Baseline_TrainTestSplit.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "98e10b82",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import nltk\n",
    "import sklearn\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import csv, re\n",
    "import string\n",
    "import codecs\n",
    "from sklearn.model_selection import train_test_split\n",
    "from collections import Counter\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from spacy.lang.en import English\n",
    "from tqdm import tqdm\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import cross_val_score, KFold\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "import sklearn.metrics as metrics\n",
    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
    "import matplotlib.pyplot as plt\n",
    "import jsonlines\n",
    "import spacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "38503080",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load CSV data\n",
    "\n",
    "path_file= r\"/data/wcpr_mypersonality.csv\"\n",
    "df = pd.read_csv(path_file, encoding='latin-1')\n",
    "\n",
    "# Convert to jsonlines format\n",
    "with jsonlines.open('myPersonality.jsonl', 'w') as writer:\n",
    "    for _, row in df.iterrows():\n",
    "        writer.write(row.to_dict())\n",
    "        \n",
    "# Load jsonlines data\n",
    "data = []\n",
    "with jsonlines.open('myPersonality.jsonl', 'r') as reader:\n",
    "    for item in reader:\n",
    "        data.append(item)\n",
    "\n",
    "# Convert to DataFrame\n",
    "df = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "083b6e9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['#AUTHID', 'STATUS', 'sEXT', 'sNEU', 'sAGR', 'sCON', 'sOPN', 'cEXT',\n",
       "       'cNEU', 'cAGR', 'cCON', 'cOPN', 'DATE', 'NETWORKSIZE', 'BETWEENNESS',\n",
       "       'NBETWEENNESS', 'DENSITY', 'BROKERAGE', 'NBROKERAGE', 'TRANSITIVITY'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5dde9fbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import pandas as pd\n",
    "from io import StringIO\n",
    "\n",
    "def read_and_clean_lines(df):\n",
    "    print(\"\\nReading and cleaning text from dataframe\")\n",
    "    lines = []\n",
    "    neurotic_flags = []\n",
    "\n",
    "    csv_data = StringIO(df.to_csv(index=False))\n",
    "    reader = csv.reader(csv_data)\n",
    "    next(reader, None)\n",
    "    for row in reader:\n",
    "        lines.append(row[1])\n",
    "        neurotic_flags.append(row[8])\n",
    "\n",
    "    print(\"Read {} status posts.\".format(len(lines)))\n",
    "    print(\"Read {} labels\".format(len(neurotic_flags)))\n",
    "    return lines, neurotic_flags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d478fa36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Reading and cleaning text from dataframe\n",
      "Read 9917 status posts.\n",
      "Read 9917 labels\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(['likes the sound of thunder.',\n",
       "  \"is so sleepy it's not even funny that's she can't get to sleep.\",\n",
       "  \"is sore and wants the knot of muscles at the base of her neck to stop hurting. On the other hand, YAY I'M IN ILLINOIS! <3\",\n",
       "  'likes how the day sounds in this new song.',\n",
       "  'is home. <3',\n",
       "  'www.thejokerblogs.com',\n",
       "  'saw a nun zombie, and liked it. Also, *PROPNAME* + Tentacle!Man + Psychic Powers = GREAT Party.',\n",
       "  'is in Kentucky. 421 miles into her 1100 mile journey home.',\n",
       "  'was about to finish a digital painting before her tablet went haywire. Is now contemplating the many ways she wishes to exact her revenge on faulty technology.',\n",
       "  'is celebrating her new haircut by listening to swinger music and generally looking like a doofus.',\n",
       "  'has a crush on the Green Lantern.',\n",
       "  'has magic on the brain.',\n",
       "  'saw Transformers, Up, and Year One this week. Good movie overload. :D',\n",
       "  'Who wants to meet up on schedule pick-up day at Oviedo?',\n",
       "  'desires the thrill of inspiration. Also, money.',\n",
       "  'is going to bed at 9:30! Yeah!',\n",
       "  \"is reading, admiring her permit, and occasionally glancing at her ner McDonald's uniform.\",\n",
       "  'thinks intangibility should be an option in reality settings.',\n",
       "  'is tired. *PROPNAME*, let me go to sleep pl0x.',\n",
       "  'is discovering the many flavors of insomnia.',\n",
       "  'is watching cousin play computer game on televison box thing. Also, sleepy.',\n",
       "  \"Why is it I'm only getting the urge to draw when I have stuff to do for school? D;\",\n",
       "  \"Who'da thought a single text message could be enough to change my mind?\",\n",
       "  'wishes to develop a super power that prevents her from needing to sleep.',\n",
       "  'TELL ME WHAT TO DRAW, PLOX.',\n",
       "  'found a bunny, bunny died, buried bunny, now is drawing.',\n",
       "  '<3',\n",
       "  'is just about insane by now.',\n",
       "  'wants to sleep eight hours tonight. And so she shall.',\n",
       "  'really hates hormones and emotions right now. Well, has hated them a lot recently. Goodness.',\n",
       "  \"has a watch that matches her glasses. She wishes she hadn't spazzed with glee when she saw it in the store.\",\n",
       "  'loved 9! Allegory, symbolism, talking ragdolls, satire, and explosions! Yes!',\n",
       "  \"can't sit on her futon because she knows as soon as she does she'll lie down and pass out. Uncomfortable rolly desk chair it is. :(\",\n",
       "  \"should spend less time writing chapters for the story she'll never finish, and try reading more books. Preferably, during the daytime, and not at 3:00 AM.\",\n",
       "  \"is watching kid's cartoons and wishing she weren't so old.\",\n",
       "  'has work tomorrow, and hopes they teach her how to use the cash register. :D',\n",
       "  'is grateful she did most of her work during her wait for a ride home this afternoon and then during the Open House. Sleeeep, she beckons.',\n",
       "  'has a really confusing internal dilemma. She also wonders if anyone can guess what it is.',\n",
       "  'thinks she needs to stop leaving so many pictures half-done before getting new ideas.',\n",
       "  'has grown weary of drawing her paranoid, soldier//housewife Jynx character in comic form, and must thusly go to sleep to replenish her desire to work tirelessly on a mere audition.',\n",
       "  'is seeing 9 tonight... maybe?',\n",
       "  'is going to work on comics, then crash into her futon with all the love unconsciousness deserves.',\n",
       "  'WEEKEND. I LOVE YOU.',\n",
       "  'is listening to Relient K and thinking about plants, lawyers, and internships.',\n",
       "  'is drawing instead of homeworking. :| This is fun, but not good.',\n",
       "  'will sleep like a champion tonight.',\n",
       "  'dishes, webcomics, laziness, internal lack of disruption. Alright.',\n",
       "  \"wishes she weren't ticklish sometimes. Right now, though, is not one of those times. :)\",\n",
       "  'has a magical ceiling.',\n",
       "  \"went to bed early, slept in, and still feels like she hasn'tgotten a proper night's sleep.\",\n",
       "  'got taught how to use the register (<3!!!~), enjoyed (500) Days of Summer, and is looking forward to going to the beach Monday.',\n",
       "  'hates FML on principle.',\n",
       "  \"realizes traditional media hate her and has shunned her penvcils in favor of the tablet. That'll learn 'em.\",\n",
       "  'was all prepared to do her weekend homeowrk the morning it was due, but realized she left the necessary binder at school. FFFFFFFFFFFFF-',\n",
       "  'has early work blargedy-argdey-blah. Minimuuum waaaage, I looove youuu.',\n",
       "  'Far away // This ship has taken me so far away... Goshdarnit, Muse, stop being so awesome.',\n",
       "  'is a little excited to see the talent show.',\n",
       "  \"is tired. She would sleep, but there's a cat on her desk that requires supervision.\",\n",
       "  \"I don't hate you.// Well, you found me. Congratulations. Was it worth it?// The only thing you've managed to break so far is my heart.// This isn't brave. It's murder.// What did I ever do to you?// You don't care, do you.// Please proceed to Andorid Hell.\",\n",
       "  'needs a stupid, fluffy book to read inbetween experiences of normalcy.',\n",
       "  'will be up very late so she can ride with her dad to the airport to pick up her mamacita from a (as of now) 11:20 PM landing in from Illinois.',\n",
       "  'IS IN COMPLETE LOVE WITH THE BLACKBERRY HER MOM JUST SURPRISED HER WITH. AND YES. SHE IS SO EXCITED, THAT CAPS ARE COMPLETELY NECESSARY. <3 <3 <3 <3 <3<3',\n",
       "  'is looking forward to early January. Not the birthday per se, but the potential to meet a good friend. :)',\n",
       "  \"needs to stop listening to her normal playlist if she wants to stop waking up feeling like she's missed something big.\",\n",
       "  \"spews toxic gas into your personal air bubble. It's super effective!\",\n",
       "  \"has a comfortably comfy and mildly oversized cotton jacket from Wal*Mart. Yay, it's so soft. <3 <3 <3\",\n",
       "  'thinks Oviedo play was awesome (as it should be. Sleep, though-- she beckons sweetly with the promise of dreams and pillow-related comfort. Night all.',\n",
       "  'just made a nucketful of cookies and a bunch of baked fries. :) Yes, I am awesome.',\n",
       "  'has made more cookies, as well as a bunch of croissants for breakfast and piggies in various blankets for tomorrow afternoon. Despite the late//early hour, this is only further awesomeness.',\n",
       "  'has a fair idea of how to manage the 2.5 kids cliche... She just needs a very strong gentleman named *PROPNAME* and thriteen wet napkins.',\n",
       "  'saw Up. Also saw two Chuck Norris movies. FFFFFFFFFFFF- WEIRDEST MIX EVER.',\n",
       "  'has an Autobot lunchbox, and can therefore die happy now. :) In other news, she has also spent the last three hours on an off reading a webcomic that started in 1999.',\n",
       "  ', in the post office, with the long-overdue copy of Photoshop for a friend. I win at the game of Clue.',\n",
       "  'Clakclakclak rawrrrrr mel haxxxxxx RWRRRRRRRR LOLZLOLZLOLZLOLZ IM SO HOOD PUNK STOOPID YO',\n",
       "  'We are not who you think we are. We are Golden.',\n",
       "  'I am a lumberjack with a Castro Hat.',\n",
       "  \"The day you wake up and realize you've just slept twelve hours and still want to sleep some more is the day you need to get back on a regular sleeping schedule.\",\n",
       "  \"actually doesn't mind coloring with markers as much as she thought. Yay for coloring vividly creepy villainesses! :D\",\n",
       "  \"thinks maybe singing along with the radio during most of the eight-hour ride home didn't help her throat//cough//chestcold thingvery much.\",\n",
       "  'drove to a gas station. Number of times sent into a panic behind the wheel: 6. I hate 40 mph zones. D;',\n",
       "  'A Great New Year to everybody. :) <3 Make the best of everything you see, and never let the bad stuff keep you down for long!',\n",
       "  'has 48 hours to do pretty much all her break work, clean her room, do the dishes, rearrange the furniture in her room, and practive drop spins maybe a dozen more times. XD Why not, right?',\n",
       "  'is open to requests.',\n",
       "  'is frankly at a loss as far as her current internal project.',\n",
       "  'is gonna stay awake all night. Then I should be able to just pass out at 9 PM tomorrow (today).',\n",
       "  \"can't sleep. Remedies?\",\n",
       "  'Why are the people I want to talk to never online when I am?',\n",
       "  'needs to stop stressing over her personal stuff. Homework beckons with a bejeweled, smirking claw, and I must answer, tethered by iron to the responsibilities of real life.',\n",
       "  'is in love with her hair today. <3',\n",
       "  'was right. :) Today was pretty much fantastic, all around.',\n",
       "  'feels tomorrow will be a busy and very nice day. :)',\n",
       "  'is in the last day of her two-day mad dash to finish. Can she get all her work done it time???',\n",
       "  'Is it a problem if my main reason to come to Facebook now is to join groups and become a fan of things?',\n",
       "  \"had a three hour nap this afternoon and can't sleep because of it.\",\n",
       "  'My dogs are so hood.',\n",
       "  'is on a roll; one short of a turkey, now.',\n",
       "  \"can't breathe and feels like her insides are clawing their way out through her belly button. I hate pain.\",\n",
       "  \"is reflecting on it and is actually very happy she's not in IB right now.\",\n",
       "  \"has her class ring in with it's changes! Whoop whoop! <3 :D\",\n",
       "  'KISS. KISS. LICK. <3',\n",
       "  'is too lazy to put her stuff back in order. Maybe tomorrow.',\n",
       "  'has a serious crush on *PROPNAME*. <3',\n",
       "  'has bed bugs..... ewwwww!',\n",
       "  'and mosquito bites',\n",
       "  'Mondays are the new thursdays- anthony bourdain + *PROPNAME*  = forgetting your financial troubles',\n",
       "  'is annoyed with herself',\n",
       "  'is not turning on her cell at the moment, or for the next few days- dont take it personally.',\n",
       "  'Is trying to figure out everything.....',\n",
       "  'wants no more friend or exboyfriend drama drama',\n",
       "  'is out for the count',\n",
       "  'Its the little things in life- fresh flowers, katie ion, netflix instant movies',\n",
       "  'is bummed the instant movie didnt pull through',\n",
       "  'wants to go to paris. anyone care to accompany me?',\n",
       "  'one minute at a time',\n",
       "  'Loves avoiding burning a whole in her pocket. Lesportsac purses and DVD overload.',\n",
       "  \"really hates California's economy right now\",\n",
       "  'I lost.....my ex is in a relationship before me',\n",
       "  'Is having a great day so far, thanks to santa paula noon meetings. and my mom.',\n",
       "  \"is *PROPNAME*'s bestbian\",\n",
       "  'misses the ability to drive',\n",
       "  'Mi familia de la cuidad de mexico esta aqui! Necesito que practicar mi espanol.',\n",
       "  'Is wearing red lipstick, watching movies, hot boys, and her mother screech at the family dog..... \"random\" doesnt even begin to describe this scene',\n",
       "  'anthony bourdain bliss',\n",
       "  'Turbo tax tried charging me $140 dollars to process my taxes. my mom did it for free. fuck you turbo tax and thanks mom for saving the day.',\n",
       "  'is on her way up north to face her judgement',\n",
       "  'Target is my savior- sandals, dresses and shirts, oh my!',\n",
       "  'is slightly smitten with the phoenix family. its weird, i know.',\n",
       "  'is hoping to finally get a break tomorrow!',\n",
       "  'rhinanna is just getting crazier and crazier. or more stupid.',\n",
       "  'feels like a bum without legs',\n",
       "  'Having a job again is weird, but welcome.',\n",
       "  'is 3 years to go',\n",
       "  's electronics are giving out.',\n",
       "  'is celebrating her 90th day with dieting and work whahooo! not.',\n",
       "  \"is in love with her new black peacoat. Who else is pumped it's fall?\",\n",
       "  \"is sick in an way she's never been physically sick before. feels like a hangover mixed with the flu mixed with weakness and nausea\",\n",
       "  \"hates the business that is the United States' healthcare system\",\n",
       "  \"thinks Rhianna's Italian Vogue photoshoot is in bad taste and inappropriate. yuck.\",\n",
       "  'is excited for NBC thursdays- especially excited for community',\n",
       "  'is in love with *PROPNAME*.',\n",
       "  '\"La Vie En Rose\"- there are no words. Absolutely brilliant, honest, and beautiful movie.',\n",
       "  'is flashing lights kanye style',\n",
       "  'i got a break! a $3000 healthcare break! whoooooo',\n",
       "  'is actually going to see someone besides my mother on my day off. No offense mom. U r fabulous but im turning into a 13-year-old not-out-of-the-closet-yet gay man by the amount of time i spend with you.',\n",
       "  'ARGGGGGGGGGGGGG!!!!!!!',\n",
       "  'true blood is getting me in the halloween spirit. damn, bill is hot.',\n",
       "  'michael scott dancing in the booze cruise episode is really entertaining to me right now.',\n",
       "  'the office, cleaning, and hanging con mi madre are my drugs of choice this evening',\n",
       "  'RIP Prague nights Fall semester 2007',\n",
       "  'needs a hot hair cut. anyone know where i can get a fierce one for under 50 in vc?',\n",
       "  'wants to know when she became a single 35-year-old lady. Tonight I visited a dating site and watched \"accidentally on purpose\" and felt for the characters. seriously?!',\n",
       "  'is ready for her day off',\n",
       "  'life is looking up',\n",
       "  'is excited to kick it old school with an old friend in a new place',\n",
       "  \"why does netflix need me to have at least 6 dvds in my queue? i think 5 is quite enough, thank you gluttonous 'merica.\",\n",
       "  'is rediscovering her love for bjork',\n",
       "  \"money, teeth cleaning, g-ma's, bus, top secret errand, target, rodarte dress for $40(!!!), some warm and comfy- themed xmas shopping, spending time with mom, coffee, sephora.com, the office, stepping outside and forgetting how cold it gets without proper coverage- productive and selfindulgent bliss. not a bad day off.\",\n",
       "  'wants to find a way to san fran after the new year',\n",
       "  'is in love. With *PROPNAME*.',\n",
       "  'is going to start using disposable cameras again- she agrees with stephanie that the anticipation of not knowing what will show up is very missed',\n",
       "  'thank you to everyone who sent me fb love and made my birthday more special than i could ever have imagined. im sooooooo lucky to have so many great souls in my life.',\n",
       "  'is very excite for today and this weekend.',\n",
       "  'its a beautiful fall day in southern california.',\n",
       "  's g-ma is the coolest',\n",
       "  \"wishes she was moving on up in the world. but at least she has ja'mie to get her through it.\",\n",
       "  'Today is my 2 month birthday!',\n",
       "  'intervention- heroine and xanax and crack- oh my.',\n",
       "  'is having a bad day. not even target, shoes, nor a good guacamole carls jr. burger could bring me up.',\n",
       "  \"summer heights high. ja'mie, jonah, and mr. g. im hooked on chris lilley.\",\n",
       "  'Um, amy poehler is rocking my world right now. seriously, the bad date rant was HYSTERICAL. tivo that shit. and by that shit, i mean parks and recreation.',\n",
       "  \"Ten Movies to Watch Right Now (and some you can Instant Netflix) 1. La Vie En Rose 2. Shrink (if you love LA) 3. Paris Je'taime (if you love Paris) 3. Clay Pidgeons (*PROPNAME* is priceless) 4. Quills 5. Away We Go 6. Sunshine Cleaning 7. A League of Their Own 8. Smart People (I Heart *PROPNAME*'s Page and SJP) 9. Frost//Nixon 10. Doubt\",\n",
       "  \"is stuck on Band-Aid brand, cuz Band-Aid's stuck on me!\",\n",
       "  'Just going to grab some raw fish................',\n",
       "  'saw HP6... funny, lots of awesome awkward silences, but the scriptwriter needs to have his fingers broken. Not only did they achieve new and improved levels of editing important plot elements out, but they are getting increasingly more creative with the n',\n",
       "  'Need to re-learn my patterns again... awesome...',\n",
       "  'FREE SLURPEE DAY!!!',\n",
       "  'has GOT to stop waking up at 1pm...',\n",
       "  'is not feeling exactly top-notch...',\n",
       "  'will have too many notifications at the next log in...',\n",
       "  'First day of school done! finances are going to be the end of me...',\n",
       "  'is tired and for some reason is looking forward to classes starting...',\n",
       "  '2 months of hell yet again... FML',\n",
       "  'got to play with fire in front of a crowd... YAY!!!',\n",
       "  'is in love with Ren Fest...',\n",
       "  '3 DAYS!!!!!!!!!!!!!',\n",
       "  'What a great day!!!',\n",
       "  'loves the Pirate English version of Facebook!!!',\n",
       "  'has a choice...',\n",
       "  '2 DAYS!!!!!!!!!!!!!!!',\n",
       "  'Ren Fest with rain - Still good!!!',\n",
       "  'kindly thanks everyone who wished him a happy birthday!',\n",
       "  'finance class :(',\n",
       "  'GETS TO SLEEP TONIGHT!!!!!!!!!',\n",
       "  '3 HOURS LEFT!!!!!!!!!!',\n",
       "  \"As much as I like our family's mechanic, I really wish we'd stop giving him so much business... :(\",\n",
       "  'is dying!!! HEEEEELPPPPP!!!!!',\n",
       "  'Saturday was easily one of the best days of my entire LIFE!!!',\n",
       "  'feeling slightly better...',\n",
       "  \"I've done it - i procrastinated enough by playing Bejeweled Blitz to cause it to go offline. MLIA\",\n",
       "  'is potentially going to be pulling an all-nighter. feel free to txt to keep me entertained//awake...',\n",
       "  ':))))))))',\n",
       "  \"finally caught up on sleep :D now off to rake more leaves and then lose sleep yet again while studying accounting - call me if ur bored, i'll be up late...\",\n",
       "  'ATTENTION EVERYONE!!! Vote for the short \"AFTER HOURS\" to support *PROPNAME* - our local Michigan talent and a wonderful person. Repost please!!! http:////www.thirteen.org//sites//reel13//category//vote//',\n",
       "  'is looking forward to eating his body weight tomorrow :)',\n",
       "  \"Yesterday after school, I got bored and decided to go into the backyard and play with my slingshot. I didn't have any ammo, so I just used peanuts and shot them at trees. I decided to shoot at one really far away. Out of nowhere, a squirrel leaped out of a tree, intercepted the peanut, landed on another tree, ate the peanut, gave me what looked like a thumbs-up, and ran away. Ninja squirrel, you amaze me. MLIA.\",\n",
       "  'would love to sleep, but *PROPNAME* writes too damn well!!!',\n",
       "  'is rather looking forward to the holidays because of his potential whereabouts during that...',\n",
       "  'gets overly excited when pressing the wrong buttons on the keyboard causes the discovery of a new shortcut :)',\n",
       "  'considers himself to be one of the luckiest men EVER!!! ^_^',\n",
       "  'WOW!!! I just spent 20 minutes reading just this one strip... http:////xkcd.com//657//',\n",
       "  \"can't handle reading any more crap about Barbies and other competing brand dolls!!! This is ridiculous - the only thing making me feel a little more manly is the beer in my hand...\",\n",
       "  'acquired 6 brothers and sisters today...',\n",
       "  '4 school days left until winter break!!! YAY!!!',\n",
       "  'will probably be up all night - feel free to txt or chat...',\n",
       "  'LMAO: (512): you kept spraying the cat with water and then telling it to \"man up\" when it cried',\n",
       "  'listening to some VERY odd combinations of music and blames the late hour for it...',\n",
       "  'wishes it was December 17th sooner :(',\n",
       "  \"cannot wait to pass out - too bad that's not gonna happen til friday night...\",\n",
       "  \"gonna be at the library til late, then at the Prez's house even later. txt or facebook if need anything - call if being killed...\",\n",
       "  'well.... expected returns are like \"oh, it\\'s just you...\" but unexpected returns are like \"WHOA!!!\"',\n",
       "  \"can't believe how much food and beverages were consumed last night...\",\n",
       "  'SNOW!!!',\n",
       "  \"stupid people are stupid and Beverly Hills Police is at it's best as usual... ( *PROPNAME* needs to call me!!!)\",\n",
       "  'EPIC:  Today while walking on campus I saw three people riding a motorized couch.  Random?  MLIA.',\n",
       "  'is excited for relaxing a little bit tonight :)',\n",
       "  'got home today. Up north was GREAT!!!',\n",
       "  \"can't wait til thursday... <3\",\n",
       "  'Happy New Year, Facebook denizens!!!',\n",
       "  'apparently the mysterious \"*PROPNAME*\", who allegedly works for my company decided to order more stuff for me from some office supply company. I\\'m supposed to get 4 more packages tomorrow... hmmmm.... i almost have enough to build an epic fort!!!',\n",
       "  'MLIG!!!',\n",
       "  \"can't wait til thursday again... <3\",\n",
       "  'being fancy is fun...',\n",
       "  'OMG!!! THE SUN IS TOOOO LOUD!!!!!!!!',\n",
       "  'second half of the day got snowed in - gonna take a nap and then be productive :)',\n",
       "  \"just had the most amazing weekend: 3rd Dan test went well, everyone passed with flying colors. Valentine's day was spent well in the company of the best girlfriend in the world - *PROPNAME*. What more could I ask for? p.s. Thank you to everyone who could make it out to Novi to watch me test or to celebrate at the banquet afterward - it really means a lot to me.\",\n",
       "  \"just had the most amazing weekend: 3rd Dan test went well, everyone passed with flying colors. Valentine's day was spent well in the company of the best girlfriend in the world - *PROPNAME*. What more could I ask for?\",\n",
       "  'Back from vacation and tired',\n",
       "  'Its a good night for fishing.',\n",
       "  'Damn close game on Monday. My Dolphins almost pulled it off!',\n",
       "  'It was a close one! But a W is a W, GO DOLPHINS!',\n",
       "  'Sick as shit.',\n",
       "  'HAPPY VETERANS DAY!!! Thank a veteran dammit!',\n",
       "  'How about thems steelers?',\n",
       "  'Done with Finals',\n",
       "  'Passed the PRAXIS',\n",
       "  'Nicel little test for *PROPNAME*!! Way to show them *PROPNAME* how to play PRO football!!',\n",
       "  'had a great day at church...',\n",
       "  \"so not a day for work... good thing I'm working nights this week... :D\",\n",
       "  'transformers watched....',\n",
       "  'is living life one day at a time',\n",
       "  'just watched an episode of locked up abroad... dont take your freedom for granted people... its a blessing...',\n",
       "  'is going to die to self',\n",
       "  'is happy for his gf. Congrats babe, I knew you could do it!!',\n",
       "  'In contemplation mode...',\n",
       "  'Jesus said to love others as you love yourself... So FIRST you have to love yourself!!',\n",
       "  'is trying to fight it off',\n",
       "  'is doing to die to self...',\n",
       "  'had a great weekend with her... we have to do that again babe...',\n",
       "  'is kinda having a rough morning... but its looking up...',\n",
       "  'is worn and battle weary... but i refuse to give up...',\n",
       "  'Today is another day. You dont get better by making a right choice once. You get better by making the right choice... everyday... over and over again...',\n",
       "  'is learning... constantly',\n",
       "  'first time in a long time... I feel like writing...',\n",
       "  'is at an interesting stage in his life...',\n",
       "  'is sick.',\n",
       "  'is...',\n",
       "  'is etching closer to becoming stir crazy..',\n",
       "  'is back home... sleepy but cant sleep just yet...',\n",
       "  'needs to tie up loose ends...',\n",
       "  'is going to sleep... soon',\n",
       "  'has had an interesting start to saturday',\n",
       "  'is transitioning',\n",
       "  'had a great night',\n",
       "  'is going to spend some time with her...',\n",
       "  'has tied up one loose end... feels lighter already',\n",
       "  'is still patiently waiting for 9',\n",
       "  'bye fb',\n",
       "  'is sick',\n",
       "  'After a slight rebuild... Betsy 2.0 lives to surf the net again!!',\n",
       "  'Merry Christmas people!!!',\n",
       "  'feels loved and appreciated...',\n",
       "  'had a wonderful night with family and friends... the night cap was wonderful though... WEEEEE!! I got my shirt!!!',\n",
       "  'is celebrating with her...',\n",
       "  'Celebrating 1 year...',\n",
       "  'is smiling',\n",
       "  \"There can be no complaints from the Arsenal fans about today's results... wunna get wash off...\",\n",
       "  \"I have no excuses, least of all for God.  Like all tyrants, he is not worthy of the spit you would waste on negotiations.  The deal we have is infinitely simpler--i don't call him to account, and he extends me the same courtesy...\",\n",
       "  'Back',\n",
       "  'Rip open the diseased heart of a corporation and what spills out? -On people',\n",
       "  \"You're wicked overseer\",\n",
       "  '\"Keep government away from my medicare!\"  As good a summary of American politics as one is likely to get these days.',\n",
       "  'Turn your lamp down low.',\n",
       "  'HOLY. FUCK. http:////www.youtube.com//watch?v=yPJgZd7fRPs',\n",
       "  '\"What\\'s brown and rhymes with Snoop?\" \"Dr. Dre?\" \"Fuck you, Carl.\"',\n",
       "  '\"We operate by consensus.\" \"What if the Americans object?\" \"We don\\'t operate.\"',\n",
       "  'The only fear I have, Is my failure to adhear his path',\n",
       "  'That, ladies and gentlemen, was a season opener.',\n",
       "  'Things that are irritating: Microsoft excel.',\n",
       "  'The best way to describe *PROPNAME* is as an IRL troll.',\n",
       "  'Record so hard it broke the needle.',\n",
       "  \"Even when it's free it ain't cheap.\",\n",
       "  '\"I find it absolutely appalling that anyone could believe that political affiliation would be used to determine who receives medical treatment. That\\'s what race and socioeconomic standing are for.\"',\n",
       "  'Thanks folks.',\n",
       "  'What the fuck, Steelers?',\n",
       "  'In other news, the Steelers 4th quarter is the most depressing thing of all time.',\n",
       "  'Suppose you were an idiot. And suppose you were a member of congress. But I repeat myself.',\n",
       "  'Bush was a symptom, not a cause.',\n",
       "  'The bridge is over?',\n",
       "  \"Fuckin' *PROPNAME*\",\n",
       "  'Speech is my hammer',\n",
       "  '[The \"liberal media\"] love to be denounced from the right, and the right loves to denounce them, because that makes them look like courageous defenders of freedom and independence while, in fact, they are imposing all of the presuppositions of the propaganda system.-Chomsky',\n",
       "  'Stop the violence and start the revolution-Talib',\n",
       "  'When I give food to the poor, they call me a saint.  When I ask why the poor have no food, they call me a communist.-*PROPNAME*',\n",
       "  'The best argument against democracy is a five-minute conversation with the average voter.',\n",
       "  \"What I didn't want: more characters on Heroes.\",\n",
       "  'And until peoples learn to spot the fanning of mass emotions and the sowing of bitterness, suspicion, and intolerance as crimes in themselves - as perhaps the greatest disservice that can be done to the cause of popular government - this sort of thing will continue to occur.',\n",
       "  'Thank you, *PROPNAME*, for still being on the ballot so that stupid people could vote for you.',\n",
       "  '\"How impious is the title of sacred majesty applied to a worm, who in the midst of his splendor is crumbling into dust!\"-*PROPNAME*.  They don\\'t make writers like they used to.',\n",
       "  '\"Fuck you, dolphin!\"',\n",
       "  'YANKEES WOOOO',\n",
       "  '\"Necessity is the plea for every infringement of human freedom. It is the argument of tyrants; it is the creed of slaves.\" - *PROPNAME*',\n",
       "  'Steelers!',\n",
       "  '\"Britain\\'s desire to be a big player on the world stage has delivered huge benefits including being dragged into a series of catastrophic wars with America\\'s throbbing tumescence lodged firmly at the back of our throat, while at the same time being unable to afford decent roads, railways, schools and hospitals. It\\'s what we call a \\'win-win\\'.\"',\n",
       "  'My fucking computer got a virus.  Incredible.',\n",
       "  'I have to quit drinking diet coke.  Much sadness and headaches.',\n",
       "  'All aboard the U.S.S. Rational Basis.',\n",
       "  'Restoration! or, why LTS is incredible.',\n",
       "  'Why do you insist that the human genetic code is \"sacred\" or \"taboo\"? It is a chemical process and nothing more. For that matter -we- are chemical processes and nothing more. If you deny yourself a useful tool simply because it reminds you uncomfortably of your mortality, you have uselessly and pointlessly crippled yourself. Chairman *PROPNAME*, \"Looking God in the Eye\"',\n",
       "  'Spit so hard that it oughta be a crime',\n",
       "  'Spit it so hard it oughta be a crime.',\n",
       "  'Fucking *PROPNAME*.',\n",
       "  'The mind of a child is where the revolution begins.',\n",
       "  'Kansas City Chiefs over Pittsburgh Steelers, 27-24.  Disgrace.',\n",
       "  'I found my actual WEP key!!!!',\n",
       "  'Classes over!  Home in a week.',\n",
       "  'FUCK. YES.',\n",
       "  '\"We\\'re supposed to call it H1N1.\" \"I refuse to back down to pig farmers.  Not today, not ever.\"',\n",
       "  'Kill them all.  God will recognize his own.-*PROPNAME*',\n",
       "  \"Face the facts. Then act on them. It's the only mantra I know, the only doctrine I have to offer you, and it's harder than you'd think, because I swear humans seem hardwired to do anything but. Face the facts. Don't pray, don't wish, don't buy into centuries-old dogma and dead rhetoric. Don't give in to your conditioning or your visions or your fucked-up sense of... whatever. FACE THE FACTS. THEN act.\",\n",
       "  'Stability means we run it. There are countries that are very stable. Cuba is stable, but that\\x92s not called stability.',\n",
       "  'Avatar: Best Picture',\n",
       "  'WOW New Orleans.',\n",
       "  \"Now bamboo thinks it's wood, and that pisses me off.\",\n",
       "  'I PASSED STATS MOTHERFUCKER!!!!',\n",
       "  'Hey, it actually is December.',\n",
       "  'And then, I got food poisoning.',\n",
       "  \"Show me a completely smooth operation and I'll show you a cover up. Real boats rock. -*PROPNAME*\",\n",
       "  'If I see another king, I think I shall bite him.-*PROPNAME*.',\n",
       "  'Rule of the Great:    When people you greatly admire appear to be thinking deep thoughts, they are probably thinking about lunch.',\n",
       "  '\"We rule by consensus.\" \"What if the Americans object?\" \"We don\\'t operate.\"',\n",
       "  '\"Libertarianism is just anarchism for rich people.\"',\n",
       "  'Progress is made by lazy men looking for easier ways to do things.-Heinlein',\n",
       "  '\"No one lets charms in the vehicle in the entire United States Marine Corps.\"',\n",
       "  'R.I.P. *PROPNAME*.',\n",
       "  'I didn\\'t know this, but *PROPNAME* is apparently a Hebrew name that means \"The Lord Remembers,\" which is basically incredible.',\n",
       "  \"LET'S GO LIONS\",\n",
       "  '*PROPNAME* was ejected from the New York State Senate, which is good, because he slashed his girlfriend with a knife.',\n",
       "  'Good work, Golden Globes.',\n",
       "  \"It's the prophet versus them profits all the time.\",\n",
       "  'Four day camping trip!!! Holy Crap! this is going to be fun...',\n",
       "  'How do i change my name??',\n",
       "  'things just got really complicated',\n",
       "  'Im back and sunburned bad... ill just have to live with it i guess.',\n",
       "  'bored to tears... well not literally but... im still bored!',\n",
       "  'Whats on MY mind........ well hopefully the top of my head.....',\n",
       "  'happy fourth everyone',\n",
       "  'is still doing nothing all summer',\n",
       "  'The first day of school was SSLOOOOOWW...... hopefuly it will get better as the year gos on',\n",
       "  'FOOTBALL!!!!! first scrimmage today! its gonna be awesome!!!',\n",
       "  'I think its fun to run circles around someone while they are running and even better if the get tired first!',\n",
       "  'I think its fun to run circles around someone while they are running... and its even better if they get tired first!',\n",
       "  'What can one do when one is bored?',\n",
       "  \"Can't wait for fair bowl!\",\n",
       "  'We won 35 to 34! Close but still a win!!!',\n",
       "  \"Haha! You can't say im a bored person all the time..... i had a great weekend!\",\n",
       "  'Im so boreded again.......',\n",
       "  'having fun at school....... hmmm....... nvm',\n",
       "  'its snowing this morning........                  is that supposed to happen??',\n",
       "  \"Can't wait for friday! (football game)\",\n",
       "  'liked the greenhand conference and enjoyed watching volleyball woop butt today.....',\n",
       "  'Im so bored!!!',\n",
       "  'is awesomely cool!!!',\n",
       "  'Homecoming was awesome! i loved getting that tackle!! i wanna play again.....',\n",
       "  'im so bored today..... im always bored... i dont know why... hmmm',\n",
       "  'How do I change my FACEBOOK user name',\n",
       "  'Cant wait for Friday!',\n",
       "  'there were some scary people today... *whispers (opposite sex day)*',\n",
       "  'What a great life i have... first my nose... now my fricken hand!',\n",
       "  'UGH! another game lost..... We need to work as a team!',\n",
       "  \"Basketball is fun but we've lost two games and won two\",\n",
       "  'lost another game... but Dang!! was it close',\n",
       "  'new status time... now what should i put... oh well',\n",
       "  'will be completely honest for the next 24 hours....you can ask me one question (only in my inbox)....any question no matter how crazy or wrong it is....but you can only ask me one question!!!! you will have my full honesty....but i dare you to put this as your status too and see what questions you get !!! :) x This should be interesting.',\n",
       "  'AH! i hate being sick..... now i have to go to school tomorrow..... (hate that to)',\n",
       "  'will be completely honest for the next 24 hours....you can ask me one question (only in my inbox)....any question no matter how crazy or wrong it is....but you can only ask me one question!!!! you will have my full honesty....but i dare you to put this as your status too and see what questions you get !!! :) x This should be interesting.',\n",
       "  \"Dragons ignored human names when they didnt't like the bearer.\",\n",
       "  'fie! Time, Inc. has blocked gchat... does this mean I have to be productive now?',\n",
       "  'is in search of the perfect margarita... :)',\n",
       "  'I was sitting at LaGuardia, wondering why my flight was delayed, and then I saw on the TV that there had been a bomb threat and evacuation earlier today... lucky meeee',\n",
       "  'do i have to take out my nose ring and join the corporate world?',\n",
       "  'just spent the last hour looking at photos from junior abroad in london, and is dying to go back',\n",
       "  'hmmm i better not fail my pass//fail...',\n",
       "  'is struggling :( :( :( :( :(',\n",
       "  'ewww 33\" of snow... apparently the most at one time since 1969!',\n",
       "  'LAW SCHOOL IS TOO HARD!',\n",
       "  'thanks everyone, but i decided to get younger this year... :)',\n",
       "  'is at work! >.<',\n",
       "  \"hopes that transformers isn't sold out!\",\n",
       "  'is going to the mellow mushroom after work at 8.',\n",
       "  'must be insane for starting a twitter account',\n",
       "  \"Hates *PROPNAME* for starting her on this damn farm town app.  You all must stert playing now and give me gifts! And mafia wars too. FML I'm a loser.\",\n",
       "  'la la la la!',\n",
       "  'Hello, to high and dry.',\n",
       "  'is in the Bluff!',\n",
       "  'loves the gorilla face!',\n",
       "  \"This is my face Covered in freckles With the occasional spot and some veins This is my body Covered in skin And not all of it you can see And, this, is my mind It goes over and over The same old lines And, this, is my brain It's torturous analytical thoug\",\n",
       "  '*PROPNAME* comes back tonight!!! YAAAAAYYYY!!!!!!',\n",
       "  \"is ready for school to start back... summer sucks when you aren't actually on vacation\",\n",
       "  \"realizes that she has friends on Facebook that she doesn't remember how she met... is that wrong? Discuss:\",\n",
       "  'is reading Master and Fool, the convoluted finally to The Book of Words trillogy, in between playing stupid facebook apps... Such a Nerd. >.<',\n",
       "  \"is creating a LinkedIn account, as if she didn't already have too many networking accounts to keep track of!\",\n",
       "  \"I, I'm thinking it's a sign That the freckles in our eyes Are mirror images, and when we kiss They're perfectly aligned And I have to speculate That God himself did make Us into corresponding shapes Like puzzle pieces from the clay\",\n",
       "  'is at work... yay.',\n",
       "  'thinks she will keep this as her profile pic until those tan lines fade, if that ever happens.',\n",
       "  'is stressed... but has great tickets for the game! row 1 baby! Woot!',\n",
       "  'got a jersy from *PROPNAME*, a clean car from her mother, and a free portfolio from her sister! Not too shabby for the unexciting 22nd birthday. :D Thank you everyone!',\n",
       "  \"dealing with crazy people all day... A&A ppl: don't forget the lecture tonight! Not sure what it is about though... :P\",\n",
       "  '>.<',\n",
       "  'absolutely hates AutoCAD.  Why am I still in architecture?',\n",
       "  'Come on UT: We need a touchdown!',\n",
       "  'is blah blah blah....but... TGIF!!! Happy weekend everyone!!!',\n",
       "  'GODDAMNIT!!!! FUCK YOU LINCOLN!!! Kick HIGHER! And the guy took off his helmit! We should have had a re-kick! What BS is this? AAAARRRRG!!!!!!',\n",
       "  'I just realized that the song \"All I wanna do is make love to you\" by Heart is about a woman picking up a stranger and seducing him in order to get a child... Wha?',\n",
       "  'GAAAARRRG!!!',\n",
       "  'would like to bash her head against a concrete wall.',\n",
       "  \"will be in knoxville for break. >.<'\",\n",
       "  'a;lkdhoarjenfpreoijn',\n",
       "  'will post some Halloween pictures... eventually.',\n",
       "  \"has come to the realization that I hate Architecture. Hate it. Integrations is the worst experience ever. I'll be happy passing with a C.\",\n",
       "  \"hopes to have her drawings finished in exactly one week from now... let's see how THAT works out...\",\n",
       "  '...?',\n",
       "  'is inactive.',\n",
       "  \"is upset.  *PROPNAME* ditched our appointment I made, after I waited in the office for about an hour, and now I'll probably never get to talk to her.  I wish she'd actually do her job in stead of taking 5 hour lunch breaks then leaving early.... Bitch.\",\n",
       "  'is hungry.',\n",
       "  'needs to suck it up.',\n",
       "  \"Due to a lack of anyone being interested in my life updates, I will write here and delude myself that someone wiill read it later and actually care...  Got a new phone yesterday: a Palm treo.  Had to pay $30 a mo extra to use it, but now I'll be able to use the interwebz while in White Bluff.  30 dollars is a fair price to put on cabin fever prevention. Maybe I should Tweet this too. :P\",\n",
       "  '*PROPNAME* made it up to me today... after I waited for her for a half hour past our appointment time. Sheesh. But *PROPNAME* was awesome enough to let me have some hot chocolate :)',\n",
       "  'is in Knoxilla for a few days. Trying to get this Germany thing settled. Still. Garg!',\n",
       "  'just got skype. name: ljacocke',\n",
       "  'On her way to NOLA!',\n",
       "  'Studying is cramping my style...',\n",
       "  \"Everyone should listen to Funhouse...best record I've heard in a long time!\",\n",
       "  'Wishing the lovely *PROPNAME* a Happy Birthday!',\n",
       "  'Will be working for OCB two months from now! I cannot wait!',\n",
       "  \"Cannot believe the court is allowing the press to publish photos of MJ's kids....\",\n",
       "  'moving back to NOLA on the first...so little time',\n",
       "  'Wishing all of her friend the best of luck on the Louisian Bar Exam!',\n",
       "  \"The Law Graduates Prayer: God...if it's not too much to ask... May I pass the bar?\",\n",
       "  'Excited to see *PROPNAME* and *PROPNAME* tonight, run *PROPNAME*, and see the weight fall off my butt!',\n",
       "  'At Rue',\n",
       "  'Counting down the days till NOLA!',\n",
       "  'Had an awesome fourth of July',\n",
       "  '5 days, until I leave Waco FOREVER!!!!!!!!!!!!!!!',\n",
       "  'Finally going to get the car washed tomorrow!',\n",
       "  'Scared of PC III and the bar...',\n",
       "  'hopin and prayin',\n",
       "  'Cannot believe it is Wednesday already!',\n",
       "  'Never getting gas before work again...',\n",
       "  'Hoping to get out of her driveway.',\n",
       "  'Cannot wait to see *PROPNAME* today!',\n",
       "  \"It's a hershey's day\",\n",
       "  \"WHO 'DAT!\",\n",
       "  'Takes home more from her monthly salary then she realized!',\n",
       "  'GE = finally recovering...thank you jesus!',\n",
       "  'working',\n",
       "  'Gettin ready for tommorrow!',\n",
       "  \"Getting her Bar application together...yes, it's that time of year again!\",\n",
       "  'is going on a deposition, my first real one with OCB!',\n",
       "  \"Most disgusting statistic I've ever heard: AVG NYC Model = 5'10, 110lbs....\",\n",
       "  'Stuyding for the MPRE!',\n",
       "  'is a busy bee',\n",
       "  'Had a great time seeing everyone at OCB today!',\n",
       "  'Excited to see that every stock in her portfolio outperformed market expectations!',\n",
       "  'Torture= watching *PROPNAME* and *PROPNAME* stock the pantry 15 minutes after I decide to get serious about this diet...',\n",
       "  'icky feeling = gone. Back to prancing through the office with a smile, and my usual excessive energy//need for adventure!',\n",
       "  'a very happy girl!',\n",
       "  'Rain is ruining my plans...',\n",
       "  \"best boss's lunch ever!\",\n",
       "  'phone = dead; chat with me here',\n",
       "  \"Apparently applied to law school at Depaul today...at least that's what they tell me...\",\n",
       "  \"Only 9 more pounds... why won't they go away?\",\n",
       "  'In our personal and professional lives, we are constantly hit with one adversity after the other, most of which we have no control over. But the four things we have total control over is how we react, how we adapt, how we breathe and how we take action.',\n",
       "  'The only people who are more entertaining then rappers are wannabe rappers. (See *PROPNAME*)',\n",
       "  '***Attention-Houston area ANIMAL LOVERS! Montgomery County Animal Shelter is closing tomorrow. You can adopt for free tomorrow between 12-4. They will be euthanizing all animals without a home!!! Go & save a life!! 30 cats and 80 dogs left. Please re-post.***',\n",
       "  'Is looking to join junior league of New Orleans, anybody know who to contact?',\n",
       "  \"Thanking everyone for all the birthday love. Now, how 'bout them saints!? I am in need of a place//people to watch with tonight... any takers?\",\n",
       "  \"Exact words when renewing DL: Me: Oh no, you can't take my license, It's my 25th b-day. How am I going to get into the bar? DMV: We gonna give you a new one over there Me: But, it won't have my picture and stuff on it.  Dmv:  Hold up, we can take a picture of your picture and put it on a license i think. (yelling at co-worker to see if this can be done) Yup! Me: So, I can go to the bar?! Dmv: (sigh) Yeah girl!\",\n",
       "  'is believing the best in others, because the Dove candy wrapper says so, betch!',\n",
       "  'Anyone know a good place for me to kennel my dog for thanksgiving// willing to dogsit?',\n",
       "  \"Congratulations to all of my friends, especially *PROPNAME*, who passed the Lousiana bar, and for those of you who didn't, I'll be taking Barbri this february...so we can study together like old times!\",\n",
       "  'Thanksgiving!',\n",
       "  'Rather enjoying her last day as a 24 year old',\n",
       "  'Enjoying this beautiful Sunday in Audubon park!',\n",
       "  'Swearing in!',\n",
       "  'Studying for the bar, please pray for me',\n",
       "  'bar...',\n",
       "  'Cheese fries!',\n",
       "  'Happy Thanksgiving!',\n",
       "  'Getting ready for NYC',\n",
       "  'Happy New Year!',\n",
       "  'Studying for the bar, less then 1 month!',\n",
       "  'Must find time to go XMAS Shopping...ahhh!',\n",
       "  'white',\n",
       "  'Apt = clean.  Now, coffee and Barbri!',\n",
       "  \"Q: Will *PROPNAME* be going to Miami to watch the saints win the superbowl?  A: No, No she will not, she will be parked in her room studying for the bar exam...who's idea was it to move the test up two weeks?  hmmm....hmmmm... fml :(\",\n",
       "  'Seems to be attracting incompetence today...',\n",
       "  \"Going to *PROPNAME* to take down the LA bar and hoping she doesn't become a bad statistic!\",\n",
       "  \"Who 'dat!\",\n",
       "  'Geaux Saints!',\n",
       "  'put in work again last night at the Pig N Whistle. Thakns to those who came.  Next week, he should be hosting.',\n",
       "  'is going to the Dodger game!',\n",
       "  \"thinks it's funny that only his white best friend remembered *PROPNAME*.\",\n",
       "  \"is trying to sing King Alpha's song in a strange land.\",\n",
       "  'can give the Dodgers his full attention now that he is marginally satisfied by a Laker victory.',\n",
       "  'lost his voice cheering for his beloved Dodgers (who won by the way!)!',\n",
       "  'is watching *PROPNAME* at 3:15am.',\n",
       "  'believes in the PINEAPPLE EXPRESS',\n",
       "  'aced a MENSA practice test.',\n",
       "  'is telling jokes tomorrow night at the Pig N Whistle in Hollywood.  7:30pm.  $10 cover and no drink minimum.  Be effing there or else.',\n",
       "  'just saw manny be manny',\n",
       "  'had a good salad for lunch.',\n",
       "  'is about to lose his mind on account of the Dodgers right now.',\n",
       "  'would like to hang out with someone today.',\n",
       "  'will be @ Summerslam!',\n",
       "  'is ready for the show tomorrow.  Pig N Whistle like usual.',\n",
       "  'is at it again.',\n",
       "  'is doin it.',\n",
       "  'wants you to come to the show tonight...Pig N Whistle...7:30! Jokes.',\n",
       "  'wants to know How YOU Doin...',\n",
       "  'is finding it hard to deal and would really just like to not be sober anymore.',\n",
       "  'survived his first day of work!',\n",
       "  'wants you to come tomorrow night at 7:30pm to the Downtown Comedy Club and hear these jokes!!',\n",
       "  'is at the park.',\n",
       "  'is crunk right now.',\n",
       "  'loves that *PROPNAME* and *PROPNAME* are in negotiations to be guest host on WWE Raw!',\n",
       "  'bought new jeans.',\n",
       "  \"says hennessey and a dutch.  straight west coastin' son\",\n",
       "  'is happy getthing *PROPNAME* but is begging for Halladay.',\n",
       "  'is back at it again at the PIG N WHISTLE!!! 7:30pm.  $5 + 1 drink.  Funny shit.  Be there and watch me do my thing.',\n",
       "  ': District 9 -- Further proof that white people should not be in charge of shit.',\n",
       "  'did his thang yesterday.  The show was awesome.  Good times and great sets...yay!',\n",
       "  'is discombobulated, yet motivated; sober, yet unclear; stirred, yet not shaken.',\n",
       "  'The Trojans are marching upward.  The Sooners have already been stopped.',\n",
       "  'is fighting that old, familiar feeling.',\n",
       "  'is so congested somebody might die.',\n",
       "  'is on twitter now.  follow me @ www.twitter.com//JulesM35.',\n",
       "  'is doing it yet again: Pig N Whistle...7:30pm...$10 cover + 0 drink minimum....LA-A.   Be there!',\n",
       "  'wants you to come to his fucking show tonight.  7:30. Pig N Whistle.',\n",
       "  'wants to see all your asses who are in LA at the Pig N Whistle this Tuesday at 7:30 pm.  6714 Hollywood Blvd. $10. I am HOSTING THE MOTHERFUCKING SHOW.',\n",
       "  'had a great set tonight.  VIDEO CLIPS TO FOLLOW!',\n",
       "  'is uploading his shit right now!',\n",
       "  'bought a new shirt but may not leave his hotel room.',\n",
       "  'sees further reason that college football needs a playoffs.  fuckin eh.',\n",
       "  \"is taking suggestions for blog post for the new Planet Jules website.  What do y'all want to see//hear?\",\n",
       "  \"y'all made it happen.  got the numbers in the triple digits in under 2 days!  the second clip is gonna be up within an hour!!  get at me.\",\n",
       "  'needs thirteen more of you motherfuckers to watch my new video before you get the new jokes.  www.youtube.com//JulesM35',\n",
       "  'thanks you all for the love so far.  Please keep it up and watch my shit!  i will post part 3 tonight.  put the kids to bed before you watch it.',\n",
       "  'sees a path for USC to get back into the national title hunt!',\n",
       "  \"will post part 2 of his set after his views are in the triple digits.  y'all don't wanna miss this next bit!\",\n",
       "  'was just time raped.',\n",
       "  'good sports weekend for Los Angeles.  Word up.',\n",
       "  'how bout them DODGERS son!',\n",
       "  'learned something new about how the game is played today.',\n",
       "  'VIVA LOS DOYERS',\n",
       "  \"is hosting the preshow at the Downtown Comedy Club this Friday, next Friday and next Saturday.  It's ladies' month at the comedy club but you can hear your boy bring them out!\",\n",
       "  'is polishing his set for tonight.',\n",
       "  \"wants you all to come see him tonight at the Downtown Comedy Club.  I'm bringin the ladies up proper!  See you at 8 downtown!\",\n",
       "  'Vicente doin work.  Go Doyers.',\n",
       "  'would like to meet the man who thought that 8am was an acceptable time to start a meeting on Saturday.  (By meet, I mean shank).',\n",
       "  'shout out to the Nobel Peace Prize Committee.  Yes we can!',\n",
       "  'is having eel for lunch.',\n",
       "  'has one final part of his routine to release.  He will try to get to that sometime tomorrow.  Keep watching the other stuff though!',\n",
       "  'is trying not to have a Monday on a Tuesday.',\n",
       "  'saw *PROPNAME* yesterday.  More importantly, he saw a bum scream,  \"If you ever touched my sister I\\'d fuck you up\" to *PROPNAME* yesterday.',\n",
       "  'is at the Underground Comedy Lounge in Downtown LA this Wednesday at 8 and the Downtown comedy Club this Friday and Saturday at 9pm.  See you all there!',\n",
       "  'wtf is up with the mlb playoffs?  every team that advanced has a ridiculous 9th inning comeback story.  wow!',\n",
       "  'is taking the PSATs.',\n",
       "  \"is sick of people having good Mondays.  Get the memo people -- you're supposed to be cursing the skies! ...God bless.\",\n",
       "  'neeeeeeds the dodgers to win this series :(',\n",
       "  \"wow, a rainy day in Los Angeles.  I'm sure somewhere a midget feels 6 feet tall.\",\n",
       "  'is at the Inkwell Cafe in the BK tonight tellin jokes.  9pm.  Come out!',\n",
       "  'loves Phillies.  hates THE Phillies.',\n",
       "  'will see you all at the Downtown Comedy club tonight at 8pm!',\n",
       "  'just got to his hotel in New York City!',\n",
       "  'is off to explore the New School and have breakfast.',\n",
       "  'and the moment has come.  bottom of the 9th.  who wants to be a hero??',\n",
       "  'is OVER THE WEATHER IN NEW YORK SHITTY.',\n",
       "  \"is writin'\",\n",
       "  'is way too upset with the damn Dodgers to even really be upset.',\n",
       "  'is totally into black girls now.',\n",
       "  \"is hosting *PROPNAME*'s Room at the Comic Strip Live this Friday at 6!  Come see me and my superfriends rock the joint and preparty with us!\",\n",
       "  'is on his way to the comic strip right now!',\n",
       "  'is probably going to have to detox soon.',\n",
       "  \"was ready to run around aimlessly in the City today but the rain is seeing that that doesn't happen.  I am glad to live in Cali more and more on days like this.\",\n",
       "  \"people get ready.  there's a change a-coming.\",\n",
       "  'and the day the week ends.',\n",
       "  'is smelling a 2-0 lead for the boys in blue.  viva los doyers.',\n",
       "  'and the day he gave *PROPNAME* one more chance.',\n",
       "  'and the ever-tightening clamps.',\n",
       "  \"is off to *PROPNAME*'s play reading in NoHo.  It's gonna be the shit!\",\n",
       "  ':unplugged, disc 1, track 12.',\n",
       "  'is going to WRESTLEMANIA.',\n",
       "  'has nothing left for the world today.',\n",
       "  'and the rebirth of a cappella?',\n",
       "  'and the day we were all locked in.',\n",
       "  'loves the anti-steroids commercials during major league baseball.',\n",
       "  'thanks all you reliables.  And is therefore uploading part 4!',\n",
       "  'rafi doin work!  GO DODGERS!',\n",
       "  \"c'mon blue!\",\n",
       "  'has got to find someone in LA who can twist dreads.  Help!',\n",
       "  \"and *PROPNAME*'s Salon Takeover!!\",\n",
       "  'is at the Unerground Comedy Lounge tonight in downtown LA.   8pm.  Come if you can stand to laugh.',\n",
       "  \"is at the Downtown Comedy Club again this Saturday.  New material.  You're all invited.\",\n",
       "  'has only the steelers left until march madness.',\n",
       "  'enjoyed the show at the DTCC.  Kudos to all who were on it.',\n",
       "  \"andre doin' work\",\n",
       "  'goodbye new york',\n",
       "  'is on stage three times this week.  All downtown.  Yeah.',\n",
       "  'is stepping back into the Urban Comedy Experience this Wednesday.  Downtown stand up!',\n",
       "  'and the day that vacation ended.',\n",
       "  'finally got his bio up on a comedy club website.  Downtown Comedy Club is the shit!',\n",
       "  'does anybody want to watch the survivor series with me?',\n",
       "  'ugh.',\n",
       "  'is on to something new.',\n",
       "  'so Tiger Woods was in a car accident today.  Driver was always his least reliable asset.',\n",
       "  'is grateful.',\n",
       "  'is going to try not to whoop some ass today.',\n",
       "  'long live IHOP.',\n",
       "  'SHEAMUS!',\n",
       "  'killed tonight!  as soon as the powers that be crack open the door, *PROPNAME* is busting through that mofo!  Thanks for the support.  See you all at the Downtown Comedy Club Friday and Saturday.',\n",
       "  \"enjoyed himself at Wild Wednesdays.  Big ups to Martini and *PROPNAME*.  Let's hope they invite me back.\",\n",
       "  \"is off to *PROPNAME*'s wedding!\",\n",
       "  'Jesus, guide me through this day.',\n",
       "  'and the time he finally took a sick day.',\n",
       "  'is STFO.',\n",
       "  'and his normal Monday gloom only heightened.',\n",
       "  'downtown comedy club tomorrow.  9pm.  be there.',\n",
       "  'SAT proctor by day//stand-up comic by night.  Come to the Downtown Comedy Club tonight and see me and my friends put in work!',\n",
       "  'has a date with Mr. Cooper next weekend.',\n",
       "  'and the line between yin and yang.',\n",
       "  'is wrapped up in his snuggie.',\n",
       "  'wishes he were in new york tonight.',\n",
       "  'needs to find someone to twist his hair and start his dreads.  anyone in the LA area worthy of recommendation?',\n",
       "  'had the strangest night.  I wonder if tonight can top it.',\n",
       "  'is really just trying to get through this last hard week of work before winter vacation.',\n",
       "  'wonders who wants to watch the TLC ppv with him this Sunday.',\n",
       "  'is trying to figure out the tornado winds outside right now.  This is LA people.  Let us not forget.',\n",
       "  \"has heard *PROPNAME*'s tragic call to keep my shit together and live life properly. Love those you have and avoid drama.\",\n",
       "  'and the Downtown Comedy Club weekend of awesomeness continues tonight at 8.',\n",
       "  'remembers with gratitude a specific Thanksgiving involving two cool kids from Humboldt County in New Jersey and Massachusetts.  Blessings to all.',\n",
       "  'thanks god for the thunder f*#k.  it comes in from Vancouver.',\n",
       "  'is soooo excited for TLC tonight!  Two ladder matches!',\n",
       "  \"could've almost died today.\",\n",
       "  ', candy cane lane, and worlds that collide.',\n",
       "  'is celebrating Thanksgiving vacation in PHILLIEdelphia.',\n",
       "  'seriously cannot figure out what the HELL is wrong with my Steelers!  :(',\n",
       "  \"is not participating in society today.  If that is a problem, you are free to leave a message with the receptionist I don't have.\",\n",
       "  'had a great time tonight.  Happy Kwanzaa to all!',\n",
       "  \"reminds all y'all SoCal folk to bring ya asses to the Pig N Whistle tomorrow.   7:30.  I am hosting.  6714 Hollywood Blvd.\",\n",
       "  'is dreaming big.',\n",
       "  'what the heck is wrong with my teams??',\n",
       "  'is at the Downtown Comedy Club tonight at 8.  Be there!',\n",
       "  'wants a Droid but has to wait almost a year for the new every two to kick in.',\n",
       "  'is standing up to begin the year.  See you all at the Downtown Comedy Club in an hour.  Ready? Go.',\n",
       "  'STFO',\n",
       "  'heard that *PROPNAME* is headed back to the WWE temporarily and literally almost peed in his pants with Glee.  ahhhhhhhhhhhhhhhhhhhhhhhh',\n",
       "  'had another solid show at the DTCC.  Love to *PROPNAME* and *PROPNAME* (and Mo in her absence) and all my funny buddies who also took the stage.',\n",
       "  'bought Final Draft and is well on the way.',\n",
       "  'added something new to the repertoire tonight.',\n",
       "  'RIP NFL season.',\n",
       "  'and *PROPNAME* the Hitman Hart are together again at last.',\n",
       "  'cuts with his right hand and eats with his left.  So, now that he has almost cut off his left index finger, he is finding it slightly challenging to eat his dinner.',\n",
       "  \"needs everyone's BBM info.\",\n",
       "  \"got a new blackberry to hold him over until he can get the droid.  not everyone's phone numbers are making the switch.  just saying...\",\n",
       "  'had an awesome time at Summerslam.  Now for the last week before school starts!',\n",
       "  \"now knows that *PROPNAME* in his underwear is not enough to carry a movie for me anymore.  I don't blame the writers as much as I blame the director for not putting him in briefs.\",\n",
       "  'MIKE TYSON IS AWESOME!',\n",
       "  \"has had nightmares about this *PROPNAME*'s defense before.\",\n",
       "  \"just saved a white boy's life today.\",\n",
       "  'has begun.',\n",
       "  'will be downtown for the Urban Comedy Experience tomorrow.  8pm.  Come out and laugh bitches.',\n",
       "  'and the recurring back issues.',\n",
       "  'saw the official end of the New England Era.  Amen.',\n",
       "  \"almost sliced his finger to the white meat.  APparently OJ's knife techniques don't work on pepper jack cheese, only on white girls (allegedly).\",\n",
       "  \"is holding out hope that the steelers can sneak into the playoffs even though they clearly don't deserve it.\",\n",
       "  'had a solid set tonight at Wild Wednesdays.  Get ready for the long version Friday and Saturday at the Downtown Comedy Club!',\n",
       "  'and *PROPNAME* are about to get crunked',\n",
       "  'learned two very important life mantras: 1. Treat others as THEY want to be treated, not as you want to be treated yourself.  2. Fight principles, not opponents.',\n",
       "  'manny doing work!',\n",
       "  'had a great set tonight.  I love the Downtown Comedy Club!',\n",
       "  'is diggin \"Who I Am\" by *PROPNAME* and the Administration.   It\\'s a surprisingly mature and grown up album and the guitars are insane.',\n",
       "  'just discovered Wale.  Wow.',\n",
       "  \"is headed to new York City tomorrow!  Gladys's room stand up!  i will see you all on Friday!\",\n",
       "  'is expecting everyone in LA at the Downtown Comedy Club tonight and//or tomorrow night for these jokes, yo.',\n",
       "  'is coming to New York City in late October.  Shout out to KWeeze and the kids from the Comic Strip!  Get at me.',\n",
       "  'really thought he lived in Los Angeles but, judging from the HAIL OUTSIDE, he was obviously mistaken.',\n",
       "  'is officially cool as of today.',\n",
       "  \"now knows that *PROPNAME* in his underwear is not enough to carry a movie for me anymore.  I don't blame the writers as much as I blame the director for not putting him in briefs.\",\n",
       "  'is thus far unimpressed with the commercials.',\n",
       "  'won a guitar at Six Flags for dominating a 3 point shooting contest!',\n",
       "  \"will do what he has to until he can do what he's destined to.\",\n",
       "  'thinks *PROPNAME* is whack as an annoucer now.',\n",
       "  'is officially ont he Road to Wrestlemania.',\n",
       "  'wishes teachers only day would last da rest of da week... mayb evn da rest of da year',\n",
       "  'is totally xcited for da ball 2moz yay!!!!! :D',\n",
       "  'only 2 more days!!!!!!',\n",
       "  'does not think its fair we have 2 go back 2 school n friday!',\n",
       "  'as of yesterday i am officially out of the moon boot!!!!',\n",
       "  'i hate winter its so frikin cold!!!!!!!!',\n",
       "  'cnt sleep',\n",
       "  'its fun 2 lock younger siblings outside wen it cold nd dark... especially wen dey bein anoyin',\n",
       "  'TRAGEDY!!!!!!!!!!! haha shame laura ive claimed in frnt of evry1!!!!',\n",
       "  'i love weekends! <3',\n",
       "  'Barley sugars taste goOd!!!!!!!',\n",
       "  'chocolate cake smells goOd!!!!!',\n",
       "  'the harry potter movies jsut continue 2 disappoint me nd yet i neva learn :P',\n",
       "  'does not know if her english essay is due 2moz or monday...',\n",
       "  \"allen's mackintosh toffee de luxe coconut lollies r goOd!!!!!!!!! <3\",\n",
       "  'has epically failed her english exam nd is epically even a word?',\n",
       "  'is bored and shud be studying sumting...',\n",
       "  'loves the sun!!!!! <3',\n",
       "  'qatapponescons!!!!!!!!',\n",
       "  'nutella on a spoon tastes gud especially at 1 in da mornin :P',\n",
       "  'lolz putting ur language on pirate is fun :D',\n",
       "  'is glad the computer is working again!!!! :D',\n",
       "  'physics is gay!!!!!',\n",
       "  'AHHHH!!!! my poor shins :(',\n",
       "  'im countin down da days till friday!!!!',\n",
       "  'is bored...',\n",
       "  'wow glow sticks r soO funky!!!!!',\n",
       "  'mock exams r makin me insomniatic dat is soO not kool!',\n",
       "  'mMmMm!!!!! wheatens taste goOd!!!!!! :P',\n",
       "  'does not enjoy the idea of writing an essay at all :(',\n",
       "  'is worried about not being able to write an essay on katherine mansfield short stories this friday :s',\n",
       "  'only one more exam and den im FREE!!!!!!!!...until november...',\n",
       "  'being sick is not enjoyable...seriously',\n",
       "  'is glad 2moz is friday',\n",
       "  'MMMMMMMMM!!!!!!! strawberries and chocolate cake tastes soO goOd!!!!!!!!',\n",
       "  'IM FREEEEEEEEEEEEEEE!!!!!!! YAYAYAYAYAYAYAYAYAYAYAY!!!!!!!!!!!!!!!!!',\n",
       "  'YAY!!!!!!!!! SARAH GOING 2 SKOOL NEXT YEAR!!!!!!!!!!! SPONTANEOUS EXCITEMENT!!!!!!!!!!!!!!! :D',\n",
       "  'OMFG!!! hus clever idea was it 2 snd our year books in da mail caws myne is freakin ripped in half becaws of da rain i mean seriously da old system was fine!!!!!!!!!!!!!! if it not bloody broken den dnt fix it!!!!!!! stupid bastard >:(',\n",
       "  'AHHHHHHH!!!!!!! exam 2moz!!!!!! :O',\n",
       "  'mMmMm!!!!! nutella on a spoon!',\n",
       "  \"can't wait to live at the lake!!! :D\",\n",
       "  'has officially deleted her bebo page',\n",
       "  'is planning to kill james patterson if he decides 2 kill fang in da next maximum ride book >:|',\n",
       "  'MERRY CHRISTMAS EVERYONE!!!!!!! i hope you all have a wonderful day :D <3',\n",
       "  'is having fun on mystery google lolz :D',\n",
       "  'yay!!!! its almost christmas :D',\n",
       "  \"wow it's been like a whole year already soO freaky well n e ways happy new years eve!!!!\",\n",
       "  'i hate younger brothers...',\n",
       "  'the spiders are revolting!!!!!!!!',\n",
       "  'yay for chocolate ice cream!!!!!!',\n",
       "  'we want a SHRUBBERY!!!!',\n",
       "  'YAY!!!! i pased wid M =D',\n",
       "  'happy christmas eve!!!!! :D',\n",
       "  'HAPPY NEW YEAR!!!!!!!! i love the sound of fireworks :D',\n",
       "  'white with black polka dots and pink',\n",
       "  'yay!! im finally goin 2 c avatar :D',\n",
       "  'is leaving tomorrow. wtf.',\n",
       "  'is wandering about in the Alaskan wilderness like *PROPNAME*.',\n",
       "  'is in Homer, AK visiting *PROPNAME*!',\n",
       "  'just went to a bar with my mom and a bunch of other old people in Alaska. wtf?',\n",
       "  'har mindre enn en måned til Oslo!',\n",
       "  'bare én uke...',\n",
       "  'alone in marin...5 more pages, thanks lindow... rudy home in less than 2 days... Oslo 8 days!',\n",
       "  'TRE UKER TIL OSLO.',\n",
       "  'is in King Salmon, AK.',\n",
       "  'just moved into my dorm... which I share w// 4 guys. ??',\n",
       "  'BARE TO DAGER TIL OSLO!',\n",
       "  'fem dager.',\n",
       "  'wants to be back in AK.',\n",
       "  'just got twilight in norwegian... you can judge me.',\n",
       "  'come to uglebo tomorrow 2230-2...',\n",
       "  'having trouble understanding my roommates when they speak Norwegian at 70000 wpm.',\n",
       "  'gets to see ma and sis tomorrow :)',\n",
       "  \"can't cook\",\n",
       "  'in kailua... 12 dager til norge...',\n",
       "  'i Bergen',\n",
       "  'roll on you bearsssss',\n",
       "  'why is sjur blasting music at 730 am',\n",
       "  'elsker Oslo.',\n",
       "  'gets to see lil roady in TRE UKER',\n",
       "  'jeg mener at jeg har H1N1 i lungene',\n",
       "  'rudy in oslo tomorrow! :)',\n",
       "  'hates the norwegian immigration center. also the norwegian embassy in san francisco.',\n",
       "  \"it's really cold out\",\n",
       "  'thanks for the birthday wishes',\n",
       "  'RUDY I OSLO!',\n",
       "  'prøver å forsvare Obama til min norsk romkamerat på norsk og det er utrolig vanskelig.',\n",
       "  'elsker Oslo...',\n",
       "  'er i Sverige.',\n",
       "  'back in norway, having successfully avoided being sold into sex slavery.',\n",
       "  'is quite close to not being an illegal alien in Norway anymore.',\n",
       "  'come on Bears...',\n",
       "  \"everyone's starin at me feet\",\n",
       "  'er i Stockholm til tirsdag.',\n",
       "  'er i Stavanger.',\n",
       "  'no longer the dish washing bitch',\n",
       "  'RUDY IS COMING AGAIN!!!',\n",
       "  'jahvid!',\n",
       "  'har bare tre uker i Norge... :( :(',\n",
       "  'so much snow!',\n",
       "  'København',\n",
       "  'hel dag i biblioteket... fjuck',\n",
       "  'fjuck x 3.5',\n",
       "  'Nordea DEATH.',\n",
       "  'ser på samiske nyheter!!! og skal til en samisk konsert på lørdag! SÁMI',\n",
       "  'død',\n",
       "  'RON PAUL FOR NORWAY 2012!!!',\n",
       "  'motherfucking norwegian bureaucratic bullshit. yet again.',\n",
       "  'nesten ferdig... :o',\n",
       "  \"is excited to come home but... I don't want to leave Oslo. :(\",\n",
       "  'bruker facebook på SAMISK gahaha',\n",
       "  'BEARS WIN',\n",
       "  'ROADY!!!',\n",
       "  'fjuck',\n",
       "  'savner Norge...',\n",
       "  'god jul :D',\n",
       "  'ONE.',\n",
       "  '1.5!',\n",
       "  'kailua',\n",
       "  '2.5!',\n",
       "  'så jan thomas!!! hahhahaha',\n",
       "  'gets to see mama and emmsy in 9 days!',\n",
       "  'det er samefolkets dag!!! :):)',\n",
       "  'prøver å lese asbjørnsen og moes samlede eventyr og kan ikke forstå den rare ortografien... og nå føler jeg meg dum',\n",
       "  's heart is broken by the Bears. Yet again.',\n",
       "  'tenker på Norge...',\n",
       "  'just went to the nordic house in oakland and got biler og kvikk lunsj og solo!!!',\n",
       "  'narcoleptic',\n",
       "  'Quote from a Christian Fundementalist idiot: \"Can you prove your point or are you just going to spout out evidence all day?\"',\n",
       "  'has renamed his iPod: *PROPNAME*',\n",
       "  '*PROPNAME* Fails.',\n",
       "  'is quite liking girls aloud',\n",
       "  'Ahhhhhhh! Raisins!',\n",
       "  'Toblerone, Darth Vader? And then you stab him.',\n",
       "  \"There's a Flying hooker watching you hug.\",\n",
       "  'What have you got against baboons in Mime?',\n",
       "  'Big Red Button! http:////www.milaadesign.com//bigred.html',\n",
       "  'Computers have feelings too. http:////www.collegehumor.com//article:1752773',\n",
       "  'Only *PROPNAME* can win \"THE GAME\"',\n",
       "  \"A bag o' weed, A bag o' weed. Oh, everything is Better with a bag o' weed.\",\n",
       "  'is watching LOONEY TUNES!',\n",
       "  \"Sex, Drugs, Rock 'n' Roll and COOKIES!\",\n",
       "  \"How many people aren't using their *PROPNAME* Ticket?\",\n",
       "  'What does the mango smoothie taste like? Does it taste like oranges?',\n",
       "  'is nearly in 40th awake hour.',\n",
       "  'I have my lip Pierced!',\n",
       "  'What flavour do your chihuahuas come in?',\n",
       "  \"Napalm is Nature's Toothpaste.\",\n",
       "  'There must ALWAYS be a Clown!',\n",
       "  'Blonde, Blonde, Blonde, Blonde, BLONDE!',\n",
       "  'AUUUGHH! MY KINDEYS! THE BUTTERY SHRAPNEL! IT BURNS!',\n",
       "  'Back from a Frances!',\n",
       "  'As everyone else is... Any else got Rosemary White as a Tutor?',\n",
       "  \"Dolphins can see the future with perfect clarity. That's why they're always screaming!\",\n",
       "  'BUBBLES!!',\n",
       "  'Senor Balloony-head sponsors *PROPNAME*!!',\n",
       "  'I am going to call my kids Ctrl, Alt and Delete. Then if they mess up I will just hit them all at once.',\n",
       "  '*PROPNAME* can win a game of Connect Four in only three moves.',\n",
       "  \"5 'A*'s, 5 'A's, 2 'B's. (For people who I haven't talked to yet.)\",\n",
       "  'Vodka-time.',\n",
       "  'Is converting to pastafarianism. Worship his noodleyness!',\n",
       "  'is bored as hell, so Interesting people must talk to me.',\n",
       "  'Sobering up Tonight, from a 2 week drinking spree!',\n",
       "  'I want *PROPNAME* the Antelope.',\n",
       "  'Tennis is a fickle sport. No matter how good you are at it, a wall will always be better.',\n",
       "  '\"What the hell is that, *PROPNAME*?\" \"Dunno. Some kind of Cat Dinosaur.\"',\n",
       "  'has a Brilliant plan: Vodka Pie!',\n",
       "  '\"Today, I was thinking about the expression \\'revenge is a dish best served cold\\'. Then I considered that \\'revenge is sweet\\'. I\\'ve come to the conclusion that revenge is ice cream. MLIA\"',\n",
       "  'is not drunk, just posessed by a highly retarded ghost.',\n",
       "  'Bored of blonde. Is now Purple.',\n",
       "  'When life gives you lemons, you burn them with your homemade flamethrower!',\n",
       "  '\"Hardcore Dancing\" - It looks like epileptic kids trying to swim.',\n",
       "  'http:////notalwaysright.com//when-mood-swings-attack-part-2//522 Last line especially Funny.',\n",
       "  \"Life is like a Grapefruit. It's sort of orangey-yellow and dimpled on the outside, wet and squidgy in the middle. It's got pips inside, too. Oh, and some people have half of one for breakfast.\",\n",
       "  'Fear My Mighty Pigeon Army!!!!',\n",
       "  \"Roses are red, violets are blue, I'll fuck you with a rake.\",\n",
       "  \"I don't want to die now. I've still got a headache. I don't want to go to heaven with a headache, I'd be all cross and wouldn't enjoy it\",\n",
       "  'AHHHHH, Facebook Fucked up good.',\n",
       "  'is doing a survey for £5.',\n",
       "  'The way we were, The chance to save my soul, And my concern is now in vain.  Believe the word, I will unlock my door, And pass the cemetery... gates',\n",
       "  '\"Say one, more word, I double dare you, BRING IT ON! Its my world, you\\'re in it, It\\'ll take you down in a minute. You can alter your look, and diversify your race, but the truth seems like, a bitch slap In Your Face!\"',\n",
       "  \"Been Watching Pocoyo. You know you're jealous , Bitches!\",\n",
       "  'Might be going to see Toy Story 3D in lunch tomorrow. XD',\n",
       "  'Sanity is nothing more than an excuse for being boring.',\n",
       "  'is Wondering if T-Rexes could Juggles?',\n",
       "  \"It's a Wonderful day, for PIE!\",\n",
       "  'The Eyes! The Red Squirrel Eyes!',\n",
       "  'is Back from adding a *PROPNAME* to the Cambridge Campus.',\n",
       "  'been awake for 12 hours now.',\n",
       "  'Facebook now in 1337.',\n",
       "  'lol @ \"Never Mind The Buttsecks\"',\n",
       "  '\"I really can\\'t afford to keep eating out this giraffe!\"',\n",
       "  'Just found a dead wasp in a bottle of conditioner. WHAT THE FUCK!!!',\n",
       "  'Has Baileys.... Oh yeah!',\n",
       "  'has some new Airwalks.',\n",
       "  'has made plans to soak Gummy Beas in Vodka, so they swell up.',\n",
       "  'http:////explosm.net//comics//1777//',\n",
       "  'NOM, French Biscuits!',\n",
       "  \"Ambition is like a frog sitting on a Venus Flytrap. The flytrap can bite and bite, but it won't bother the frog because it only has little tiny plant teeth. But some other stuff could happen and it could be like ambition.\",\n",
       "  'Has just cooked Some lovely Chicken',\n",
       "  '\"Clubbers in the North of England have taken to using dental syringes to inject Ecstasy directly into their mouths.\" \"This dangerous practice is known as \\'E by gum!\\'\"',\n",
       "  'Whoop! Runshaw Time.',\n",
       "  'Only a Ginger... can call another Ginger, Ginger!!',\n",
       "  'mmm.... bloody steak.',\n",
       "  'Has self-diagnosed with Vestiphobia.',\n",
       "  'has decided on a new profession: Time-Travelling Porn Star.',\n",
       "  'Curvy Lip Spike be Funnnn!',\n",
       "  'Rocky, Rocky, Rocky, NO. Rocky, Tomato, Sheep, GO!',\n",
       "  'Wants a Christmas Samosa.',\n",
       "  'Sleeep Tomorrow. Vimto Now.',\n",
       "  'is on the Viking Offenders Register',\n",
       "  \"His destructive programming is taking effect. He will be irresistibly drawn to large cities, where he will back up sewers, reverse street signs, and steal everyone's left shoe.\",\n",
       "  \"For a large part of the 20th Century, Communism tried to destroy Capitalism. Now in the 21st Century, the Capitalists are showing them how it's done!\",\n",
       "  'Has returned from Tesco with Vimto and Blue Curacao!',\n",
       "  '\"What a wonderful cupcake, Pato\"',\n",
       "  'has decided he must get a Penguin tattoo.',\n",
       "  'loves how Facebook forces everyone to refer to themselves in the Third Person.',\n",
       "  'wants 3 THIGNS!',\n",
       "  'Monsters Inc. is ON!',\n",
       "  \"Oh no, Run it's a... BUMBLEBEAR!!!!\",\n",
       "  'Woah. AWESOME PARTY!!!!',\n",
       "  'Ducks cheat at Poker.',\n",
       "  'Henry Loves Crusts!',\n",
       "  'Wine is Umbrella.',\n",
       "  'Will the various owners of: A silver iPod Mini, a Blue Hoodie, a red scarf and a stick on moustache, please let me know who owns what, so I can return things.',\n",
       "  'Damn... StumbleUpon has stopped working.',\n",
       "  'And I haves 3 things...',\n",
       "  \"Haikus are easy. But sometimes they don't make sense. Refrigerator.\",\n",
       "  'I HAVE TOES!!!!',\n",
       "  'And IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII-e-IIIIIIIIIIII will always love Noodles.',\n",
       "  'What do you call a gun with three barrels?',\n",
       "  \"You can't rub a pig on a Cheese grater, That's Dangerous.\",\n",
       "  'I don\\x92t wanna bike or fishing pole, I just wanna submarine. I\\x92m gonna keep it in a swimming pool, Gonna keep it nice and clean. I don\\x92t want a fucking pogo stick, I just wanna submarine. Fucking pedal car can suck my dick, Where\\x92s my fucking submarine?',\n",
       "  'Mmm... Fish Fingers.',\n",
       "  'Anteater Power!!',\n",
       "  \"Fuck. My left arm is alseep. I can't move my it from the wrist down.\",\n",
       "  'Misfits = Guuuuurd.',\n",
       "  '\"Jätkät hei, mä lähen meneen ny ihan oikeesti\" \"Hei Ankku hei, ennen ku lähet ni kato mitä mä toin sulle\" \"Ei jumalauta, hyvännäkönen. Siis eiks tää oo siis....\" \"On on, sixpack, kyllä\" \"Eihän sun ois tarvinnu hyvä mies, sitä paitsi meill\\' on noita väkeviä\" \"Nii nii, mut aamuks!\"',\n",
       "  'is so watching Lilo & Stitch.',\n",
       "  'is watching insects. Insects are Silly.',\n",
       "  'loves Jam.',\n",
       "  'I need some CHEESE!',\n",
       "  'Mmm... Liquid Kryptonite!',\n",
       "  'Err:509',\n",
       "  'has a pile of Beer, many Spirits, and one can of Strongbow.',\n",
       "  \"The Buddhist Hamburger joint: They'll make you one with everything.\",\n",
       "  'What would bacon do?',\n",
       "  'has just taken apart his speakers to amplify his headphones.',\n",
       "  'Strange Quarks are strange.',\n",
       "  'Wants a Lovely Buttery Baked Potato...',\n",
       "  'has bought stripey Toe socks.',\n",
       "  'wants a Neon Cactus.',\n",
       "  'Vimto + Curacao = Black + Tasty!!!',\n",
       "  'WHO EATS ICE CREAM AT CHRISTMAS?!',\n",
       "  'Damn Powercuts!!!!',\n",
       "  'Everyone drank all the beer, all the spirits, But the one can of strongbow still remains!',\n",
       "  '\"Please tell me you don\\'t actually own a cloak\", \"I Own SEVERAL!\"',\n",
       "  \"Satan's Furry JamHats\",\n",
       "  'is a Pastry Whore.',\n",
       "  '\"Hakuna Matata\" is Swahili!',\n",
       "  \"There's no Pirate Translation for the Dislike Button!!!\",\n",
       "  'Free Bar on Thursday!!!',\n",
       "  \"Yesterday I discovered that it's almost impossible to tell the difference between a very heavy Scouse accent...        ...and French\",\n",
       "  'http:////www.theonion.com//content//node//67259',\n",
       "  'PURPLE PENGUIN!!!   ...of death.',\n",
       "  \"FUCK YEAH! *PROPNAME* 'Ass-raped by *PROPNAME*.\",\n",
       "  'is fucking Ill.',\n",
       "  'has got a Fever. Anyone know the one and only prescption? lol',\n",
       "  'House to myself... Time for booze...',\n",
       "  'has a MOTHERFUCKING BLACKLIGHT!!!',\n",
       "  '& *PROPNAME* *PROPNAME* *PROPNAME* dance on Donkey Sancturies.',\n",
       "  'XD Black Hair!!!',\n",
       "  'has Just lost the Game.',\n",
       "  \"Penguins don't have pockets.\",\n",
       "  '\"Oh hi; I\\'m here from the Internet.\", \"What are you doing!?\", \"Gluing Captions to your cats.\"',\n",
       "  'Royal Instiution Christmas Lecture. Trees Are EVIL!',\n",
       "  '3!!!',\n",
       "  'MOTHERFUCKING CHRISTMAS!',\n",
       "  '\"I do not fear death. I had been dead for billions and billions of years before I was born, and had not suffered the slightest inconvenience from it.\"',\n",
       "  \"There's a flying hooker watching you hug! Go away hooker...\",\n",
       "  'has now gone BLONDE!',\n",
       "  'still Covered in Beeeees!',\n",
       "  'Sic vis pacem, para bellum.',\n",
       "  'SOOTY PUPPET!',\n",
       "  'has just watched *PROPNAME* saw *PROPNAME* in half.',\n",
       "  'I generally dislike *PROPNAME*. I do not find his form of \"Comedy\" Amusing.',\n",
       "  'All MY amplifiers go to 12!!!',\n",
       "  ...],\n",
       " ['y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'n',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  'y',\n",
       "  ...])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_and_clean_lines(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a2e33496",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read a set of stoplist words from filename, assuming it contains one word per line\n",
    "\n",
    "def load_stopwords(filename):\n",
    "    stopwords = []\n",
    "    with codecs.open(filename, 'r', encoding='ascii', errors='ignore') as fp:\n",
    "        stopwords = fp.read().split('\\n')\n",
    "    return set(stopwords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "de106cd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words = load_stopwords(path_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bab7967",
   "metadata": {},
   "source": [
    "Split dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "28aea0dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split dataset into training items/labels\n",
    "\n",
    "def split_training_set(lines, labels, test_size=0.2, random_seed=42):\n",
    "    X_train, X_test, y_train, y_test = train_test_split(lines, labels, test_size=test_size,stratify=labels,shuffle=True)\n",
    "    print(\"Training set label counts: {}\".format(Counter(y_train)))\n",
    "    print(\"Test set     label counts: {}\".format(Counter(y_test)))\n",
    "    return X_train, X_test, y_train, y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ee83e466",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Reading and cleaning text from dataframe\n",
      "Read 9917 status posts.\n",
      "Read 9917 labels\n",
      "Training set label counts: Counter({'n': 4960, 'y': 2973})\n",
      "Test set     label counts: Counter({'n': 1240, 'y': 744})\n"
     ]
    }
   ],
   "source": [
    "# Read the dataset in and split it into training documents/labels (X) and test documents/labels (y)\n",
    "\n",
    "lines, neurotic_flags = read_and_clean_lines(df)\n",
    "X_train, X_test, y_train, y_test = split_training_set(lines, neurotic_flags)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0176bc2d",
   "metadata": {},
   "source": [
    "Pass the above stopwords(frequently used words) list as argument to count vectorizer.\n",
    "CountVectorizer tokenizes(tokenization means dividing the sentences in words) the text along with performing very basic preprocessing. It removes the punctuation marks and converts all the words to lowercase."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "45c31069",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to read train(X) data use stopwords, lowercase and ngram_range as arguments\n",
    "\n",
    "def convert_text_into_features(X, stopwords_arg, analyzefn=\"word\", range=(1,2)):\n",
    "    training_vectorizer = CountVectorizer(stop_words=list(stopwords_arg),\n",
    "                                          analyzer=analyzefn,\n",
    "                                          lowercase=True,\n",
    "                                          ngram_range=range)\n",
    "    X_features = training_vectorizer.fit_transform(X)\n",
    "    return X_features, training_vectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8d981c5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Functions to tokenize and normalize\n",
    "\n",
    "def whitespace_tokenizer(line):\n",
    "    return line.split()\n",
    "\n",
    "def normalize_tokens(tokenlist):\n",
    "    normalized_tokens = [token.lower().replace('_','+') for token in tokenlist   # lowercase, _ => +\n",
    "                             if re.search('[^\\s]', token) is not None            # ignore whitespace tokens\n",
    "                             and not token.startswith(\"@\")                       # ignore  handles\n",
    "                        ]\n",
    "    return normalized_tokens  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "217d4a86",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Functions for ngram and filtering stopwords\n",
    "\n",
    "def ngrams(tokens, n):\n",
    "    # Returns all ngrams of size n in sentence, where an ngram is itself a list of tokens\n",
    "    return [tokens[i:i+n] for i in range(len(tokens)-n+1)]\n",
    "\n",
    "def filter_punctuation_bigrams(ngrams):\n",
    "    punct = string.punctuation\n",
    "    return [ngram   for ngram in ngrams   if ngram[0] not in punct and ngram[1] not in punct]\n",
    "\n",
    "def filter_stopword_bigrams(ngrams, stopwords):\n",
    "    result = [ngram   for ngram in ngrams   if ngram[0] not in stopwords and ngram[1] not in stopwords]\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ea01021",
   "metadata": {},
   "source": [
    "Input:\n",
    "lines     - a raw text corpus, where each element in the list is a string\n",
    "stopwords - a set of strings that are stopwords\n",
    "remove_stopword_bigrams = True or False\n",
    "\n",
    "Output:  a corresponding list converting the raw strings to space-separated features\n",
    "\n",
    "The features extracted should include non-stopword, non-punctuation unigrams,\n",
    "plus the bigram features that were counted in collect_bigram_counts from the previous assignment\n",
    "represented as underscore_separated tokens."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a6c73ee3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to convert the raw strings to space-separated features \n",
    "\n",
    "def convert_lines_to_feature_strings(lines, stopwords, remove_stopword_bigrams=True):\n",
    "    print(\" Converting from raw text to unigram and bigram features\")\n",
    "    if remove_stopword_bigrams:\n",
    "        print(\" Includes filtering stopword bigrams\")\n",
    "        \n",
    "    print(\" Initializing\")\n",
    "    nlp          = English(parser=False)\n",
    "    all_features = []\n",
    "    print(\" Iterating through documents extracting unigram and bigram features\")\n",
    "    for line in tqdm(lines):\n",
    "        \n",
    "        # Get spacy tokenization and normalize the tokens\n",
    "        spacy_analysis    = nlp(line)\n",
    "        spacy_tokens      = [token.orth_ for token in spacy_analysis]\n",
    "        normalized_tokens = normalize_tokens(spacy_tokens)\n",
    "\n",
    "        # Collect unigram tokens as features\n",
    "        # Exclude unigrams that are stopwords or are punctuation strings (e.g. '.' or ',')\n",
    "        unigrams          = [token   for token in normalized_tokens\n",
    "                                 if token not in stopwords and token not in string.punctuation]\n",
    "\n",
    "        # Collect string bigram tokens as features\n",
    "        bigrams = []\n",
    "        bigram_tokens     = [\"_\".join(bigram) for bigram in bigrams]\n",
    "        bigrams           = ngrams(normalized_tokens, 2) \n",
    "        bigrams           = filter_punctuation_bigrams(bigrams)\n",
    "        if remove_stopword_bigrams:\n",
    "            bigrams = filter_stopword_bigrams(bigrams, stopwords)\n",
    "        bigram_tokens = [\"_\".join(bigram) for bigram in bigrams]\n",
    "\n",
    "        # Conjoin the feature lists and turn into a space-separated string of features.\n",
    "        # feature_string = []\n",
    "        feature_string = \" \".join(unigrams) + \" \" + \" \".join(bigram_tokens)\n",
    "\n",
    "        # Add this feature string to the output\n",
    "        all_features.append(feature_string)\n",
    "        \n",
    "    return all_features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eb5b461",
   "metadata": {},
   "source": [
    "Roll your own feature extraction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ced00d59",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating feature strings for training data\n",
      " Converting from raw text to unigram and bigram features\n",
      " Includes filtering stopword bigrams\n",
      " Initializing\n",
      " Iterating through documents extracting unigram and bigram features\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████| 7933/7933 [00:05<00:00, 1526.58it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating feature strings for test data\n",
      " Converting from raw text to unigram and bigram features\n",
      " Includes filtering stopword bigrams\n",
      " Initializing\n",
      " Iterating through documents extracting unigram and bigram features\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████| 1984/1984 [00:01<00:00, 1318.06it/s]\n",
      "C:\\Users\\Teja\\anaconda3\\lib\\site-packages\\sklearn\\feature_extraction\\text.py:544: UserWarning: The parameter 'ngram_range' will not be used since 'analyzer' is callable'\n",
      "  warnings.warn(\n",
      "C:\\Users\\Teja\\anaconda3\\lib\\site-packages\\sklearn\\feature_extraction\\text.py:550: UserWarning: The parameter 'stop_words' will not be used since 'analyzer' != 'word'\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# Call convert_lines_to_feature_strings() to get your features\n",
    "# as a whitespace-separated string that will now represent the document.\n",
    "\n",
    "print(\"Creating feature strings for training data\")\n",
    "X_train_feature_strings = convert_lines_to_feature_strings(X_train, stop_words)\n",
    "                                                           \n",
    "print(\"Creating feature strings for test data\")\n",
    "X_test_documents = convert_lines_to_feature_strings(X_test,  stop_words)\n",
    "    \n",
    "# Call CountVectorizer with whitespace-based tokenization as the analyzer, so that it uses exactly your features,\n",
    "# but without doing any of its own analysis/feature-extraction.\n",
    "X_features_train, training_vectorizer = convert_text_into_features(X_train_feature_strings, stop_words, whitespace_tokenizer)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "deb4dbc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply the \"vectorizer\" created using the training data to the test documents, to create testset feature vectors\n",
    "\n",
    "X_test_features =  training_vectorizer.transform(X_test_documents)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "535ff7b5",
   "metadata": {},
   "source": [
    "logistic regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "70f93fc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression(solver=&#x27;liblinear&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(solver=&#x27;liblinear&#x27;)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "LogisticRegression(solver='liblinear')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a logistic regression classifier trained on the featurized training data\n",
    "\n",
    "lr_classifier = LogisticRegression(solver='liblinear')\n",
    "lr_classifier.fit(X_features_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "5d225f8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classifying test data...\n",
      "Accuracy  = 0.6451612903225806\n",
      "Classification report for baseline:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           n       0.85      0.67      0.75      1568\n",
      "           y       0.31      0.55      0.39       416\n",
      "\n",
      "    accuracy                           0.65      1984\n",
      "   macro avg       0.58      0.61      0.57      1984\n",
      "weighted avg       0.73      0.65      0.67      1984\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Classify the test data and see how well you perform\n",
    "    \n",
    "print(\"Classifying test data...\")\n",
    "predicted_labels = lr_classifier.predict(X_test_features)\n",
    "print('Accuracy  = {}'.format(metrics.accuracy_score(predicted_labels,  y_test)))\n",
    "report = classification_report(predicted_labels, y_test)\n",
    "print(f\"Classification report for baseline:\\n{report}\")\n",
    "#for label in ['n', 'y']:\n",
    "    #print('Precision for label {} = {}'.format(label, metrics.precision_score(predicted_labels, y_test, pos_label=label)))\n",
    "    #print('Recall    for label {} = {}'.format(label, metrics.recall_score(predicted_labels, y_test, pos_label=label)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "659c14b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating plots...\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAGwCAYAAADWsX1oAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAA9hAAAPYQGoP6dpAABFR0lEQVR4nO3de3hU1b3/8feQy+RCMiSBZIhECBABSUAEi2CPoAQoiuDBijYcRQ1URMFUEItUibYkQg8XlRaVUgggRX8qaq0iYJUeRBSiWAgUbwESzBiUkDu5zOzfH8joEHASZkJg83k9z3oeZ++113xnmrK/811r720xDMNARERELmitWjoAERERaXlKCEREREQJgYiIiCghEBEREZQQiIiICEoIREREBCUEIiIiAgS2dAC+cLlcfP3110RERGCxWFo6HBERaSLDMCgvLyc+Pp5WrZrnN+qxY8eora31y1jBwcGEhIT4ZaxzzXmdEHz99dckJCS0dBgiIuKjgoICOnTo4Pdxjx07RmLH1jiKnX4Zz263k5+fb8qk4LxOCCIiIgA48HEnIltr9kPM6b8vSWnpEESaTT11bOFN97/n/lZbW4uj2MmB3E5ERvh2nigrd9Gx735qa2uVEJxrTkwTRLZu5fP/0CLnqkBLUEuHINJ8vr95fnNP+7aOsNA6wrf3cGHuqenzOiEQERFpDKfhwunjk3uchss/wZyjlBCIiIjpuTBw4VtG4Ovx5zrV2UVEREQVAhERMT8XLnwt+Ps+wrlNCYGIiJie0zBwGr6V/H09/lynKQMRERFRhUBERMxPiwq9U0IgIiKm58LAqYTgJ2nKQERERFQhEBER89OUgXdKCERExPR0lYF3mjIQERERVQhERMT8XN83X8cwMyUEIiJiek4/XGXg6/HnOiUEIiJiek4DPzzt0D+xnKu0hkBERESUEIiIiPm5/NSa4l//+hc33HAD8fHxWCwWXn31VY/9hmGQmZlJfHw8oaGhDB48mLy8PI8+NTU1TJkyhbZt2xIeHs6oUaMoLCz06FNSUsJtt92GzWbDZrNx2223cfTo0SZGq4RAREQuAC4sOH1sLixNes/Kykp69+7N4sWLT7l/3rx5LFiwgMWLF7N9+3bsdjtDhw6lvLzc3ScjI4N169axdu1atmzZQkVFBSNHjsTpdLr7pKWlsXPnTtavX8/69evZuXMnt912W5O/I60hEBERaYKysjKP11arFavV2qDfiBEjGDFixCnHMAyDRYsWMWvWLMaMGQNATk4OcXFxrFmzhrvvvpvS0lKWLVvGqlWrSE1NBWD16tUkJCSwadMmhg8fzt69e1m/fj3btm2jf//+ACxdupQBAwawb98+unXr1ujPpQqBiIiYnsvwTwNISEhwl+dtNhvZ2dlNjic/Px+Hw8GwYcPc26xWK4MGDWLr1q0A5ObmUldX59EnPj6e5ORkd58PPvgAm83mTgYArrzySmw2m7tPY6lCICIipnei7O/rGAAFBQVERka6t5+qOuCNw+EAIC4uzmN7XFwcBw4ccPcJDg4mKiqqQZ8TxzscDmJjYxuMHxsb6+7TWEoIREREmiAyMtIjIfCFxeKZpBiG0WDbyU7uc6r+jRnnZJoyEBER0/N1QaE/Kgw/ZrfbARr8ii8uLnZXDex2O7W1tZSUlPxkn2+++abB+IcPH25QffBGCYGIiJiey7D4pflLYmIidrudjRs3urfV1tayefNmBg4cCEDfvn0JCgry6FNUVMTu3bvdfQYMGEBpaSkfffSRu8+HH35IaWmpu09jacpARESkGVRUVPDFF1+4X+fn57Nz506io6O5+OKLycjIICsri6SkJJKSksjKyiIsLIy0tDQAbDYb6enpTJs2jZiYGKKjo5k+fTopKSnuqw569OjBL37xCyZOnMizzz4LwK9//WtGjhzZpCsMQAmBiIhcAPy5qLCxduzYwTXXXON+/cADDwAwfvx4VqxYwYwZM6iurmby5MmUlJTQv39/NmzYQEREhPuYhQsXEhgYyNixY6murmbIkCGsWLGCgIAAd5/nn3+eqVOnuq9GGDVq1GnvffBTLIZx/j7guaysDJvNRslnnYmM0OyHmNPw+MtaOgSRZlNv1PEer1FaWuq3hXo/duI88c/dCbT28TxRUe7i2uSCZou1palCICIipmf4YQ2A4cc1BOci/awWERERVQhERMT8WmINwflGCYGIiJie02iF0/CtKO48b1fcNY6mDEREREQVAhERMT8XFlw+/gZ2Ye4SgRICERExPa0h8E5TBiIiIqIKgYiImJ9/FhVqykBEROS8dnwNgW8lf1+PP9dpykBERERUIRAREfNz0QqnrjL4SUoIRETE9LSGwDslBCIiYnouWuk+BF5oDYGIiIioQiAiIubnNCw4fXx8sa/Hn+uUEIiIiOk5/bCo0KkpAxERETE7VQhERMT0XEYrXD5eZeDSVQYiIiLnN00ZeKcpAxEREVGFQEREzM+F71cJuPwTyjlLCYGIiJief25MZO6iurk/nYiIiDSKKgQiImJ6/nmWgbl/QyshEBER03NhwYWvawh0p0IREZHzmioE3pn704mIiEijqEIgIiKm558bE5n7N7QSAhERMT2XYcHl630ITP60Q3OnOyIiItIoqhCIiIjpufwwZaAbE4mIiJznTjzt0NfWVOXl5WRkZNCxY0dCQ0MZOHAg27dvd+83DIPMzEzi4+MJDQ1l8ODB5OXleYxRU1PDlClTaNu2LeHh4YwaNYrCwkKfv5OTKSEQERFpJhMmTGDjxo2sWrWKXbt2MWzYMFJTUzl06BAA8+bNY8GCBSxevJjt27djt9sZOnQo5eXl7jEyMjJYt24da9euZcuWLVRUVDBy5EicTqdfY1VCICIipufE4pcGUFZW5tFqampO+Z7V1dW8/PLLzJs3j6uvvpquXbuSmZlJYmIiS5YswTAMFi1axKxZsxgzZgzJycnk5ORQVVXFmjVrACgtLWXZsmXMnz+f1NRU+vTpw+rVq9m1axebNm3y63ekhEBEREzPn1MGCQkJ2Gw2d8vOzj7le9bX1+N0OgkJCfHYHhoaypYtW8jPz8fhcDBs2DD3PqvVyqBBg9i6dSsAubm51NXVefSJj48nOTnZ3cdftKhQRESkCQoKCoiMjHS/tlqtp+wXERHBgAED+P3vf0+PHj2Ii4vjb3/7Gx9++CFJSUk4HA4A4uLiPI6Li4vjwIEDADgcDoKDg4mKimrQ58Tx/qIKgYiImJ4Tf0wbHBcZGenRTpcQAKxatQrDMLjooouwWq089dRTpKWlERAQ4O5jsXje38AwjAbbTtaYPk2lhEBEREyvpa4y6NKlC5s3b6aiooKCggI++ugj6urqSExMxG63AzT4pV9cXOyuGtjtdmpraykpKTltH39RQiAiIqZ34uFGvrYzFR4eTvv27SkpKeHtt99m9OjR7qRg48aN7n61tbVs3ryZgQMHAtC3b1+CgoI8+hQVFbF79253H3/RGgIREZFm8vbbb2MYBt26deOLL77gwQcfpFu3btx5551YLBYyMjLIysoiKSmJpKQksrKyCAsLIy0tDQCbzUZ6ejrTpk0jJiaG6Ohopk+fTkpKCqmpqX6NVQmBiIiYnoEFF77NuRtncHxpaSkzZ86ksLCQ6OhobrrpJubMmUNQUBAAM2bMoLq6msmTJ1NSUkL//v3ZsGEDERER7jEWLlxIYGAgY8eOpbq6miFDhrBixQqPdQj+YDEMw/DriGdRWVkZNpuNks86Exmh2Q8xp+Hxl7V0CCLNpt6o4z1eo7S01GPlvr+cOE88uPV6rK2DfBqrpqKOPw78R7PF2tJ0FhURERFNGYiIiPnp8cfeKSEQERHTc/rhaYe+Hn+uM/enExERkUZRhUBERExPUwbeKSEQERHTc9EKl49FcV+PP9eZ+9OJiIhIo6hCICIipuc0LDh9LPn7evy5TgmBiIiYntYQeKeEQERETM84w6cVnjyGmZn704mIiEijqEIgIiKm58SC08eHG/l6/LlOCYGIiJiey/B9DYDrvH0UYONoykBERERUIbjQ7NoWzv/7cyyf7wrjyDdBzF6Wz8ARpe79hgGr59t58/kYKkoD6N6ninuzCunU7Zi7z4M3deXfH7T2GHfQqBIefuYAAI6CYNYsjGPn+60pORxETFwd144p4Vf3f0NQsMlTbDnnJPev4ObJh0lKqSLGXk/mXZ34YL3NvT8kzEn6rCIGDC8jMqqebwqDeW1ZW95Y2dbdJ6pdHRMeKeLyq8sJa+2i4Esra5+KZcs/2rTAJ5Iz4fLDokJfjz/XKSG4wByrakXnntUMu/UIv5+Q2GD/i3+K5ZXn2jFt0UE6dK5hzaI4Zt7ahWX/t5ew1i53vxHjvuX2Bx3u19aQH/YVfGHF5YL75xYSn1jD/v+EsOjBBI5VteLXs79u3g8ocpKQMBdf5YWwYW0Ujy470GD/pMe+pvfACuZNuZhvCoK5fFA5U7IL+e6bID54+3jiMOPpg4RHOMm8I5HSIwFc899HefiZA0wZEcyXu8PO9keSM+DCgsvHNQC+Hn+uU0Jwgbni2nKuuLb8lPsMA179SztunfoNP7/ueNVg+pMHubV3Mu+ui+L6275z97WGGkTH1p/6Pa4p54prfniP9h1rKfyymDdWtlVCIGfdjncj2fFu5PevGiYEPfpWsfH/RburXm89H8P1t31HUq8qd0LQo28VT//2IvbtPH7y/9uTcYyZeJiuKdVKCMQ0zF3/kCZxHAzmSHEQfQf9cDIPthqkXFnBnh3hHn3ffSWKm3smM3FwN557LJ6qip/+U6osDyCijbNZ4hbxRd5H4Vw5rJQYex1g0HtgBRd1riF3c4RHn0GjjhLRph6LxWDQ6BKCrAb/3tr69APLOeXEnQp9bWbWohWCwYMH06tXL0JCQvjLX/5CcHAwkyZNIjMzsyXDumAdKT7+5xDVrs5je1S7OooLg92vrxlzBHtCLdGx9ez/Twh/zW7PV3tCeeKFL0857tf7g3ntr+349aOHmi94kTP050fiyfhjIWs+3kN9HbhcFhZN70DeRz+c7OdM6sisZw7w0p486uugproVj6d3ouiAtQUjl6bQGgLvWnzKICcnhwceeIAPP/yQDz74gDvuuIOrrrqKoUOHNuhbU1NDTU2N+3VZWdnZDPXCcVISbBgWj23XjTvi/u9O3Y9xUeca7vtFNz7/dyhJvao9jv3OEciscV24euRRRvzoOJFzxY3p39K9bxWPju9EcWEwKVdWcl/2IY4UB/HJ/x2vEtzxUBGtbU4eGtuZsiOBDPhFKbOe3c+0/+7K/v+EtvAnEPGPFk93evXqxezZs0lKSuL222+nX79+vPPOO6fsm52djc1mc7eEhISzHK25nVgTUFIc5LH96LeBRLU79XoBgK4p1QQGuTiU7/lr6TtHIDN+2ZUefSu5/48F/g9YxEfBIS7u+K2D5zLj+XCjjfy9oby+vC2bX2/DLycdBqB9xxpG3/UdCx5IYOeWCL7aE8rzC+x8/u8wRt3xnZd3kHOFC4v7eQZn3Ey+qPCcSAh+rH379hQXF5+y78yZMyktLXW3ggKdZPzJfnEt0bF1fPyvH+ZO62ot7NrWmkv7VZ72uAP7Qqiva0VM3A9TDd8WBfHgL7vSNaWaaQsP0qrF/9JEGgoMNAgKNnC5PLe7nGBpdfwSWWvo8Z0n93H+qI+c+4zvrzLwpRkmTwhafMogKMjz16jFYsF18v/zvme1WrFaNWfni+rKVnz9o1/yjoJgvtwdSkSbemI71HHjhMOsfTqOizrXcFFiDX97Kg5rqItr/rsEOL4e4J+vRPGzIWVERjs5+JmV5x67iK7JVVx6xfGk4TtHIA/+siuxF9Uy8dGvKf3uhz+z012ZINJcQsKcxCfWul/bE2rp3LOa8qMBHD4UzKdbw5n4SBG1x1rxTWEQvQZUkvrLEp57LB6Agi9COPRVMPfPK2Tp4/GUlQQw8BelXH51BY/e3vDSXTk36WmH3rV4QiBn12efhjHjl13dr5/NvAiAoWOPMH3RQcbeW0ztsVYsntmB8u9vTJT9ty/d9yAIDDLYuSWCV5e141hlK9rG19F/SBnjHnAQEHB8zNzNkXydb+XrfCvj+vb0eP+3v955Vj6nyAmX9K7mjy//sOB10mPHL33d8EIU839zMdn3dOSuh4t4aPEBIto4KT4UzIq57XljZQwAznoLv7utM+kPF/FYTj6h4S6+zg/mf+9PYPs/I0/5niLnIyUEF5jeAyt+8qRsscBt0x3cNt1xyv2xF9Xxv6988ZPvMeyWIwy7RQsI5dzw7w9aMzy+92n3lxwOYv5vLv7JMb7Ot/L7iZ38HJmcTbrKwDslBCIiYnqaMvCuRROC9957r8G2V1999azHISIicqFThUBERExPzzLwTgmBiIiYnqYMvDP3CgkRERFpFFUIRETE9FQh8E4VAhERMT2fb1t8BglFfX09v/vd70hMTCQ0NJTOnTvz+OOPe9x8zzAMMjMziY+PJzQ0lMGDB5OXl+cxTk1NDVOmTKFt27aEh4czatQoCgsL/fK9/JgSAhERkWYwd+5cnnnmGRYvXszevXuZN28ef/zjH3n66afdfebNm8eCBQtYvHgx27dvx263M3ToUMrLf3gMfUZGBuvWrWPt2rVs2bKFiooKRo4cidPp30fKa8pARERMryWmDD744ANGjx7N9ddfD0CnTp3429/+xo4dO4Dj1YFFixYxa9YsxowZAxx/AnBcXBxr1qzh7rvvprS0lGXLlrFq1SpSU1MBWL16NQkJCWzatInhw4f79Jl+TBUCERExPQP88HCj48rKyjxaTU3NKd/z5z//Oe+88w6fffYZAJ9++ilbtmzhuuuuAyA/Px+Hw8GwYcPcx1itVgYNGsTWrVsByM3Npa6uzqNPfHw8ycnJ7j7+ogqBiIiYnj8rBAkJCR7bZ8+eTWZmZoP+Dz30EKWlpXTv3p2AgACcTidz5szhV7/6FQAOx/FbxMfFxXkcFxcXx4EDB9x9goODiYqKatDnxPH+ooRARESkCQoKCoiM/OHBVqd7Cu8LL7zA6tWrWbNmDT179mTnzp1kZGQQHx/P+PHj3f0sFs9ExTCMBttO1pg+TaWEQERETM+fFYLIyEiPhOB0HnzwQX77299y6623ApCSksKBAwfIzs5m/Pjx2O124HgVoH379u7jiouL3VUDu91ObW0tJSUlHlWC4uJiBg4c6NPnOZnWEIiIiOm1xGWHVVVVtGrleZoNCAhwX3aYmJiI3W5n48aN7v21tbVs3rzZfbLv27cvQUFBHn2KiorYvXu33xMCVQhERESawQ033MCcOXO4+OKL6dmzJ5988gkLFizgrrvuAo5PFWRkZJCVlUVSUhJJSUlkZWURFhZGWloaADabjfT0dKZNm0ZMTAzR0dFMnz6dlJQU91UH/qKEQERETK8lLjt8+umneeSRR5g8eTLFxcXEx8dz99138+ijj7r7zJgxg+rqaiZPnkxJSQn9+/dnw4YNREREuPssXLiQwMBAxo4dS3V1NUOGDGHFihUEBAT49HlOZjEMw/De7dxUVlaGzWaj5LPOREZo9kPMaXj8ZS0dgkizqTfqeI/XKC0tbdS8fFOdOE9c9dp9BIafevFfY9VX1vD+6MXNFmtL01lURERENGUgIiLmd+LmQr6OYWZKCERExPT0tEPvNGUgIiIiqhCIiIj5GYYFw8df+L4ef65TQiAiIqanKQPvlBCIiIjpqULgndYQiIiIiCoEIiJifoYfpgzMXiFQQiAiIqZnAL7el/e8va1vI2nKQERERFQhEBER83NhwaI7Ff4kJQQiImJ6usrAO00ZiIiIiCoEIiJifi7DgkU3JvpJSghERMT0DMMPVxmY/DIDTRmIiIiIKgQiImJ+WlTonRICERExPSUE3ikhEBER09OiQu+0hkBERERUIRAREfPTVQbeKSEQERHTO54Q+LqGwE/BnKM0ZSAiIiKqEIiIiPnpKgPvlBCIiIjpGd83X8cwM00ZiIiIiCoEIiJifpoy8E4JgYiImJ/mDLxSQiAiIubnhwoBJq8QaA2BiIiIqEIgIiLmpzsVeqcKgYiImN6JRYW+tqbo1KkTFoulQbv33nu/j8kgMzOT+Ph4QkNDGTx4MHl5eR5j1NTUMGXKFNq2bUt4eDijRo2isLDQb9/LjykhEBERaQbbt2+nqKjI3TZu3AjAzTffDMC8efNYsGABixcvZvv27djtdoYOHUp5ebl7jIyMDNatW8fatWvZsmULFRUVjBw5EqfT6fd4lRCIiIj5GRb/tCZo164ddrvd3d544w26dOnCoEGDMAyDRYsWMWvWLMaMGUNycjI5OTlUVVWxZs0aAEpLS1m2bBnz588nNTWVPn36sHr1anbt2sWmTZv8/hUpIRAREdM7sYbA1wZQVlbm0Wpqary+f21tLatXr+auu+7CYrGQn5+Pw+Fg2LBh7j5Wq5VBgwaxdetWAHJzc6mrq/PoEx8fT3JysruPPykhEBERaYKEhARsNpu7ZWdnez3m1Vdf5ejRo9xxxx0AOBwOAOLi4jz6xcXFufc5HA6Cg4OJioo6bR9/0lUGIiJifn68MVFBQQGRkZHuzVar1euhy5YtY8SIEcTHx3tst1g8pyEMw2iwrUEYjehzJlQhEBER0/PnVQaRkZEezVtCcODAATZt2sSECRPc2+x2O0CDX/rFxcXuqoHdbqe2tpaSkpLT9vGnRlUInnrqqUYPOHXq1DMORkRExGyWL19ObGws119/vXtbYmIidrudjRs30qdPH+D4OoPNmzczd+5cAPr27UtQUBAbN25k7NixABQVFbF7927mzZvn9zgblRAsXLiwUYNZLBYlBCIicm5qgRsLuVwuli9fzvjx4wkM/OGUa7FYyMjIICsri6SkJJKSksjKyiIsLIy0tDQAbDYb6enpTJs2jZiYGKKjo5k+fTopKSmkpqb6PdZGJQT5+fl+f2MREZGzpaWedrhp0yYOHjzIXXfd1WDfjBkzqK6uZvLkyZSUlNC/f382bNhARESEu8/ChQsJDAxk7NixVFdXM2TIEFasWEFAQIBPn+VULIZxZjdjrK2tJT8/ny5dunhkPWdTWVkZNpuNks86Exmh5RBiTsPjL2vpEESaTb1Rx3u8RmlpqcdCPX85cZ5IeGY2rUJDfBrLVX2MgkmPNVusLa3JZ9GqqirS09MJCwujZ8+eHDx4EDi+duCJJ57we4AiIiLS/JqcEMycOZNPP/2U9957j5CQH7Kt1NRUXnjhBb8GJyIi4h8WPzXzanKt/9VXX+WFF17gyiuv9LgO8tJLL+XLL7/0a3AiIiJ+4cf7EJhVkysEhw8fJjY2tsH2ysrKZrlRgoiIiDS/JicEV1xxBf/4xz/cr08kAUuXLmXAgAH+i0xERMRfDD81E2vylEF2dja/+MUv2LNnD/X19Tz55JPk5eXxwQcfsHnz5uaIUURExDdn8LTCU45hYk2uEAwcOJD333+fqqoqunTpwoYNG4iLi+ODDz6gb9++zRGjiIiINLMzuoFASkoKOTk5/o5FRESkWfz48cW+jGFmZ5QQOJ1O1q1bx969e7FYLPTo0YPRo0e32A2KREREfpKuMvCqyWfw3bt3M3r0aBwOB926dQPgs88+o127drz++uukpKT4PUgRERFpXk1eQzBhwgR69uxJYWEhH3/8MR9//DEFBQX06tWLX//6180Ro4iIiG9OLCr0tZlYkysEn376KTt27CAqKsq9LSoqijlz5nDFFVf4NTgRERF/sBjHm69jmFmTKwTdunXjm2++abC9uLiYrl27+iUoERERv9J9CLxqVEJQVlbmbllZWUydOpWXXnqJwsJCCgsLeemll8jIyGDu3LnNHa+IiIg0g0ZNGbRp08bjtsSGYTB27Fj3thNPUL7hhhtwOp3NEKaIiIgPdGMirxqVELz77rvNHYeIiEjz0WWHXjUqIRg0aFBzxyEiIiIt6IzvJFRVVcXBgwepra312N6rVy+fgxIREfErVQi8anJCcPjwYe68807eeuutU+7XGgIRETnnKCHwqsmXHWZkZFBSUsK2bdsIDQ1l/fr15OTkkJSUxOuvv94cMYqIiEgza3KF4J///CevvfYaV1xxBa1ataJjx44MHTqUyMhIsrOzuf7665sjThERkTOnqwy8anKFoLKyktjYWACio6M5fPgwcPwJiB9//LF/oxMREfGDE3cq9LWZ2RndqXDfvn0AXHbZZTz77LMcOnSIZ555hvbt2/s9QBEREWl+TZ4yyMjIoKioCIDZs2czfPhwnn/+eYKDg1mxYoW/4xMREfGdFhV61eSEYNy4ce7/7tOnD/v37+c///kPF198MW3btvVrcCIiInJ2nPF9CE4ICwvj8ssv90csIiIizcKCH5526JdIzl2NSggeeOCBRg+4YMGCMw5GREREWkajEoJPPvmkUYP9+AFIZ9OApyYQYA1pkfcWaW4d2uS1dAgizcYwauHo2XgjXXbojR5uJCIi5qdFhV41+bJDERERMR+fFxWKiIic81Qh8EoJgYiImJ4/7jSoOxWKiIjIGTl06BD/8z//Q0xMDGFhYVx22WXk5ua69xuGQWZmJvHx8YSGhjJ48GDy8jwXEtfU1DBlyhTatm1LeHg4o0aNorCw0O+xKiEQERHzM/zUmqCkpISrrrqKoKAg3nrrLfbs2cP8+fNp06aNu8+8efNYsGABixcvZvv27djtdoYOHUp5ebm7T0ZGBuvWrWPt2rVs2bKFiooKRo4cidPpPLPv4jTOKCFYtWoVV111FfHx8Rw4cACARYsW8dprr/k1OBEREb/wY0JQVlbm0Wpqak75lnPnziUhIYHly5fzs5/9jE6dOjFkyBC6dOlyPCTDYNGiRcyaNYsxY8aQnJxMTk4OVVVVrFmzBoDS0lKWLVvG/PnzSU1NpU+fPqxevZpdu3axadMmv35FTU4IlixZwgMPPMB1113H0aNH3RlKmzZtWLRokV+DExEROdckJCRgs9ncLTs7+5T9Xn/9dfr168fNN99MbGwsffr0YenSpe79+fn5OBwOhg0b5t5mtVoZNGgQW7duBSA3N5e6ujqPPvHx8SQnJ7v7+EuTE4Knn36apUuXMmvWLAICAtzb+/Xrx65du/wanIiIiD/48/HHBQUFlJaWutvMmTNP+Z5fffUVS5YsISkpibfffptJkyYxdepUVq5cCYDD4QAgLi7O47i4uDj3PofDQXBwMFFRUaft4y9NvsogPz+fPn36NNhutVqprKz0S1AiIiJ+5cc7FUZGRhIZGem1u8vlol+/fmRlZQHHHwiYl5fHkiVLuP322939Tr7Lr2EYXu/825g+TdXkCkFiYiI7d+5ssP2tt97i0ksv9UdMIiIi/tUCiwrbt2/f4LzYo0cPDh48CIDdbgdo8Eu/uLjYXTWw2+3U1tZSUlJy2j7+0uSE4MEHH+Tee+/lhRdewDAMPvroI+bMmcPDDz/Mgw8+6NfgREREzldXXXUV+/bt89j22Wef0bFjR+D4D2y73c7GjRvd+2tra9m8eTMDBw4EoG/fvgQFBXn0KSoqYvfu3e4+/tLkKYM777yT+vp6ZsyYQVVVFWlpaVx00UU8+eST3HrrrX4NTkRExB9a4sZEv/nNbxg4cCBZWVmMHTuWjz76iOeee47nnnvu+HgWCxkZGWRlZZGUlERSUhJZWVmEhYWRlpYGgM1mIz09nWnTphETE0N0dDTTp08nJSWF1NRU3z7QSc7oToUTJ05k4sSJfPvtt7hcLmJjY/0alIiIiF+1wK2Lr7jiCtatW8fMmTN5/PHHSUxMZNGiRYwbN87dZ8aMGVRXVzN58mRKSkro378/GzZsICIiwt1n4cKFBAYGMnbsWKqrqxkyZAgrVqzwWNjvDxbDMM7bmzGWlZVhs9nofl+WHn8sptXhr3r8sZhXvVHLO0dXUVpa2qiFek114jzR+dEsWoX4dp5wHTvGV48/3GyxtrQmVwgSExN/cmXjV1995VNAIiIifueHKQM93OgkGRkZHq/r6ur45JNPWL9+vRYViojIuUlPO/SqyQnB/ffff8rtf/rTn9ixY4fPAYmIiMjZ57eHG40YMYKXX37ZX8OJiIj4Twvch+B8c0ZXGZzKSy+9RHR0tL+GExER8ZuWuOzwfNPkhKBPnz4eiwoNw8DhcHD48GH+/Oc/+zU4EREROTuanBDceOONHq9btWpFu3btGDx4MN27d/dXXCIiInIWNSkhqK+vp1OnTgwfPtx9D2YREZFznq4y8KpJiwoDAwO55557qKmpaa54RERE/M6fjz82qyZfZdC/f38++eST5ohFREREWkiT1xBMnjyZadOmUVhYSN++fQkPD/fY36tXL78FJyIi4jcm/4Xvq0YnBHfddReLFi3illtuAWDq1KnufRaLBcMwsFgsOJ1O/0cpIiLiC60h8KrRCUFOTg5PPPEE+fn5zRmPiIiItIBGJwQnHorYsWPHZgtGRESkOejGRN41aQ3BTz3lUERE5JylKQOvmpQQXHLJJV6TgiNHjvgUkIiIiJx9TUoIHnvsMWw2W3PFIiIi0iw0ZeBdkxKCW2+9ldjY2OaKRUREpHloysCrRt+YSOsHREREzKvJVxmIiIicd1Qh8KrRCYHL5WrOOERERJqN1hB41+RbF4uIiJx3VCHwqskPNxIRERHzUYVARETMTxUCr5QQiIiI6WkNgXeaMhARERFVCERE5AKgKQOvlBCIiIjpacrAO00ZiIiIiCoEIiJyAdCUgVdKCERExPyUEHilKQMRERFRQiAiIuZn8VNriszMTCwWi0ez2+3u/YZhkJmZSXx8PKGhoQwePJi8vDyPMWpqapgyZQpt27YlPDycUaNGUVhY2PQvoBGUEIiIiPkZfmpN1LNnT4qKitxt165d7n3z5s1jwYIFLF68mO3bt2O32xk6dCjl5eXuPhkZGaxbt461a9eyZcsWKioqGDlyJE6n8wy+hJ+mNQQiImJ6/rzssKyszGO71WrFarWe8pjAwECPqsAJhmGwaNEiZs2axZgxYwDIyckhLi6ONWvWcPfdd1NaWsqyZctYtWoVqampAKxevZqEhAQ2bdrE8OHDfftAJ1GFQEREpAkSEhKw2Wzulp2dfdq+n3/+OfHx8SQmJnLrrbfy1VdfAZCfn4/D4WDYsGHuvlarlUGDBrF161YAcnNzqaur8+gTHx9PcnKyu48/qUIgIiLm58erDAoKCoiMjHRvPl11oH///qxcuZJLLrmEb775hj/84Q8MHDiQvLw8HA4HAHFxcR7HxMXFceDAAQAcDgfBwcFERUU16HPieH9SQiAiIhcGP102GBkZ6ZEQnM6IESPc/52SksKAAQPo0qULOTk5XHnllQBYLJ5LFQ3DaLDtZI3pcyY0ZSAiInIWhIeHk5KSwueff+5eV3DyL/3i4mJ31cBut1NbW0tJSclp+/iTEgIRETG9E4sKfW2+qKmpYe/evbRv357ExETsdjsbN25076+trWXz5s0MHDgQgL59+xIUFOTRp6ioiN27d7v7+JOmDERExPxa4E6F06dP54YbbuDiiy+muLiYP/zhD5SVlTF+/HgsFgsZGRlkZWWRlJREUlISWVlZhIWFkZaWBoDNZiM9PZ1p06YRExNDdHQ006dPJyUlxX3VgT8pIRAREWkGhYWF/OpXv+Lbb7+lXbt2XHnllWzbto2OHTsCMGPGDKqrq5k8eTIlJSX079+fDRs2EBER4R5j4cKFBAYGMnbsWKqrqxkyZAgrVqwgICDA7/FaDMM4b+/OXFZWhs1mo/t9WQRYQ1o6HJFm0eGved47iZyn6o1a3jm6itLS0kYt1GuqE+eJlAlZBAT7dp5w1h5j118ebrZYW5oqBCIiYn56uJFXWlQoIiIiqhCIiIj5+fPWxWalhEBERMxPUwZeKSEQERHzU0LgldYQiIiIiCoEIiJiflpD4J0SAhERMT9NGXilKQMRERFRhUBERMzPYhhYfLwxr6/Hn+uUEIiIiPlpysArTRmIiIiIKgQiImJ+usrAOyUEIiJifpoy8EpTBiIiIqIKgYiImJ+mDLxTQiAiIuanKQOvlBCIiIjpqULgndYQiIiIiCoEIiJyAdCUgVdKCERE5IJg9pK/rzRlICIiIqoQiIjIBcAwjjdfxzAxJQQiImJ6usrAO00ZiIiIiCoEIiJyAdBVBl4pIRAREdOzuI43X8cwM00ZiIiIiCoEF7p7Bm7nnoE7PLZ9WxnKtUvuAGBI0lf8stceLo07TFTYMW7OuZl9h9s2GKdXewdT/+tDUtoXU+dsxb7DbZn88vXU1OtPTFrW2IkHGZj6LR06V1N7rBV7d0by1/mJHNofBkBAoIvbp+7niquPYO9wjMqKQHZ+0IblCxI5ctjqHieqbS3p07/isoElhIU5KdwfxgvPJfD+hnYt9dGkKTRl4JX+tRa++DaKiS+Ocr92GRb3f4cG1bHzazsbP+tM5vDNpzy+V3sHS375D5Z92Ifsd/6LOmcrusV+5zGOSEtJ7lfKG3+L57PdEQQEGIy/fz9z/rKLu2/oR011ANYQF10vreBvz3Tkq/+E0zqynrtnfsnsP+Vx/9jL3eNMf+I/hLV28vi9PSkrCWLw9cX8dv5e7h8byld7W7fgJ5TG0FUG3ikhEOpdrfiuKuyU+97Y0w2A+Miy0x4/45r3WfNxCn/96Id/PA8ebePXGEXO1KN3p3i8XjDrEta+v42kS8vZnduGqopAZk3o5dFnyZyuPPniJ7Rrf4zDRSEAdL+sjD89lsRnuyIBWPtsR24cf4iuPcqVEJwPdB8Cr7SGQOgYVcqmSTm8NXE1c0du5CLb6U/+J4sOq6JXfDFHqkJZ+atXePeeFfz1llfpc1FRM0YscubCI5wAlJcG/USfelwuqCj74TdTXq6Nq0ccprWtDovF4OoRxQQFu/j39jbNHbKYQHZ2NhaLhYyMDPc2wzDIzMwkPj6e0NBQBg8eTF5ensdxNTU1TJkyhbZt2xIeHs6oUaMoLCxslhhbLCFYuXIlMTEx1NTUeGy/6aabuP322095TE1NDWVlZR5NfLOrKJZZb17LPS+NJPPtwbQNr2JV2ivYQo416vgO3ycP9wzczsu7LuWel69n7zftWHrz61zc5mgzRi5yJgwmzviS3bmRHPgi/JQ9goJd3PmbfN77RyzVlT8kBE9M60GrAIMXP/iA13ZuYUrm5/xhSk8cBaFnK3jxwYkpA1/bmdi+fTvPPfccvXp5VqLmzZvHggULWLx4Mdu3b8dutzN06FDKy8vdfTIyMli3bh1r165ly5YtVFRUMHLkSJxOpy9fxym1WEJw880343Q6ef31193bvv32W9544w3uvPPOUx6TnZ2NzWZzt4SEhLMVrmltye/Ips+78Pm3MXx4sAP3vXIdAKN67mvU8Zbvlwm89OmlvLa7O/8pbscf37uK/SVtuDHlP80VtsgZmfy7L0jsVsnc6T1OuT8g0MVv5+/F0gr+9HhXj32337+fCFs9M+9K4f6xfViX04GZC/fQKanybIQuvjL81JqooqKCcePGsXTpUqKion4IxzBYtGgRs2bNYsyYMSQnJ5OTk0NVVRVr1qwBoLS0lGXLljF//nxSU1Pp06cPq1evZteuXWzatOkMv4jTa7GEIDQ0lLS0NJYvX+7e9vzzz9OhQwcGDx58ymNmzpxJaWmpuxUUFJylaC8c1XVBfH44ho5RRxvV/9vK42sPvvwu2mP7V99F0T6iwt/hiZyxSbO+oP813/HbO3rx3TfWBvsDAl3MXLCXuIuOMSs9xaM6YE+oZtS4r1n4u0v4dFsU+ftas+bPHfk8L4KRaV+fzY8h54CTK9UnV7p/7N577+X6668nNTXVY3t+fj4Oh4Nhw4a5t1mtVgYNGsTWrVsByM3Npa6uzqNPfHw8ycnJ7j7+1KJrCCZOnMiGDRs4dOgQAMuXL+eOO+7AYjn16nSr1UpkZKRHE/8KCnDSOaaEw5WnLqee7FBpBN+Uh9Mp+qjH9o5RpRSVaaGVnAsM7pn1BQNTv2XmXb355lDDEv+JZCC+YzUPp6c0WF8QEnL8jjSGy/PfJpfTgsXsS89Nwp9TBgkJCR7V6uzs7FO+59q1a8nNzT3lfofDAUBcXJzH9ri4OPc+h8NBcHCwR2Xh5D7+1KJXGfTp04fevXuzcuVKhg8fzq5du/j73//ekiFdcKYN2sp7X3bCUd6a6NBqfj0gl/DgWl7PO351QWTIMdpHVNCu9fGy6IkT/7eVYd9fmWAhZ3tv7rlqB58djuE/xW0Z1XMfidElTHt92GneVeTsmfzIFwy+vpjH7+tJdWUAUW1rAagsD6C2JoBWAQYPL9pL1x7lZE5OJiAAd5/y0kDq61pRkB/KoQMhTMn8jL/8sTNlR4MYMOQ7+gwsIXNyckt+PGksP15lUFBQ4PGD1GptWHEqKCjg/vvvZ8OGDYSEhJx2yJN/ABuGcdofxU3pcyZa/LLDCRMmsHDhQg4dOkRqaqrWBZxlsRGVzB25kajQYxypCmVXUSz/s2YMRWURAAzusp8/jHjX3f+PN2wEYMnWfizZegUAqz/uTXCgkwcHv48ttIZ9xTHc/dINFJbazv4HEjnJyF8dv+Jl3sp/e2xf8PAlbHrVTtu4GgZc+x0Af1r3sUefh8b3Ytf2NjjrWzF7Ugp3/iaf2X/KIzTMydcHQ1kwsxs7/uU5XSbm15gKdW5uLsXFxfTt29e9zel08q9//YvFixezb9/xdVoOh4P27du7+xQXF7urBna7ndraWkpKSjyqBMXFxQwcONCfHwkAi2G07IWVZWVltG/fnvr6elauXMktt9zSpGNtNhvd78siwHr6DEzkfNbhr3neO4mcp+qNWt45uorS0tJmmQY+cZ4YMOJxAoN8O0/U1x3jg7cebVSs5eXlHDhwwGPbnXfeSffu3XnooYfo2bMn8fHx/OY3v2HGjBkA1NbWEhsby9y5c7n77rspLS2lXbt2rF69mrFjxwJQVFREhw4dePPNNxk+fLhPn+dkLV4hiIyM5KabbuIf//gHN954Y0uHIyIiZnSWb10cERFBcrLndFJ4eDgxMTHu7RkZGWRlZZGUlERSUhJZWVmEhYWRlpYGgM1mIz09nWnTphETE0N0dDTTp08nJSWlwSJFf2jxhACOZzzjxo075TyMiIiIGc2YMYPq6momT55MSUkJ/fv3Z8OGDURERLj7LFy4kMDAQMaOHUt1dTVDhgxhxYoVBAQE+D2eFp0yOHLkCBs2bGDcuHHs2bOHbt26Nel4TRnIhUBTBmJmZ2vKYOBw/0wZbH27cVMG56MWrRBcfvnllJSUMHfu3CYnAyIiIo3mMo43X8cwsRZNCPbv39+Sby8iIhcKPf7YKz3cSERERM6NRYUiIiLNycKZP5zox2OYmRICERExPz/eqdCsNGUgIiIiqhCIiIj5/fjhRL6MYWZKCERExPx0lYFXmjIQERERVQhERMT8LIaBxcdFgb4ef65TQiAiIubn+r75OoaJacpAREREVCEQERHz05SBd0oIRETE/HSVgVdKCERExPx0p0KvtIZAREREVCEQERHz050KvVNCICIi5qcpA680ZSAiIiKqEIiIiPlZXMebr2OYmRICERExP00ZeKUpAxEREVGFQERELgC6MZFXSghERMT0dOti7zRlICIiIqoQiIjIBUCLCr1SQiAiIuZnAL5eNmjufEAJgYiImJ/WEHinNQQiIiKiCoGIiFwADPywhsAvkZyzlBCIiIj5aVGhV5oyEBERESUEIiJyAXD5qTXBkiVL6NWrF5GRkURGRjJgwADeeust937DMMjMzCQ+Pp7Q0FAGDx5MXl6exxg1NTVMmTKFtm3bEh4ezqhRoygsLDyDL8A7JQQiImJ6J64y8LU1RYcOHXjiiSfYsWMHO3bs4Nprr2X06NHuk/68efNYsGABixcvZvv27djtdoYOHUp5ebl7jIyMDNatW8fatWvZsmULFRUVjBw5EqfT6dfvB5QQiIiINIsbbriB6667jksuuYRLLrmEOXPm0Lp1a7Zt24ZhGCxatIhZs2YxZswYkpOTycnJoaqqijVr1gBQWlrKsmXLmD9/PqmpqfTp04fVq1eza9cuNm3a5Pd4lRCIiIj5nVhU6GsDysrKPFpNTY3Xt3c6naxdu5bKykoGDBhAfn4+DoeDYcOGuftYrVYGDRrE1q1bAcjNzaWurs6jT3x8PMnJye4+/qSEQEREzM+PCUFCQgI2m83dsrOzT/u2u3btonXr1litViZNmsS6deu49NJLcTgcAMTFxXn0j4uLc+9zOBwEBwcTFRV12j7+pMsORUREmqCgoIDIyEj3a6vVetq+3bp1Y+fOnRw9epSXX36Z8ePHs3nzZvd+i8Xi0d8wjAbbTtaYPmdCFQIRETE/P1YITlw1cKL9VEIQHBxM165d6devH9nZ2fTu3Zsnn3wSu90O0OCXfnFxsbtqYLfbqa2tpaSk5LR9/EkJgYiImF8LXHZ4KoZhUFNTQ2JiIna7nY0bN7r31dbWsnnzZgYOHAhA3759CQoK8uhTVFTE7t273X38SVMGIiJiei3xcKOHH36YESNGkJCQQHl5OWvXruW9995j/fr1WCwWMjIyyMrKIikpiaSkJLKysggLCyMtLQ0Am81Geno606ZNIyYmhujoaKZPn05KSgqpqak+fZZTUUIgIiLSDL755htuu+02ioqKsNls9OrVi/Xr1zN06FAAZsyYQXV1NZMnT6akpIT+/fuzYcMGIiIi3GMsXLiQwMBAxo4dS3V1NUOGDGHFihUEBAT4PV6LYZy/N2cuKyvDZrPR/b4sAqwhLR2OSLPo8Nc8751EzlP1Ri3vHF1FaWmpx0I9fzlxnkhN+g2BAaef62+MemcNmz5f2GyxtjRVCERExPxcBlh8/P3rOm9/PzeKFhWKiIiIKgQiInIB0OOPvVJCICIiFwA/JASYOyHQlIGIiIioQiAiIhcATRl4pYRARETMz2Xgc8lfVxmIiIiI2alCICIi5me4jjdfxzAxJQQiImJ+WkPglRICERExP60h8EprCEREREQVAhERuQBoysArJQQiImJ+Bn5ICPwSyTlLUwYiIiKiCoGIiFwANGXglRICERExP5cL8PE+Ai5z34dAUwYiIiKiCoGIiFwANGXglRICERExPyUEXmnKQERERFQhEBGRC4BuXeyVEgIRETE9w3Bh+Pi0Ql+PP9cpIRAREfMzDN9/4WsNgYiIiJidKgQiImJ+hh/WEJi8QqCEQEREzM/lAouPawBMvoZAUwYiIiKiCoGIiFwANGXglRICERExPcPlwvBxysDslx1qykBERERUIRARkQuApgy8UoVARETMz2X4pzVBdnY2V1xxBREREcTGxnLjjTeyb98+jz6GYZCZmUl8fDyhoaEMHjyYvLw8jz41NTVMmTKFtm3bEh4ezqhRoygsLPT5KzmZEgIREZFmsHnzZu699162bdvGxo0bqa+vZ9iwYVRWVrr7zJs3jwULFrB48WK2b9+O3W5n6NChlJeXu/tkZGSwbt061q5dy5YtW6ioqGDkyJE4nU6/xqspAxERMT/DAHy9D0HTKgTr16/3eL18+XJiY2PJzc3l6quvxjAMFi1axKxZsxgzZgwAOTk5xMXFsWbNGu6++25KS0tZtmwZq1atIjU1FYDVq1eTkJDApk2bGD58uG+f6UdUIRAREdMzXIZfGkBZWZlHq6mpaVQMpaWlAERHRwOQn5+Pw+Fg2LBh7j5Wq5VBgwaxdetWAHJzc6mrq/PoEx8fT3JysruPvyghEBER8zNc/mlAQkICNpvN3bKzs72/vWHwwAMP8POf/5zk5GQAHA4HAHFxcR594+Li3PscDgfBwcFERUWdto+/aMpARESkCQoKCoiMjHS/tlqtXo+57777+Pe//82WLVsa7LNYLB6vDcNosO1kjenTVKoQiIiI6flzyiAyMtKjeUsIpkyZwuuvv867775Lhw4d3NvtdjtAg1/6xcXF7qqB3W6ntraWkpKS0/bxFyUEIiJifn6cMmj0WxoG9913H6+88gr//Oc/SUxM9NifmJiI3W5n48aN7m21tbVs3ryZgQMHAtC3b1+CgoI8+hQVFbF79253H385r6cMjO9XfDprj7VwJCLNp96obekQRJrNib9vo5lv+lNPnc/3Jaqnrkn97733XtasWcNrr71GRESEuxJgs9kIDQ3FYrGQkZFBVlYWSUlJJCUlkZWVRVhYGGlpae6+6enpTJs2jZiYGKKjo5k+fTopKSnuqw78xjiPFRQUnLj1lJqampraedwKCgqa5TxRXV1t2O12v8Vpt9uN6urqRr336cZYvny5u4/L5TJmz55t2O12w2q1GldffbWxa9euBp/hvvvuM6Kjo43Q0FBj5MiRxsGDB/35NRmGYRiW74M+L7lcLr7++msiIiL8vrhCGiorKyMhIaHBghoRs9Df+NlnGAbl5eXEx8fTqlXzzGIfO3aM2lr/VNqCg4MJCQnxy1jnmvN6yqBVq1YeCzTk7DixkEbErPQ3fnbZbLZmHT8kJMS0J3F/0qJCERERUUIgIiIiSgikCaxWK7Nnz27UTThEzkf6G5cL2Xm9qFBERET8QxUCERERUUIgIiIiSghEREQEJQQiIiKCEgIRERFBCYGIiIighEAaYfDgwUydOpUZM2YQHR2N3W4nMzOzpcMS8ZuVK1cSExNDTU2Nx/abbrqJ22+/vYWiEjm7lBBIo+Tk5BAeHs6HH37IvHnzePzxxz2ezy1yPrv55ptxOp28/vrr7m3ffvstb7zxBnfeeWcLRiZy9ighkEbp1asXs2fPJikpidtvv51+/frxzjvvtHRYIn4RGhpKWloay5cvd297/vnn6dChA4MHD265wETOIiUE0ii9evXyeN2+fXuKi4tbKBoR/5s4cSIbNmzg0KFDACxfvpw77rhDj1aXC4YSAmmUoKAgj9cWiwWXy9VC0Yj4X58+fejduzcrV67k448/ZteuXdxxxx0tHZbIWRPY0gGIiJwrJkyYwMKFCzl06BCpqakkJCS0dEgiZ40qBCIi3xs3bhyHDh1i6dKl3HXXXS0djshZpYRAROR7kZGR3HTTTbRu3Zobb7yxpcMROav0+GMRkR8ZOnQoPXr04KmnnmrpUETOKiUEIiLAkSNH2LBhA+PGjWPPnj1069atpUMSOau0qFBEBLj88sspKSlh7ty5SgbkgqQKgYiIiGhRoYiIiCghEBEREZQQiIiICEoIREREBCUEIiIighICEZ9lZmZy2WWXuV/fcccdLXKXu/3792OxWNi5c+dp+3Tq1IlFixY1eswVK1bQpk0bn2OzWCy8+uqrPo8jIs1HCYGY0onH1losFoKCgujcuTPTp0+nsrKy2d/7ySefZMWKFY3q25iTuIjI2aAbE4lp/eIXv2D58uXU1dXxf//3f0yYMIHKykqWLFnSoG9dXV2DRzyfKZvN5pdxRETOJlUIxLSsVit2u52EhATS0tIYN26cu2x9osz/17/+lc6dO2O1WjEMg9LSUn79618TGxtLZGQk1157LZ9++qnHuE888QRxcXFERESQnp7OsWPHPPafPGXgcrmYO3cuXbt2xWq1cvHFFzNnzhwAEhMTAejTpw8Wi4XBgwe7j1u+fDk9evQgJCSE7t278+c//9njfT766CP69OlDSEgI/fr145NPPmnyd7RgwQJSUlIIDw8nISGByZMnU1FR0aDfq6++yiWXXEJISAhDhw6loKDAY//f//53+vbtS0hICJ07d+axxx6jvr6+yfGISMtRQiAXjNDQUOrq6tyvv/jiC1588UVefvlld8n++uuvx+Fw8Oabb5Kbm8vll1/OkCFDOHLkCAAvvvgis2fPZs6cOezYsYP27ds3OFGfbObMmcydO5dHHnmEPXv2sGbNGuLi4oDjJ3WATZs2UVRUxCuvvALA0qVLmTVrFnPmzGHv3r1kZWXxyCOPkJOTA0BlZSUjR46kW7du5ObmkpmZyfTp05v8nbRq1YqnnnqK3bt3k5OTwz//+U9mzJjh0aeqqoo5c+aQk5PD+++/T1lZGbfeeqt7/9tvv83//M//MHXqVPbs2cOzzz7LihUr3EmPiJwnDBETGj9+vDF69Gj36w8//NCIiYkxxo4daxiGYcyePdsICgoyiouL3X3eeecdIzIy0jh27JjHWF26dDGeffZZwzAMY8CAAcakSZM89vfv39/o3bv3Kd+7rKzMsFqtxtKlS08ZZ35+vgEYn3zyicf2hIQEY82aNR7bfv/73xsDBgwwDMMwnn32WSM6OtqorKx071+yZMkpx/qxjh07GgsXLjzt/hdffNGIiYlxv16+fLkBGNu2bXNv27t3rwEYH374oWEYhvFf//VfRlZWlsc4q1atMtq3b+9+DRjr1q077fuKSMvTGgIxrTfeeIPWrVtTX19PXV0do0eP5umnn3bv79ixI+3atXO/zs3NpaKigpiYGI9xqqur+fLLLwHYu3cvkyZN8tg/YMAA3n333VPGsHfvXmpqahgyZEij4z58+DAFBQWkp6czceJE9/b6+nr3+oS9e/fSu3dvwsLCPOJoqnfffZesrCz27NlDWVkZ9fX1HDt2jMrKSsLDwwEIDAykX79+7mO6d+9OmzZt2Lt3Lz/72c/Izc1l+/btHhUBp9PJsWPHqKqq8ohRRM5dSgjEtK655hqWLFlCUFAQ8fHxDRYNnjjhneByuWjfvj3vvfdeg7HO9NK70NDQJh/jcrmA49MG/fv399gXEBAAgOGHZ5IdOHCA6667jkmTJvH73/+e6OhotmzZQnp6usfUChy/bPBkJ7a5XC4ee+wxxowZ06BPSEiIz3GKyNmhhEBMKzw8nK5duza6/+WXX47D4SAwMJBOnTqdsk+PHj3Ytm0bt99+u3vbtm3bTjtmUlISoaGhvPPOO0yYMKHB/uDgYOD4L+oT4uLiuOiii/jqq68YN27cKce99NJLWbVqFdXV1e6k46fiOJUdO3ZQX1/P/PnzadXq+HKiF198sUG/+vp6duzYwc9+9jMA9u3bx9GjR+nevTtw/Hvbt29fk75rETn3KCEQ+V5qaioDBgzgxhtvZO7cuXTr1o2vv/6aN998kxtvvJF+/fpx//33M378ePr168fPf/5znn/+efLy8ujcufMpxwwJCeGhhx5ixowZBAcHc9VVV3H48GHy8vJIT08nNjaW0NBQ1q9fT4cOHQgJCcFms5GZmcnUqVOJjIxkxIgR1NTUsGPHDkpKSnjggQdIS0tj1qxZpKen87vf/Y79+/fzv//7v036vF26dKG+vp6nn36aG264gffff59nnnmmQb+goCCmTJnCU089RVBQEPfddx9XXnmlO0F49NFHGTlyJAkJCdx88820atWKf//73+zatYs//OEPTf8fQkRahK4yEPmexWLhzTff5Oqrr+auu+7ikksu4dZbb2X//v3uqwJuueUWHn30UR566CH69u3LgQMHuOeee35y3EceeYRp06bx6KOP0qNHD2655RaKi4uB4/PzTz31FM8++yzx8fGMHj0agAkTJvCXv/yFFStWkJKSwqBBg1ixYoX7MsXWrVvz97//nT179tCnTx9mzZrF3Llzm/R5L7vsMhYsWMDcuXNJTk7m+eefJzs7u0G/sLAwHnroIdLS0hgwYAChoaGsXbvWvX/48OG88cYbbNy4kSuuuIIrr7ySBQsW0LFjxybFIyIty2L4YzJSREREzmuqEIiIiIgSAhEREVFCICIiIighEBEREZQQiIiICEoIREREBCUEIiIighICERERQQmBiIiIoIRAREREUEIgIiIiwP8HmHMSNFpriSAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " # Graph the confusion matrix to show accuracies\n",
    "\n",
    "print(\"Generating plots...\")\n",
    "ConfusionMatrixDisplay.from_predictions(y_test, predicted_labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3cc6bce7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}