\n",
    "\n",
    "# Relevant if you have a GPU:\n",
    "device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')\n",
    "model.to(device)\n",
    "\n",
    "# Define training parameters\n",
    "LR = 3e-4\n",
    "EPOCHS = 10\n",
    "loss_fn = nn.CrossEntropyLoss()\n",
    "optimizer = torch.optim.AdamW(model.parameters(), lr=LR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b97381a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b8e6ba140759402eb1583e97224519e8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/530 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "progress_bar = tqdm(range(EPOCHS * len(dataloader['train'])))\n",
    "running_loss = []\n",
    "\n",
    "for epoch in range(EPOCHS):\n",
    "    epoch_loss = 0\n",
    "    \n",
    "    for center, context in dataloader['train']:\n",
    "        center, context = center.to(device), context.to(device)\n",
    "        optimizer.zero_grad()\n",
    "        logits = model(input=context)\n",
    "        loss = loss_fn(logits, center)\n",
    "        epoch_loss += loss.item()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        progress_bar.update(1)\n",
    "        \n",
    "    epoch_loss /= len(dataloader['train'])\n",
    "    running_loss.append(epoch_loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5b2dbe31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x38c5a2950>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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Q/eEPf4hnnnlmnV9v1apV3HDDDbXYCAAA/u3TTz+NV199NW/uu9/9bpSWltZCIwAAWD+77757olxtPf86Y8aMWLp0ad5c0t4AQP1hkAlQTVOnTo1cLpc3t91229VCm3/r0aNHtG7dOm/utddeq4U2AABQfR9++GGiXIcOHQpbBACABueTTz6J888//1szv/71r/0sCgBA0Tz99NOJcm7HBACgrujSpUuiWzKfeOKJRM/vrq/HH388UW7gwIEFbgIAbGgMMgGq6fXXX0+U23rrrQtb5BtstdVWeTMffvhhLF68uPBlAACgGlasWBHvvfde3lzr1q2jbdu2tdAIAICG5JRTTolly5at8+t77LFHjBgxohYbAQDA1yUZZKZSqRg8eHAttAEAgJpx5JFH5s3MnTs3Jk+eXPAu9957b95M+/btY7fddit4FwBgw5IpdgGAuuqDDz5IlOvZs2eBm/y3Xr16xfPPP583N3PmzNh+++1roREAAFTNhAkTorKyMm+uX79+tdAGAICG5O67745HH310nV9v3Lhx3HrrrZFKpWqxFQAAfN2kSZPyZrbccsvYeOONE73fkiVLYtq0aTFt2rT49NNPY+nSpbFixYpo1KhRNG3aNNq0aRNdu3aNbt26xXe+850oKytbz+8AAAD+2xlnnBGjRo2KbDb7rbmLL744nn322YL1GDduXDz33HN5c6eeemo0bty4YD0AgA2TQSZANc2ePTtRrlevXgVuUv0zZ8+ebZAJAMAG6YEHHkiUGzRoUIGbAADQkMybNy/OOuusb81cfPHFseWWW9ZOIQAA+AZLlixJ9MxC//79v/Xrc+fOjT/96U/xj3/8I1588cW8D73/S0lJSfTt2zf23nvvOPzww2PXXXeNdDqd6LUAAPBtunbtGkceeWSMHTv2W3OTJ0+Ov/zlL3HsscfWeIelS5fGueeemzfXtGnTGDlyZI2fDwBs+PxNGEA1JfnlRmlpaWyyySa10ObrOnfunCiXdFQKAAC16Ysvvoj7778/UXa//fYrcBsAABqSM844IxYuXLjOr/ft2zfOP//8WmwEAAD/bdq0aYly6xpkvv/++3H88cdH165d4/zzz4/nnnsu8RgzIiKbzcabb74Zo0aNigEDBkSPHj1i1KhRsWzZssTvAQAA6zJq1Kho06ZN3tyIESMS3WJZFWvXro2hQ4fGu+++mzd79dVXF+UZYQCg+AwyAarpo48+ypvZZJNNIpVK1UKbr+vQoUOiXJLvAQAAatsNN9wQa9asyZvr3r177LbbbrXQCACAhuBvf/vbt97Unk6n47bbbovS0tJabAUAAP8t6SDzP292X7lyZVxwwQWxzTbbxN133x1r166tkT4fffRRnHPOOdGjR4+49dZbo7KyskbeFwCAhqlDhw5x00035c2tWbMmDjnkkPjb3/5WI+fOnTs3DjrooHjqqafyZgcNGhQ/+tGPauRcAKDuMcgEqIYVK1bEqlWr8uaSDiNrWtJz58+fX+AmAABQNZ9++mmMGjUqUfbEE08scBsAABqKRYsWxemnn/6tmdNOOy123XXXWmoEAADr9t577yXK9ejR4//+/YwZM2KXXXaJX/7ylzU2xPxPX375ZZxyyikxYMCA+PjjjwtyBgAADcPRRx8dV155Zd7c4sWL4/DDD4+TTjopPvnkk2qdVV5eHnfffXf069cvJkyYkDffp0+fuO+++4pyYQsAsGEwyASohgULFiTKtWvXrsBNvtnGG2+cKJf0+wAAgNry05/+NFauXJk317x587wPzAMAQFJnn312zJ07d51f79SpU1x11VW12AgAANbts88+S5Tr3r17REQ8++yzscMOO8Rbb71VyFr/58UXX4z+/fsnepgdAADW5eKLL45LLrkkUfaOO+6IHj16xLBhw+Kvf/3rt/59b8RXt2u+8MILccUVV0S3bt3i+OOPT3TJSc+ePWPChAnRvn37RL0AgPopU+wCAHXRwoULE+WaN29e4Cbrd27S7wMAAGrDX//61xg7dmyi7JlnnhmtW7cucCMAABqCxx9/PEaPHv2tmZtuuilatGhRS40AAODbzZkzJ2+mefPm0axZs5g8eXIceOCBsWLFilpo9m8LFy6Mgw8+OMaMGRPf+973avVsAADqjyuuuCL69u0bp556aixevPhbsxUVFXHffffFfffdFxERXbt2jU6dOkXr1q2jVatWsXr16li0aFEsWLAg3n333VizZk2Vuhx66KFx5513Rtu2bav77QAA9YRBJkA1JB0yFusBnbKyskin01FZWfmtOYNMAAA2FHPnzo1TTz01UbZz585x4YUXFrgRAAANwfLly+Pkk0/+1szhhx8ehx12WC01AgCA/JIMMjfeeOOYMWNGHHLIIbU+xvyXNWvWxFFHHRXjxo2LfffdtygdAACo+4YNGxa77LJLnHnmmfHwww8nft1HH30UH3300Xqf36ZNm7jyyitj5MiR6/1eAED9kC52AYC6aOXKlYlyZWVlBW6yfmcn/T4AAKCQstlsHH300fHll18myl933XXRrFmzArcCAKAhuOCCC+Ljjz9e59dbtmwZv/vd72qxEQAA5Dd//vy8mY022iiGDh0aS5YsyZtt2bJlnHDCCXHXXXfFlClT4ssvv4y1a9fG6tWrY/78+fHKK6/E7bffHsccc0yVn4OoqKiII488Mt5+++0qvQ4AAP5fXbt2jYceeiimTp0aQ4cOjUym8PdStW3bNv73f/83PvzwQ2NMAOBr3JAJUA3l5eWJcqWlpQVusn5nr127thaaAADAt7vgggvimWeeSZQdOnRoHHXUUQVuBABAQ/Dcc8/FzTff/K2ZX/7yl9GxY8daagQAAMmsWrUqbybJALJjx45x8cUXx4knnhhNmjT5xkzjxo2jXbt2scMOO8SIESNixYoVccstt8RVV10VCxYsSNR36dKlcfTRR8err74ajRs3TvQaAAD4Jv3794+//vWvsWjRonj44Yfjt7/9bbz22ms19v5NmzaNY489NoYOHRp77713UZ8DBgA2XG7IBKiGpEPGYv5BLMmn/yQdlgIAQKH85S9/iWuvvTZRtkOHDnHLLbcUuBEAAA3B6tWrY8SIEZHL5daZGTBgQJx88sm12AoAAPLL5XI18uHL3//+92P69OkxcuTIdY4xv0mzZs3inHPOienTp8fBBx+c+HXTpk2Lyy67rDpVAQDga6ZOnRrXXXddXHfddTU6xoyIWLlyZUycODGeeOKJeP7556OysrJG3x8AqB8MMgGqIemQMckoslDckAkAwIbu+eefjxEjRiTKptPpGD16dLRr167ArQAAaAguu+yyeP/999f59UaNGsWtt94aqVSqFlsBAEB+q1evXu/3uOyyy+Kee+6JVq1aVfs92rdvHw899FD86Ec/SvyaUaNGxezZs6t9JgAADduECRNi8ODBsf3228cvfvGLeOuttwpyzsyZM2PUqFGx1157Re/eveOOO+5wAQoA8DUGmQDVkPQTb4r5sE46nf//4n1yDwAAxfLBBx/Ed7/73VizZk2i/OWXXx777rtvgVsBANAQTJkyJa677rpvzVx00UXRp0+fWmoEAADJre+D4D/5yU/i8ssvr5Eu6XQ6brjhhhg+fHii/Nq1a92SCQBAlc2cOTMGDhwYQ4YMiaeffrpWz54xY0acdNJJ0aNHj3jwwQdr9WwAYMNlkAlQDUlun4yIqKioKHCTdUvyS5ik3wcAANSkefPmxf777x9ffvllovyBBx4YF198cYFbAQDQEJSXl8eJJ54Y2Wx2nZk+ffrEhRdeWIutAAAguZKSkmq/tn///nHNNdfUYJuv3HjjjbH55psnyo4dOzbmzp1b4x0AAKif7rzzzth2223jueeeK2qPTz/9NIYOHRonnXRSLF++vKhdAIDiM8gEqIa6MMhMcnajRo1qoQkAAPzbkiVLYv/994+ZM2cmym+77bYxZsyYot4+DwBA/XH11VfHm2++uc6vp1KpuO222/zdKQAAG6zq/qzaqFGjGD16dGQymRpuFNGsWbO46667Ip3O/yhaeXl53H777TXeAQCA+uecc86JESNGVGkA2aZNmzj00EPj17/+dTzzzDMxffr0mDt3bqxduzYWL14cs2bNildffTXGjh0bp59+evTr169KzyPccccdscsuu8QXX3xRnW8JAKgnDDIBqiHpLzgMMgEA4N9WrlwZBx10ULz++uuJ8r169YrHH388WrRoUdhiAAA0CG+//Xb84he/+NbMKaecErvvvnstNQIAgKorLS2t1gfY/fCHP4xtttmmAI2+MmDAgDjqqKMSZceMGVOwHgAA1A8//elPY9SoUYnzffv2jT/+8Y8xZ86ceOihh+Lcc8+NPfbYI/r06RObbLJJlJaWRsuWLaN79+6x/fbbx7Bhw+LGG2+MN954I6ZPnx4jRoyIxo0bJzrr7bffjsGDB8f8+fOr++0BAHWcQSZANST9Q9fKlSsL3GTdVqxYkTdjkAkAQG1Zs2ZNHHbYYfH8888nynfp0iUmTJgQ7du3L3AzAAAagsrKyhgxYkSsXbt2nZlNN900rrnmmlpsBQAA1VOd3/WPHDmyAE2qd8b06dNj9uzZBW4DAEBd9Zvf/CauvfbaRNkmTZrEH/7wh3jrrbdi+PDh1fpZuXfv3nH77bfHjBkzYsCAAYle8/bbb8e+++4ba9asqfJ5AEDdZ5AJUA0tW7ZMlFu2bFmBm3yztWvXfuuDRf/SqlWrwpcBAKDBKy8vj6OOOiomTJiQKL/JJpvEU089FZtttlmBmwEA0FBcf/318dJLL31r5ne/+13iv/sFAIBiKisrq1J+0KBBsdVWWxWozb8NHDgw+vXrlyib9O+LAQBoWKZPnx4XXXRRouzmm28eL730UpxyyinVukX+P3Xp0iUmTZoUF1xwQaL866+/HhdffPF6nwsA1D0GmQDV0LZt20S5pUuXFrjJ+p2b9PsAAIDqymazceyxx8bDDz+cKN+mTZt48skno1evXgVuBgBAQzFz5sy45JJLvjXz3e9+N4YOHVpLjQAAYP20a9euSvna/Fk36VmvvPJKgZsAAFDXZLPZOOGEExLdOtm+fft48sknE38gSFIlJSVx9dVXx09+8pNE+d/85jcxefLkGu0AAGz4DDIBqqFNmzaJcosXLy5skfU8N+n3AQAA1VFZWRnDhw+P+++/P1G+RYsW8fjjj8c222xT4GYAADQUuVwufvjDH8bKlSvXmWnRokXceOONtdgKAADWT1U/fHmXXXYpUJP/tvPOOyfKTZ06tcBNAACoax588MF49dVX8+YaN24cf//736N79+4F6/KrX/0qDjvssLy5ysrKxDdqAgD1h0EmQDW0bt060un8/xc6d+7cWmhT/XPdkAkAQKHkcrk4+eST489//nOifLNmzWL8+PGxww47FLgZAAANya233hpPP/30t2auvvrq6NSpUy01AgCA9VeVGzIbN24c2267beHK/IeddtopUqlU3tzMmTNroQ0AAHXJ9ddfnyh3+umnx6677lrQLul0Ov7whz9E06ZN82ZfeOGFeOmllwraBwDYsBhkAlRDOp2Ojh075s3NmzevFtr8t6SDzM6dOxe4CQAADdXpp58ed9xxR6JskyZN4uGHH47dd9+9wK0AAGhIPv300zjvvPO+NbPbbrvFaaedVkuNAACgZmy66aaJs3369IlGjRoVsM3XtWnTJjbbbLO8ucWLF8fy5ctroREAAHXBa6+9Fs8//3zeXFlZWa3dSNmhQ4c444wzEmWTjkkBgPrBIBOgmrp37543s3Tp0lixYkUttPm6OXPmJMol+R4AAKCqfvzjH8fvf//7RNlGjRrFX//61xg8eHCBWwEA0NCceuqpsXTp0nV+vVGjRnHrrbcmur0HAAA2JFX5XX9VbtOsKW3btk2US/psAwAA9d9jjz2WKHfCCSfExhtvXOA2//aTn/wk0d8hP/bYY1FZWVkLjQCADYFBJkA1devWLVFu5syZhS3yDT744INEuaTfAwAAJHXuuefGDTfckCibyWTi3nvvjQMPPLDArQAAaGiWLFkS48aN+9bM+eefH3379q2lRgAAUHN69OiRONuqVavCFVmH1q1bJ8oV4wOuAQDYME2ePDlRbv/99y9wk69r37599O/fP29u8eLF8eabb9ZCIwBgQ5ApdgGAuirpLzhmzJgR/fr1K3Cbr0s6yHRDJgAANenCCy+M6667LlG2pKQk/vznP8d3v/vdwpYCAKBByuVyeTMzZsyI4cOHF6zD8uXLE+XefffdxD1uvvnmaNq06Xq0AgCgPth8880TZ5OOI2tS0jNXrVpV4CYAANQFuVwuXnjhhby50tLS2HPPPQtf6D8MGTIkpk6dmjc3efLk2HbbbQtfCAAoOoNMgGraeuutE+Xee++9Ajep3pnNmzePrl271kIbAAAagksvvTSuueaaRNlUKhV33nlnDBs2rMCtAABg3caOHVvsChERMW/evBg9enSi7PXXX2+QCQBAbLnlllFSUhLZbDZvtrS0tBYaVe/MJP0BAKj/lixZEkuWLMmb69mzZ5SVldVCo69LOrL88MMPC9oDANhwpItdAKCu2m677RLlknwqTk1asmRJzJo1K29u2223jVQqVQuNAACo737+85/HlVdemSibSqXilltuieOPP77ArQAAAAAA6qemTZtGnz59EmUXL15c2DLrcaYPGwEAICJiwYIFiXLt2rUrcJNvtvHGGyfKJf0+AIC6zyAToJo233zzaNWqVd5cbQ8yp0yZErlcLm8u6aAUAAC+zdVXXx2XX3554vzvfve7+OEPf1i4QgAAAAAADcAOO+yQKLdo0aICN6n+mRtttFGBmwAAUBckHTImHUbWNINMAOA/GWQCrIftt98+b2b27Nkxd+7cWmjzlRdffDFRbscddyxwEwAA6rtf//rXcdFFFyXOX3fddXH66acXsBEAAAAAQMOw0047JcoV44bMpIPMTTbZpMBNAACoC8rLyxPlGjduXOAm3yzpze6rV68ucBMAYENhkAmwHvbee+9EuQkTJhS4yb89+eSTiXKDBw8ucBMAAOqz3/72t3Heeeclzl911VVxzjnnFLARAAAAAEDDsc8++yTKvf/++wVu8nXl5eXx4Ycf5s2VlZVFmzZtCl8IAIANXtKb07/88ssCN/lmK1euTJRzAzwANBwGmQDrIekvOJ544okCN/nK8uXLE92QufXWW0fHjh1roREAAPXRzTffHGeddVbi/OWXXx4XXnhh4QoBAAAAADQwvXr1ih49euTNLViwID744INaaPSV1157LdasWZM3171791poAwBAXdCsWbNEuWINMj///PNEubKysgI3AQA2FAaZAOth++23T/SJjQ8//HCiXzisr7///e+xdu3avLkhQ4YUvAsAAPXTbbfdFmeccUbi/IUXXhiXXXZZARsBAAAAADRM+++/f6LcSy+9VOAmVT9ru+22K3ATAADqis6dOyfKffTRR5HL5Qrc5r/NmDEjUa5Tp04FbgIAbCgMMgHWQzqdju9973t5c0uWLInx48cXvM+YMWMS5Y444ogCNwEAoD6666674pRTTkn8C45zzjknrrrqqgK3AgCA/9aqVavI5XJF/dfs2bMTdR00aFDi92zVqlVh/4sDAKBOOfzwwxPlJkyYUOAmVT9rp512KnATAADqimbNmkW7du3y5hYuXBivvfZaLTT6uhdffDFRrlu3boUtAgBsMAwyAdbTcccdlyh38803F7THrFmz4rHHHsub69GjR+y2224F7QIAQP3zl7/8JUaMGJF4jPmjH/0orrvuugK3AgAAAABouPbaa6/o2rVr3ty9994bixcvLnifTz75JMaNG5cou88++xS4DQAAdUnfvn0T5Z588skCN/m68vLyRM/mRkRstdVWBW4DAGwoDDIB1tOgQYNis802y5ubMGFCvPHGGwXrcf3110dlZWXe3LHHHluwDgAA1E/33XdfnHDCCYl+3oyIOPnkk+O3v/1tgVsBAAAAADRsqVQqjj/++Ly5VatWxV133VXwPrfccktks9m8ud69e8cWW2xR8D4AANQdu+66a6Lc3XffnfjZhZrw4IMPxqJFi/LmSkpKYscdd6yFRgDAhsAgE2A9pVKpOO200xJlL7zwwoJ0mDVrVtx66615c6WlpXHyyScXpAMAAPXT3//+9zj22GMTPUQTEfE///M/8Yc//CFSqVSBmwEAAAAAcMopp0SjRo3y5kaNGhXLly8vWI/58+fHLbfckig7bNiwgvUAAKBu2nPPPRPl3n777RgzZkxhy/z/Kisr4+qrr06U3X777aOsrKzAjQCADYVBJkANOO2006J58+Z5c48++mj84x//qPHzzz777FizZk3e3DHHHBOdO3eu8fMBAKifxo0bF8OGDYuKiopE+WOPPTZuv/12Y0wAAAAAgFrSqVOnOOGEE/LmPv744zj33HML1mPkyJHx5Zdf5s2VlpbGKaecUrAeAADUTYMHD442bdokyl522WUF/bCRf7nxxhvj9ddfT5Q94ogjClsGANigGGQC1ICWLVvGqaeemig7YsSImDNnTo2d/Yc//CEefvjhvLl0Oh0//elPa+xcAADqtyeffDIOP/zwWLt2baL8sGHDYvTo0ZFO+6sGAAAAAIDadMEFF0Qmk8mbu+WWW+Lxxx+v8fP/8pe/xAMPPJAoe/TRR0fHjh1rvAMAAHVbaWlpHHXUUYmyM2fOjGHDhkU2my1Yn3/+859x3nnnJcqWlJS4BR4AGhhPSQLUkAsvvDA23njjvLn58+fHd7/73Vi2bNl6n/nUU0/F2WefnSg7YsSI6Nu373qfCQBA/ffMM8/EYYcdlugW9oiIoUOHxp///OcoKSkpcDMAAAAAAP5Tjx494sc//nGi7FFHHRVTpkypsbMnTZoUJ510UqJs48aN48orr6yxswEAqF/OPvvsxB8CPX78+Bg5cmRBRpkvvfRSHHjggYmfmTjyyCNjs802q/EeAMCGyyAToIa0bt06rrrqqkTZl19+Ofbbb7/44osvqn3euHHj4tBDD43Vq1fXaDcAABq2F154IQ4++OBYtWpVovyhhx4aY8eOTfTp6wAAAAAAFMbPf/7zRA+BL126NPbaa68YN27cep85ZsyYOOCAAxI9txARce6550bXrl3X+1wAAOqnLbbYoko3Td56660xePDg+Pzzz2usww033BB77LFHLFq0KFG+pKQkLrrooho7HwCoGwwyAWrQiBEjYtCgQYmyL774YvTv3z8eeeSRKp2xfPnyOO+88+KQQw6JlStXJnrNddddF+3atavSOQAANDxTpkyJAw88MJYvX54of8ABB8T9998fpaWlBW4GAAAAAMC3adasWdxyyy2RSqXyZpctWxaHHHJInHrqqdX6IOnPPvssjjvuuDjmmGMSjzG33XbbuPTSS6t8FgAADcu1114bLVq0SJx/9tln4zvf+U5ce+21sXTp0mqfO2nSpBgyZEj8+Mc/jrVr1yZ+3ZlnnhnbbLNNtc8FAOqmVC6XyxW7BEB9MmfOnNh2222r9EuLgQMHximnnBKHHXZYlJWVfWNmxowZcc8998Tvf//7mDdvXuL3/sEPfhB/+tOfEucBAGi4hg8fHqNHjy52jSo74YQT4q677ip2DQAA+JoPP/wwunfvnjc3aNCgmDRpUuELAQDQIFx66aVx5ZVXJs43a9Ysjj322Pj+978fu+66azRu3Pgbc6tWrYrnnnsu/vKXv8TYsWNjzZo1ic9o0aJF/POf/4w+ffokfg0AAA3X6NGjY/jw4VV+XYsWLeL444+PvffeOwYOHBht27ZdZzabzcbUqVPj2WefjbFjx8arr75a5fP69OkTL7/88jqf+wUA6i+DTIACmDBhQhx44IFRXl5epdel0+no3bt3dO/ePVq2bBlr166NhQsXxrRp06r1qZTbbLNNvPjii9GsWbMqvxYAgIbHIBMAAGqOQSYAAMVQWVkZhx5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      "text/plain": [
       "<Figure size 3840x2640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(running_loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c38baf82",
   "metadata": {},
   "outputs": [],
   "source": [
    "wordvecs = model.expand.weight.cpu().detach().numpy()\n",
    "tokens = ['good', 'father', 'school', 'hate']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "817f154b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "good ['like', 'day', 'happi', 'make', 'amp', 'feel', 'yeah', 'think', 'bing', 'get'] \n",
      "\n",
      "father ['dad', 'day', '#fathersday', 'happi', 'today', '#father', 'first', 'stay', '#dad', 'get'] \n",
      "\n",
      "school ['today', 'long', 'two', 'moment', 'wait', 'tomorrow', 'season', 'got', 'use', 'meet'] \n",
      "\n",
      "hate ['believ', 'tomorrow', 'excit', '@user', 'america', 'someon', 'long', 'face', 'wait', 'go'] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "def get_distance_matrix(wordvecs, metric):\n",
    "    dist_matrix = distance.squareform(distance.pdist(wordvecs, metric))\n",
    "    return dist_matrix\n",
    "\n",
    "def get_k_similar_words(word, dist_matrix, k=10):\n",
    "    idx = tok2id[word]\n",
    "    dists = dist_matrix[idx]\n",
    "    ind = np.argpartition(dists, k)[:k+1]\n",
    "    ind = ind[np.argsort(dists[ind])][1:]\n",
    "    out = [(i, id2tok[i], dists[i]) for i in ind]\n",
    "\n",
    "    return out\n",
    "\n",
    "dmat = get_distance_matrix(wordvecs, 'cosine')\n",
    "\n",
    "for word in tokens:\n",
    "    print(word, [t[1] for t in get_k_similar_words(word, dmat)], \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "157b2861",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x38c5b7e50>]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3840x2640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = tok2id['father']\n",
    "plt.plot(wordvecs[idx])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5a00a9ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "eebba19025b64f8c9e6a64644a8440da",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/4770 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOCHS = 90\n",
    "progress_bar = tqdm(range(EPOCHS * len(dataloader['train'])))\n",
    "for epoch in range(EPOCHS):\n",
    "    epoch_loss = 0\n",
    "    for center, context in dataloader['train']:\n",
    "        center, context = center.to(device), context.to(device)\n",
    "        optimizer.zero_grad()\n",
    "        logits = model(input=context)\n",
    "        loss = loss_fn(logits, center)\n",
    "        epoch_loss += loss.item()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        progress_bar.update(1)\n",
    "    epoch_loss /= len(dataloader['train'])\n",
    "    running_loss.append(epoch_loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "519ce7bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "good ['great', 'today', 'one', 'happi', 'make', 'day', 'hope', '@user', 'go', 'friend'] \n",
      "\n",
      "father ['dad', 'day', '#fathersday', 'wish', 'love', 'happi', 'god', 'bihday', 'one', 'today'] \n",
      "\n",
      "school ['week', 'next', 'today', 'time', 'back', 'tomorrow', 'new', 'see', 'wait', 'first'] \n",
      "\n",
      "hate ['would', 'peopl', 'say', 'world', 'know', 'still', 'mani', 'someon', 'kill', 'much'] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "wordvecs_100_epochs = model.expand.weight.cpu().detach().numpy()\n",
    "dmat_100_epochs = get_distance_matrix(wordvecs_100_epochs, 'cosine')\n",
    "for word in tokens:\n",
    "    print(word, [t[1] for t in get_k_similar_words(word, dmat_100_epochs)], \"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e0ab7a9",
   "metadata": {},
   "source": [
    "<center>\n",
    "     <img src=\"https://raw.githubusercontent.com/DataForScience/Networks/master/data/D4Sci_logo_full.png\" alt=\"Data For Science, Inc\" align=\"center\" border=\"0\" width=300px> \n",
    "</center>"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "types_to_exclude": [
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