dialogue_act_recognition.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dialogue-Act Recognition\n",
    "\n",
    "3-layered neural network trained on NPS Chat corpus in order to recognize an act from a given dialogue. The NPS corpus consists of conversations from Chat room and has pos tagging as well as dialogue-act tagging. The complete corpus consists of  15 different tags in total for dialogue-act. For simplicity, I have considered only 3 tags:'Greet', 'Emotion', and 'Bye'. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.corpus import nps_chat as nps\n",
    "from collections import Counter\n",
    "import numpy as np\n",
    "import keras\n",
    "from keras.utils import np_utils\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout, Activation\n",
    "from keras.regularizers import l2\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "posts = nps.xml_posts()\n",
    "np.random.seed(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Different Acts: \n",
      "{'Greet', 'Reject', 'Clarify', 'yAnswer', 'nAnswer', 'Other', 'Continuer', 'ynQuestion', 'Emotion', 'whQuestion', 'System', 'Emphasis', 'Accept', 'Bye', 'Statement'} \n",
      "\n",
      "Acts Occruances: \n",
      "Counter({'Statement': 3185, 'System': 2632, 'Greet': 1363, 'Emotion': 1106, 'ynQuestion': 550, 'whQuestion': 533, 'Accept': 233, 'Bye': 195, 'Emphasis': 190, 'Continuer': 168, 'Reject': 159, 'yAnswer': 108, 'nAnswer': 72, 'Clarify': 38, 'Other': 35})\n"
     ]
    }
   ],
   "source": [
    "acts = [posts[i].get('class') for i in range(len(posts))]\n",
    "print('Different Acts: ')\n",
    "print(set(acts), '\\n')\n",
    "print('Acts Occruances: ')\n",
    "print(Counter(acts))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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gm', 'hi 10-19-40sUser8', 'hi 10-19-40sUser33!!!!', 'hi 10-19-40sUser33 m 10-19-40sUser34 10-19-40sUser8 ', 'Hi  10-19-40sUser33   welcome  to room as u  go  shoppin at k-mart  for  new pants', 'lol hi 10-19-40sUser19', 'hi 10-19-40sUser30', 'heee', 'good day to you 10-19-40sUser16........ :-) ', 'lol 10-19-40sUser20', 'Hi  10-19-40sUser34   ', 'hi 10-19-40sUser30!!!!!', 'hi 10-19-40sUser19', 'fock', 'hiya 10-19-40sUser35', 'Hi  everyone come in  sit smoke are kiss', 'hi ya 10-19-40sUser3', \"brb.... don't say you weren't warned...brb\", 'oh no 10-19-40sUser34', 'wb 10-19-40sUser35', 'hi 10-19-40sUser35 & 10-19-40sUser36 ', 'lol', 'lol', 'kold....lol', 'hi 10-19-40sUser30', 'lol 10-19-40sUser11', 'chuckle 10-19-40sUser20', 'hi all', 'hi 10-19-40sUser37', 'wb 10-19-40sUser27 who should change her nic to \"fallout\"', 'Hi  10-19-40sUser27   who is  here n there', 'lol', 'god this grrrrrrrrr', 'amazing lol', 'hi 10-19-40sUser27', 'lol', ';-)', 'heya 10-19-40sUser35!', '((((((((((10-19-40sUser34))))))))))', 'ouch 10-19-40sUser34', 'lol', 'lol 10-19-40sUser35, 10-19-40sUser30', 'lol', 'awwwwwwwwww hugs 10-19-40sUser19', 'rolls her eyes @ 10-19-40sUser9', 'hi 10-19-40sUser39', 'hi 10-19-40sUser11', 'lol', 'lol', 'lol', 'lol', 'hi 10-19-40sUser42', '((((((((((10-19-40sUser42))))))))))', 'hi 10-19-40sUser43', 'lol 10-19-40sUser3', 'hi 10-19-40sUser35', 'hi 10-19-40sUser43 ', 'hi 10-19-40sUser16m', 'Hi  10-19-40sUser43   welcome to room', 'hi 10-19-40sUser30', 'hi 10-19-40sUser43', 'hi 10-19-40sUser19 and ty ', 'hi 10-19-40sUser30  ', 'hi 10-19-40sUser34', 'hello all', 'hi 10-19-40sUser44', 'hi 10-19-40sUser43', 'hi 10-19-40sUser44', 'lol 10-19-40sUser9', 'hi 10-19-40sUser35 ', 'hello 10-19-40sUser44', 'hi 10-19-40sUser45 ', 'well i off now see u all', 'lol', 'Hiya 10-19-40sUser43 how have you been', 'hi 10-19-40sUser46', 'good afternoon', 'hi 10-19-40sUser34', 'hi 10-19-40sUser46 and 10-19-40sUser47', 'lol 10-19-40sUser9', 'lol 10-19-40sUser25', 'lol ', 'hi 10-19-40sUser43', '10-19-40sUser48', 'gm all', '10-19-40sUser49', 'hi 10-19-40sUser46 , 10-19-40sUser47 , 10-19-40sUser48 , 10-19-40sUser49 , 10-19-40sUser50 ', 'hiya 10-19-40sUser49', 'hi 10-19-40sUser49', 'hiya 10-19-40sUser48', 'hio 10-19-40sUser9', 'hi everyone', 'hi 10-19-40sUser49!!', 'hi 10-19-40sUser9', 'hey 10-19-40sUser49', 'hiya 10-19-40sUser43', '10-19-40sUser9', 'hi 10-19-40sUser43', 'hi 10-19-40sUser49', 'hi 10-19-40sUser34', 'hiya 10-19-40sUser48', 'hey 10-19-40sUser16', 'hi 10-19-40sUser43', 'hiya 10-19-40sUser49', 'hi 10-19-40sUser20', 'hi 10-19-40sUser3', 'hey 10-19-40sUser49', 'hi 10-19-40sUser52', 'hi 10-19-40sUser52 hugs', 'hi 10-19-40sUser13', 'wb 10-19-40sUser52', 'hi 10-19-40sUser52 ', 'hi 10-19-40sUser53 ', 'hiya 10-19-40sUser20', ' hi 10-19-40sUser3', 'helloooo  10-19-40sUser52', 'hiya 10-19-40sUser53', 'hiya 10-19-40sUser43 hug', 'hi 10-19-40sUser53 ', 'hi 10-19-40sUser53', 'hiya.. 10-19-40sUser13', '10-19-40sUser52', 'hiya 10-19-40sUser30', 'hi 10-19-40sUser53', 'hey 10-19-40sUser53', 'Hi Everyone..:)    ', '10-19-40sUser18 hugsssss :)', 'hiy 10-19-40sUser16', 'hi 10-19-40sUser53', '10-19-40sUser53', 'hi 10-19-40sUser53', 'hi 10-19-40sUser46', 'hey 10-19-40sUser52?', 'hi 10-19-40sUser16', 'Hi 10-19-40sUser54..:)', 'hi 10-19-40sUser53', 'hiya 10-19-40sUser53', 'hi 10-19-40sUser52', 'hi 10-19-40sUser54', 'Hello 10-19-40sUser44..:)   and 10-19-40sUser3!   :)', 'hi 10-19-40sUser54 ', 'lol', 'Hi all', 'hey 10-19-40sUser43', 'l', 'hi 10-19-40sUser54', 'hi 10-19-40sUser11', 'hey 10-19-40sUser54', 'hi 10-19-40sUser49', 'hi 10-19-40sUser54', 'hi 10-19-40sUser54', 'hey 10-19-40sUser11 good to see you ', 'Hugs for you 10-19-40sUser52', 'wb ((((10-19-40sUser24))))', 'oh Lord', 'wb 10-19-40sUser24', 'hi 10-19-40sUser47', 'hey 10-19-40sUser16', 'hey 10-19-40sUser47', 'phone brb', 'bye everyone', 'hb 10-19-40sUser34', 'hi 10-19-40sUser11 ', 'lol', 'hi 10-19-40sUser55', '10-19-40sUser55', 'Hiya 10-19-40sUser49', 'Hello 10-19-40sUser9', 'hi 10-19-40sUser55', 'hi 10-19-40sUser55', 'lol ', 'Hiya 10-19-40sUser43', 'hey 10-19-40sUser55, good to c u', 'Hello 10-19-40sUser11', 'lol 10-19-40sUser3', 'Hey there 10-19-40sUser25!', 'hey there 10-19-40sUser55', 'Hiya 10-19-40sUser16', 'hi 10-19-40sUser56', 'lol 10-19-40sUser3', 'lol 10-19-40sUser3', 'lol 10-19-40sUser9', 'Yikes', 'later all  :):):)', 'bye 10-19-40sUser49', 'lol 10-19-40sUser3', ' ;-) ', 'lol', 'lol 10-19-40sUser9', 'wb 10-19-40sUser7', 'hiya 10-19-40sUser7', 'heya 10-19-40sUser13', 'cripos', 'wb 10-19-40sUser34', 'wb 10-19-40sUser34', 'lol', 'lol', 'lol', '+*+*+*+* ...for you 10-19-40sUser34 :)', 'hi 10-19-40sUser58', 'lol', 'wb 10-19-40sUser29', 'hi 10-19-40sUser29', ' :)', 'lol 10-19-adultsUser16  hiYas ', 'whooo hooo', 'hiya 10-19-adultsUser32 :) how r u babe? ', 'ciao', 'hi', 'great to hear 10-19-adultsUser16 ', '10-19-adultsUser520, 10-19-adultsUser32. .LoL', 'hi 10-19-adultsUser36', 'hey pp', 'wb 10-19-adultsUser36', 'wb 10-19-adultsUser38', ':)', 'LoL', 'lol 10-19-adultsUser36', ':)', 'lol', 'lmao 10-19-adultsUser23', 'hello all', 'rotflmao ', 'hiya 10-19-adultsUser40', 'lmao', 'Hello lovelies', 'alo', 'ha ha ha 10-19-adultsUser23!!!', 'hey everyone', 'lol', 'lol', 'sup 10-19-adultsUser42', 'lmao 10-19-adultsUser35', 'lol', 'Awww @ 10-19-adultsUser1', 'hola 10-19-adultsUser1', 'sry 10-19-adultsUser1 lol', 'LOL 10-19-adultsUser34', ' ;-) ', 'lol', ';)', 'LOL @ moped   ', \"ok..i'm gone...again...cya later 10-19-adultsUser19 *waves*\", 'LoL', 'hehe 10-19-adultsUser16 :)', 'lol', 'damn', 'Wb 10-19-adultsUser46', '((((((((((((((((((((( 10-19-adultsUser47 sis )))))))))))))))))))))', 'hola 10-19-adultsUser47', '10-19-adultsUser19 hugs', 'hiya 10-19-adultsUser47 muahhhhh', '10-19-adultsUser47 huuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuugZ', '(((((((((( 10-19-adultsUser1 sis ))))))))))))))', '(((((((((( 10-19-adultsUser35 )))))))))))))', 'lol', 'lol', '(((((((((( 10-19-adultsUser28 )))))))))))))', '(((((((((( 10-19-adultsUser47 )))))))))))))))', '((((((((((( 10-19-adultsUser23 ))))))))))))))', 'LOL 10-19-adultsUser36 !!!!!', 'lol', 'hes hawt too', 'lol', 'LMAO Randy', '*hugs everyone...lol', 'wahoooooooski', 'haha', '(((((((( 10-19-adultsUser35 )))))))))))', 'Wb 10-19-adultsUser30', 'wb 10-19-adultsUser30 muahhh', '(((((((( 10-19-adultsUser16 ))))))))))', 'hiYas 10-19-adultsUser30', '((((((((( 10-19-adultsUser32 )))))))))))', ':P', 'hi', 'pfft', 'all', 'sigh', 'lol', 'brb..afk', 'hb 10-19-adultsUser34', 'Wb 10-19-adultsUser50 =)', 'LMAO 10-19-adultsUser47', 'lol', ':)', 'hiYas 10-19-adultsUser50', 'Rofl 10-19-adultsUser32', 'hey 10-19-adultsUser35', 'hiya 10-19-adultsUser32', 'cya all....', 'lol', 'tc 10-19-adultsUser36', 'lmao', 'sea ya 10-19-adultsUser36!', 'lol', 'lmao 10-19-adultsUser37     dang   ', 'lol', 'omg lol 10-19-adultsUser50', 'LoL', 'hah', 'LoL 10-19-adultsUser32', 'talk to you later...love you', 'hi all', 'lol', 'woof', 'sheesh', 'Hello', 'bye honey bunny', 'damn', 'lol', ':)', 'omg 10-19-adultsUser28 !!!   whoaaaaaaaaaaaa', 'well ....    ~blusherZ~', 'hiYas 10-19-adultsUser55', '.2******Welcome to all who just joined us!!!******.', 'hello', 'brrrrrrr', 'LOL 10-19-adultsUser35', 'wb 10-19-adultsUser34', 'tell him how u really feel 10-19-adultsUser35 ;)', 'hahah 10-19-adultsUser28', 'hi', 'Oh my 10-19-adultsUser15. .LoL', 'hello 10-19-adultsUser53', 'lmao', ';-)', 'lmao', 'LOL 10-19-adultsUser23 ', 'lol', 'hiya 10-19-adultsUser56 ', 'dang', 'LOL 10-19-adultsUser28', 'o_0', 'LOL', 'LoL yep!', 'lol ', 'lmao', 'hiYas 10-19-adultsUser58', 'hiYas 10-19-adultsUser57', 'argh', 'hi everyone', 'omg', 'lmao', 'lol', 'lol', 'gawd', 'hiya 10-19-adultsUser51 ', ']:)', 'heyyyy', 'haha', 'hiYas 10-19-adultsUser59', 'lol 10-19-adultsUser47', 'hey', 'lol', 'lol 10-19-adultsUser47', 'LOL', ':)', 'LoL', '  yawns......', 'funny :)', 'lol 10-19-adultsUser47', 'lol', 'lol', 'lol 10-19-adultsUser28', 'lmao', 'hiya 10-19-adultsUser60 ', 'lol 10-19-adultsUser47', 'hiya 10-19-adultsUser61 ', 'hiYas 10-19-adultsUser61', 'wb 10-19-adultsUser61', 'Hi all', 'bye 10-19-adultsUser47', 'hiYas 10-19-adultsUser62', 'hey there 10-19-adultsUser32', 'yawnssss......', 'tc 10-24-40sUser9', 'hi 10-24-40sUser8', 'yikes 10-24-40sUser28', 'howdy 10-24-40sUser8', 'hi 10-24-40sUser8', 'brb, phone again, where is 10-24-40sUser26, he is supposed to answer it', 'hi 10-24-40sUser30', ' ;-) ', 'gtg...lunch break is over', 'bye 10-24-40sUser11', 'howdy 10-24-40sUser31', 'bye 10-24-40sUser11', 'see yah 10-24-40sUser11 ..have a good day ', 'hi 10-24-40sUser31', '(((10-24-40sUser11)))', \"Don't drink and drive!  Smoochies everyone!!\", 'howdy 10-24-40sUser32', 'howdy 10-24-40sUser33', 'hiya 10-24-40sUser33', 'back', 'howdy 10-24-40sUser34', '((((((((((((((((((((10-24-40sUser34)))))))))))))))))))', 'Hi 10-24-40sUser33', 'hi 10-24-40sUser16', 'hiiii 10-24-40sUser34', 'hiya 10-24-40sUser34', 'hi 10-24-40sUser19', '((((((((((((((((((10-24-40sUser33)))))))))))))))))))', 'hi 10-24-40sUser34', 'hi 10-24-40sUser14 hugss', 'hey 10-24-40sUser34!', 'hi 10-24-40sUser20', 'Hiya 10-24-40sUser12', 'hiya 10-24-40sUser33 !!!', 'hi 10-24-40sUser33 hugs ', '10-24-40sUser33 hiiii', 'hi 10-24-40sUser35', 'hi 10-24-40sUser16, hi 10-24-40sUser14', 'howdy 10-24-40sUser35', 'hiiii 10-24-40sUser35', 'hi 10-24-40sUser34', 'hey 10-24-40sUser19', '(((((((((((((((((10-24-40sUser35)))))))))))))))))))))', 'Hi 10-24-40sUser35', ':) Hi 10-24-40sUser20', 'lmao, 10-24-40sUser21', 'hehehehe 10-24-40sUser21', 'lol', 'hi 10-24-40sUser20', 'lol ', 'Hey Daveeee coonarsee', 'hi 10-24-40sUser16', 'hey 10-24-40sUser27', 'hi 10-24-40sUser27', 'lmao ', 'hi 10-24-40sUser36', 'howdy 10-24-40sUser36', 'hi 10-24-40sUser36', 'Hi 10-24-40sUser36', 'AFK', 'haha', 'hii 10-24-40sUser37', 'hiya 10-24-40sUser37', 'hi 10-24-40sUser37', 'wb 10-24-40sUser37 ,,', 'hi 10-24-40sUser19', 'hi 10-24-40sUser37', 'hiya 10-24-40sUser37', 'hi 10-24-40sUser37', 'hi 10-24-40sUser37', 'hi 10-24-40sUser13', ':) hi 10-24-40sUser6', 'hiya 10-24-40sUser37!', 'hiya 10-24-40sUser33', 'howdy 10-24-40sUser37', 'lol', 'welcome ', 'oh okies nawp aint seen her lol', 'hi 10-24-40sUser34', 'howdy 10-24-40sUser38', 'hey 10-24-40sUser16', 'hehehehe', 'lmao', \"hiya 10-24-40sUser34 didn't see ya...hugggs\", 'hi 10-24-40sUser35', '((((((((((((((((((((10-24-40sUser34_)))))))))))))))))))))))))))))))', 'hey 10-24-40sUser27', 'hi 10-24-40sUser6 huggss ', 'hi 10-24-40sUser12 hugss', 'hi 10-24-40sUser14', 'hi 10-24-40sUser10', 'howdy 10-24-40sUser39', '<---------- waves bye to the room ((((((((( ROOM )))))))))))) ', 'hi 10-24-40sUser40 ', 'hi 10-24-40sUser16', 'hi 10-24-40sUser39 and 10-24-40sUser40', 'bye 10-24-40sUser26', 'bye 10-24-40sUser26', 'byeeeeeeee bye', 'hi 10-24-40sUser40', 'bye 10-24-40sUser10', 'tc 10-24-40sUser26 ', 'tc 10-24-40sUser26', 'hi 10-24-40sUser19', 'bye 10-24-40sUser33', 'hi 10-24-40sUser41', 'ello', 'bye 10-24-40sUser26', 'bye 10-24-40sUser21', 'wb 10-24-40sUser41', 'hi 10-24-40sUser41', 'bye 10-24-40sUser14', 'hey 10-24-40sUser39 hugs', 'lol 10-24-40sUser6', 'heyy 10-24-40sUser37  hiya ', 'bye 10-24-40sUser13', 'bye 10-24-40sUser28', 'hii 10-24-40sUser41', '((((((((((((((((((((((((((10-24-40sUser39)))))))))))))))))))))', 'bye 10-24-40sUser26', 'Hi 10-24-40sUser37', 'hugsssssssss', 'byeee 10-24-40sUser26 hugs', 'hi 10-24-40sUser34', 'hi 10-24-40sUser12', 'hello10-24-40sUser20', 'hi 10-24-40sUser28', 'Hi 10-24-40sUser41', 'hahaha', 'lol lol ', 'lol, 10-24-40sUser33', 'ello', 'hi 10-24-40sUser42', 'wb 10-24-40sUser42', 'hiya 10-24-40sUser42', 'wb 10-24-40sUser42', 'hi 10-24-40sUser42', 'out in the woods, i hear dueling banjoes lol', \"wb 10-24-40sUser42 if you're really back lol \", 'lmao 10-24-40sUser16', 'howdy 10-24-40sUser43', 'hi', 'hi 10-24-40sUser43', 'hi', 'lol 10-24-40sUser41', 'hi 10-24-40sUser43', 'lol', 'lmao ', 'lol 10-24-40sUser34', 'lol', 'yay', 'lol', 'lol 10-24-40sUser6', 'lmao 10-24-40sUser41', '10-24-40sUser19 hahhahahaha', 'eeeek', 'lol 10-24-40sUser16', 'lol', 'lmao ', 'lol', 'omg', 'howdy 10-24-40sUser44', 'wb 10-24-40sUser44', 'hiya 10-24-40sUser44', 'hi 10-24-40sUser44', 'hi 10-24-40sUser44', 'hi 10-24-40sUser44', 'hiiii my favorite 10-24-40sUser25 (10-24-40sUser44)', 'hi 10-24-40sUser44!', 'brb', 'lol hi everyone', 'has to go for my homeboys 10-24-40sUser34 lol', 'haha', 'damn', 'hi', 'hi 10-24-40sUser45', 'hi 10-24-40sUser45', 'hi 10-24-40sUser45', 'Hi 10-24-40sUser45', 'hi 10-24-40sUser45', 'hi 10-24-40sUser45', 'howdy 10-24-40sUser46', 'hi 10-24-40sUser46 ', 'hi 10-24-40sUser46', 'hi 10-24-40sUser46', 'hiya 10-24-40sUser45', 'hiya 10-24-40sUser46', 'gotta go pick up hubby, bbs ', 'tc 10-24-40sUser21', 'gonna fly here . hugss all ', 'Hi Everyone !!!   How is everyone today !!!!', 'hi 10-24-40sUser46', 'hi 10-24-40sUser46', 'howdy 10-24-40sUser47', 'hi 10-24-40sUser47', '(((10-24-40sUser34))))', 'hi 10-24-40sUser46', 'hi 10-24-40sUser16', 'lol 10-24-40sUser41', 'hi 10-24-40sUser19', 'brb', 'howdy 10-24-40sUser48', 'hi 10-24-40sUser48', 'hi 10-24-40sUser48', 'hi all', 'hi 10-24-40sUser48 and 10-24-40sUser49', 'wb 10-24-40sUser50', 'hi 10-24-40sUser48', 'hi 10-24-40sUser48', 'Hi 10-24-40sUser49', '10-24-40sUser50 hiii', 'hi 10-24-40sUser50', 'hi 10-24-40sUser19:-)', 'wb 10-24-40sUser50', 'hey 10-24-40sUser50', 'hi 10-24-40sUser14', 'Hi 10-24-40sUser50', 'hi 10-24-40sUser35', 'hi 10-24-40sUser20', ':) hi 10-24-40sUser50', ' ;-) ', 'hi 10-24-40sUser49...?', 'hi 10-24-40sUser33:-)', 'lol, god so confused', 'lol 10-24-40sUser41', 'hi 10-24-40sUser51', 'howdy 10-24-40sUser51', 'hi 10-24-40sUser51', 'hii 10-24-40sUser51', 'hi 10-24-40sUser51', 'hi 10-24-40sUser50 one', 'hi everyone', 'lmao', 'hiya 10-24-40sUser41', 'hi 10-24-40sUser51', 'Hi 10-24-40sUser51', 'lol ', 'lol', 'sheesh', 'lol 10-24-40sUser16', ';) 10-24-40sUser19', 'bbl cyas yall', 'lol', 'they n ever seen it com ing ', 'hi 10-24-40sUser52', '10-24-40sUser52 - hey grrl', 'wb 10-24-40sUser52', 'hii 10-24-40sUser52', 'lmao 10-24-40sUser13', 'heya 10-24-40sUser14!', '(((((((((((((((10-24-40sUser52)))))))))))))))))))', '10-24-40sUser33 heyyyyy!', 'wb 10-24-40sUser52', 'Hi 10-24-40sUser52', 'hi 10-24-40sUser52', 'hello 10-24-40sUser19!', 'lol', 'lol 10-24-40sUser19', 'heya 10-24-40sUser20!', 'lol', 'wb 10-24-40sUser53', 'heya 10-24-40sUser50:)', 'wb 10-24-40sUser53', 'welcome back 10-24-40sUser53', 'hi 10-24-40sUser54', 'wb 10-24-40sUser53', 'lmao 10-24-40sUser13', 'hi 10-24-40sUser53  >:-> ', 'wb 10-24-40sUser53', 'hi everyone', 'hi 10-24-40sUser54', ' :-) ', 'hiya 10-24-40sUser33', 'hehehehe 10-24-40sUser3', ':)', ':) 10-24-40sUser19', 'lol', 'hiya 10-24-40sUser52', 'wb 10-24-40sUser37', 'heya 10-24-40sUser53 1', 'wb 10-24-40sUser37 :-)', 'wb 10-24-40sUser37', 'lol', 'hi 10-24-40sUser28', 'hi 10-24-40sUser41', 'hi 10-24-40sUser44', ' :-) ', 'grrrrrrrrrrrrrrrrr', 'whoo hooooo', 'hiya 10-24-40sUser53', ' :-) ', 'nap time cya', 'hey there 10-24-40sUser28', 'lol', 'yikesssss', 'lmao@10-24-40sUser53', 'lol', 'hi 10-24-40sUser19    for the 2nd time ;)', ' ;-) ', 'lmao', 'wow 10-24-40sUser3', 'hello 10-24-40sUser8', 'lol', 'bye', 'hi 10-24-40sUser55', 'hi 10-24-40sUser55', 'hi 10-24-40sUser55', 'lol pay', 'lol, 10-24-40sUser50', 'hi 10-24-40sUser28', 'hi 10-24-40sUser19', 'lol', 'hi 10-24-40sUser14', 'hiya 10-24-40sUser55', \"g'day 10-24-40sUser6\", 'uffff', 'hiya 10-24-40sUser56', 'hiii 10-24-40sUser56', 'hi there everyone', 'hi 10-24-40sUser1', '10-24-40sUser56 hi there', 'lol 10-24-40sUser13', 'hi 10-24-40sUser50', 'hiya 10-24-40sUser57 hugggs', 'hugs 10-24-40sUser6', '10-24-40sUser57 hiiii', '(((((((((((((((((10-24-40sUser57))))))))))))))))))))))', 'hi', 'lol', 'hello room whats up', 'HEY 10-26-teensUser86. INTERESTING NAME', 'lol', 'hey ladies', 'hey 10-26-teensUser86. interesting name', 'lol', 'Hey everyone', 'Same here', 'haha', 'hey people who talk to me. i shall return in a bit', 'lol', 'haaa.', 'lol', 'wut up everyone', 'wut up 10-26-teensUser45', 'whud up room', 'whud up room', 'lol', 'hi', ' ;-) ', 'Hi', 'lol opps', 'wb', 'lol', 'hi', 'hiya 10-26-teensUser66', ';]', 'Bwhaha', 'heh', 'hello', 'That happens alot', 'lol', 'lol', 'lol', 'hes cool too', 'hiya ^', 'Hallo!!!', 'Hallo.', 'Salut.', 'hi', 'hii room', 'hi ppl', 'lol', 'hey', 'heyyy 10-26-teensUser15.', 'lol', 'heyyy', 'hey 10-26-teensUser86', 'lol', 'hey', 'hey', 'hi ', 'lol', 'lol', ':)', 'haha.', 'awwww', \"brb, I'm getting juice\", 'hi all', 'hello 10-26-teensUser156', 'hi', 'hey', 'hoi there', 'tc not', 'tc other 11-06-adultsUser5', 'bye 11-06-adultsUser26 ', 'hi 11-06-adultsUser49', 'hi', 'Lol', 'hey all', 'hi 11-06-adultsUser95', 'hey hey', ':o *', '=O', 'lol', ' :-o ', 'hey', 'hi 11-06-adultsUser43', 'lol', 'hey whats up', 'aww', 'pffft', '11-06-adultsUser99!!!', '11-06-adultsUser53!!', '11-06-adultsUser99!!!!!', '11-06-adultsUser99!!', 'haha ;)', '11-06-adultsUser99!!!!!', '11-06-adultsUser99!!!!!', '(((((((((( 11-06-adultsUser99 )))))))))))', 'hi 11-06-adultsUser99', 'hey there 11-06-adultsUser99', 'MUAH!!!!!', 'heya 11-06-adultsUser25', 'heya 11-06-adultsUser37', 'oops ', 'sup 11-06-adultsUser5', 'wb 11-06-adultsUser19', 'eww', 'Welcome  back 11-06-adultsUser19', 'haha 11-06-adultsUser60', 'haha', 'hello', 'Heya 11-06-adultsUser105', 'lolol', 'hi 11-06-adultsUser105', '(((((((((( 11-06-adultsUser105 ))))))))))', 'hey 11-06-adultsUser25 ', 'hi 11-06-adultsUser82', 'wb 11-06-adultsUser16', 'hey 11-06-adultsUser107', 'hi 11-06-adultsUser107', 'lol', 'wOOt wOOt!!!', 'hey 11-06-adultsUser37', 'lol', 'hi 11-06-adultsUser82', 'lol', 'ck', 'LOL 11-06-adultsUser105.... wahoooooooo', 'teehee', 'ha', '^_^', 'LOL', \"yawn'\", 'lol', 'damn', ' :-) ', 'hi 11-06-adultsUser67', 'pa here 11-06-adultsUser103', 'nj here 11-06-adultsUser35', 'lol 11-06-adultsUser5', 'lol', 'lol', 'bwahahahahahahahahahaha', 'lmao 11-06-adultsUser105', 'hi 11-06-adultsUser112', 'Lol', 'lmao', 'lol 11-06-adultsUser105', ':O', '11-06-adultsUser29!!! :-@ ', 'LMAO damn it 11-06-adultsUser105! ', ':-) hello all', 'lmao 11-06-adultsUser42', 'o.O', 'Hi 11-06-adultsUser19 ', '(((((((((((( 11-06-adultsUser58 ))))))))))))) <3', 'lol', 'hi kit', '[[[[[[[[[[[[[[[[[[ 11-06-adultsUser37 ]]]]]]]]]]]]]]]]]]]]]', 'hi 11-06-adultsUser115', 'omg', 'lmao', 'lol', 'grrr', 'wb 11-06-adultsUser19', 'grrr', '=(', 'hey 11-06-adultsUser82:)', 'lmao 11-06-adultsUser53', 'hey 11-06-adultsUser115', 'hey 11-06-adultsUser37', '=(', 'lol', 'hey kent whered u go', ' :-) oi oi hiya all', 'lmao 11-06-adultsUser53', 'hey 11-06-adultsUser51', '11-06-adultsUser115 hello', ':-o', 'Lol', 'lol', 'hi 11-06-adultsUser51', 'hi 11-06-adultsUser119', '11-06-adultsUser115 omg', '11-06-adultsUser82 hello ', '11-06-adultsUser105 omggg', 'lol', 'gaspppp', 'LOL', ' -( ', 'hugsss:)', 'heh', 'hello from illinois', 'hi 11-06-adultsUser120', 'lol', \"okies I'm off\", 'hi 11-06-adultsUser82', 'NIght 11-06-adultsUser53', '*waves n stuff*', 'Laters all', 'tc 11-06-adultsUser53', 'night 11-06-adultsUser53', 'hello', 'lol', 'wb 11-06-adultsUser26', 'hi all', 'hey 11-06-adultsUser41', 'aw thanks11-06-adultsUser105:)', 'YaY!', 'o.O', '11-06-adultsUser60 <3333333333333333', '11-06-adultsUser105 <33333333333333333', 'haha', ':P', 'hi 11-06-adultsUser129', 'hi 11-06-adultsUser69', 'Hi 11-06-adultsUser105', 'hello', 'hi 11-06-adultsUser129', 'hiii 11-06-adultsUser105 btw', 'hi 11-06-adultsUser128', 'hey 11-06-adultsUser130', 'oi oi oi', 'hi 11-06-adultsUser82', ':)', 'sup', 'lol 11-06-adultsUser115', ':)', 'ugh', 'lmao 11-06-adultsUser69', '(((( Paul ))))', 'wb 11-06-adultsUser37', 'lol 11-06-adultsUser69', '(((((11-06-adultsUser25))))', ':O', 'lol', 'lol', \"i'm outta here all\", 'see ya', 'bye 11-06-adultsUser1', 'tc 11-06-adultsUser1', 'tc 11-06-adultsUser1', 'buh bye', 'bye 11-06-adultsUser1 ', 'wb 11-06-adultsUser37', 'lol', 'wb 11-06-adultsUser37', 'hey wb 11-06-adultsUser37', 'have a good night', 'lmao 11-08-20sUser18', 'hello', 'lol', 'hello 11-08-20sUser121', 'that involves havin a good day. later', 'brb', 'lol', '11-08-20sUser20', 'lol', 'ello 11-08-20sUser121', 'LOL', ' :tongue: ', 'muhaha', 'hey 11-08-20sUser121', 'hi 11-08-20sUser21', 'lol', 'lol', 'heyyyyy 11-08-20sUser54', 'lol', 'lol 11-08-20sUser90', ':p', 'wb 11-08-20sUser110', 'hi 11-08-20sUser104', 'hello  room', 'hey', 'hi guys!', ' :-) ', 'lol', 'Hey 11-08-20sUser130', 'lol', 'lmaoo 11-08-20sUser54!!!', 'hi 11-08-20sUser40', 'lol', 'lol 11-08-20sUser110 youre crazy', 'lol', 'lmao', 'lmao', 'heheh', 'hello ladies', 'wussups', 'heyyy', 'oooOOOOoooo', 'lol', 'lol@sesky', ' ;-) ', 'lol', 'lmao', ' :tongue: ', 'hey (((((11-08-20sUser132)))))', 'awwwwwwwwww', 'AHAHH', 'lol', '11-08-20sUser110', '11-08-20sUser21', 'lmao 11-08-20sUser104!!!', 'lol', 'lmaoo', 'webcam.. woot woot', 'OMG', 'lol 11-08-20sUser21', 'heeheeheeheeheehee', ' :tongue: ', 'hey 11-08-20sUser42!!!!!!', '11-08-20sUser42!', 'HAHAHA', 'LOL', 'hey people', 'hahahahahaha', ':-@', 'haha', ' :-( ', 'hey room..anyone wanna chat>>>pm me', 'lol ask her', 'lol', 'LOL', 'hohohohhohhoo', 'ha!', ':-o', 'lol', 'lol', 'lol @ cool', 'lol', ':-@', 'lmao 11-08-20sUser21', 'lol', 'haha 11-08-20sUser21', 'wow.. LOL', 'hahahaHA', 'lol', 'eww eeww eeewwwwww', 'hi 11-08-20sUser121', 'mmmm', 'hello', 'LOL', 'haha', 'lmaooo 11-08-20sUser70!!!!!!!!!', 'LOL', 'haha', 'LOL', 'LOL 11-08-20sUser91.. ;)', '11-08-20sUser65', 'lmaooo', ';-)', 'lol', 'LOL', 'lol', 'lol', '11-08-20sUser114', 'raarrrrrr', 'lol', 'lol 11-08-20sUser65. ', 'LMAO', 'o geez', 'hey 11-08-20sUser31!!!!!!!', 'hey 11-08-20sUser31', 'jajajaaa', 'hey 11-08-20sUser91', 'lol', 'lol', 'hahaha', 'mwahhs 11-08-20sUser69', 'lol', 'lol', 'bye', 'lol 11-08-20sUser65!!!!', 'lol', 'lmaooo 11-08-20sUser69!!!!!!!!!!!!!', 'lmao', 'lol 11-08-20sUser21 ', 'OMG', 'lol', 'so bye', 'omg', 'awww sad', 'lol 11-08-20sUser69!!!!!!!!!!', 'bye everyone!!!', 'damn', 'lol', 'aww ', ':)', ';)', ':)', 'lol', 'mwahhss', ' :tongue: ', 'lol', 'hahaaa', 'hey babe', '11-08-20sUser50', 'lmao 11-08-20sUser21', 'hello', 'hey 11-08-20sUser50 you whore whats up?', '11-08-20sUser50!!', 'lol 11-08-20sUser91!!!', 'allo 11-08-20sUser91', 'lmaooooo', 'LOL', ';)', 'hello hun', 'AHAHHA', 'stop it lol', 'lol', 'uh o', 'lol 11-08-20sUser65', 'AHHAH 11-08-20sUser21', 'lol', 'lol 11-08-20sUser54', 'LOL', 'hahaha', 'lol', 'I am laughing so hard', 'lol', 'brb', 'lol', 'hey 11-08-20sUser50', 'aw', 'o shit', 'hey 11-08-20sUser104', 'heyyyy 11-08-20sUser110', 'lol', 'LMAO 11-08-20sUser91', 'LOL', 'hey 11-08-20sUser104', 'hi everyone', 'hiya barbie hi ken!', 'lol11-08-40sUser2', 'hi 11-08-40sUser5', 'hi 11-08-40sUser5', 'hi 11-08-40sUser29', 'hey 11-08-40sUser29', 'hi 11-08-40sUser29', 'hello 11-08-40sUser7 and 11-08-40sUser19', 'hi 11-08-40sUser16', 'hi 11-08-40sUser30', 'hi 11-08-40sUser30', 'hi 11-08-40sUser24', '(((((11-08-40sUser19))))', 'hi 11-08-40sUser31', 'hi 11-08-40sUser31', 'hi 11-08-40sUser32', 'hi 11-08-40sUser7', 'hi 11-08-40sUser32', 'hi 11-08-40sUser24', 'hi there 11-08-40sUser7', 'hi 11-08-40sUser33', 'hi 11-08-40sUser33', 'hi 11-08-40sUser24', 'hi room ', 'hi 11-08-40sUser7', 'hello hottie 11-08-40sUser18', 'hi 11-08-40sUser20 ', 'hi 11-08-40sUser30', 'bbiam', 'hi 11-08-40sUser30 nice to meet you', 'lol...11-08-40sUser18', 'lol ', 'hi 11-08-40sUser30', 'Hello 11-08-40sUser7', 'hi 11-08-40sUser30', 'Hey 11-08-40sUser33', \"wb 11-08-40sUser2's\", 'hi', 'hey wuts up in here tonite ?', 'wb 11-08-40sUser2 ,, 11-08-40sUser34', ':)', 'bye 11-08-40sUser29 :( ', 'i 11-08-40sUser35', 'hi 11-08-40sUser35', 'hi 11-08-40sUser35', 'brb', 'hi 11-08-40sUser36', 'hi 11-08-40sUser36', 'hey 11-08-40sUser36', 'hey 11-08-40sUser37', ':-) hi', 'hi 11-08-40sUser37', 'hi 11-08-40sUser37', 'wb 11-08-40sUser35', 'hi guys', 'hi 11-08-40sUser20, 11-08-40sUser19, 11-08-40sUser18', 'hi 11-08-40sUser37 ', 'hi 11-08-40sUser38', 'hi', 'wb 11-08-40sUser35...', 'hi 11-08-40sUser35 ', 'hi 11-08-40sUser24', 'hey 11-08-40sUser36', 'hih 11-08-40sUser24 too ', 'hi 11-08-40sUser39', 'hi ya', 'wb 11-08-40sUser35', 'hi 11-08-40sUser40', 'hi 11-08-40sUser41', 'hi 11-08-40sUser23', 'hi 11-08-40sUser24', 'wb 11-08-40sUser23', 'lol', 'hi', 'hi 11-08-40sUser42', 'hi 11-08-40sUser44', 'wb 11-08-40sUser25', 'hi 11-08-40sUser25', 'lol', '11-08-40sUser36 hugsss', '11-08-40sUser25!! 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Checked in ...... Now checkin out....... Niters all .......', 'hey 11-08-40sUser66', 'hi 11-08-40sUser76', 'seee you 11-08-40sUser52', 'night 11-08-40sUser52', 'lol', 'nite 11-08-40sUser52', 'hi 11-08-40sUser78', 'hi 11-08-40sUser7', 'lol', 'ugh', ' heheh 11-08-40sUser66', 'yep, off to bed.  Night all', 'lol 11-08-40sUser65', 'k 11-08-40sUser61', 'lol 11-08-40sUser7', 'hi 11-08-40sUser79', 'HI ROOM', 'hi .. 11-08-adultsUser3', 'Hi 11-08-adultsUser24', 'hi 11-08-adultsUser3', 'heyyyyyyyyy 11-08-adultsUser78 :)', 'hey 11-08-adultsUser78', 'hiya 11-08-adultsUser35', 'hi 11-08-adultsUser30', 'lol', 'ha just kidding', 'bye 11-08-adultsUser70', 'holy crap!', 'LOL HEY!', 'lol 11-08-adultsUser65', 'haha', 'hi 11-08-adultsUser65', 'heyyyyyyyyyy 11-08-adultsUser65 honey *smewchies*', 'hey 11-08-adultsUser35', 'hi 11-08-adultsUser91', 'hiya 11-08-adultsUser92 honey *smewchies*', 'mwahs 11-08-adultsUser35', 'lmao 11-08-adultsUser3', 'lmao 11-08-adultsUser3', 'awww 11-08-adultsUser92 *blush*', 'lol 11-08-adultsUser3', 'hi 11-08-adultsUser1', 'hi', 'hi 11-08-adultsUser26', 'moans for no reason', 'lol', 'brb I have midgets to watch', 'im outta here  :beer: ', 'ta ta 11-08-adultsUser70', '11-08-adultsUser95!!', 'heyyyyyyyyyyyyyy 11-08-adultsUser95 gurlie :)', 'hi babycakeses!', '11-08-adultsUser1', 'hey 11-08-adultsUser95', '11-08-adultsUser35', '11-08-adultsUser92', 'hey 11-08-adultsUser95', 'LMAO @ 11-08-adultsUser65 ', 'lol hi 11-08-adultsUser65', 'lol 11-08-adultsUser65', 'LMAO 11-08-adultsUser65 change it to wee 11-08-adultsUser65 LOL', 'hey 11-08-adultsUser56', 'hey 11-08-adultsUser28', 'hahah!', 'hey 11-08-adultsUser50', 'LMAO 11-08-adultsUser65 ', 'hey 11-08-adultsUser95', '11-08-adultsUser30', 'oh lord..', '11-08-adultsUser102', 'hey 11-08-adultsUser101!', 'hey 11-08-adultsUser100 and 11-08-adultsUser99', 'hey 11-08-adultsUser102', 'hiya 11-08-adultsUser102 :)', '((((((((( 11-08-adultsUser3)))))))', 'hey 11-08-adultsUser3!', '11-08-adultsUser95', 'hi all', 'hey 11-08-adultsUser30', 'hey 11-08-adultsUser102 ', 'hey 11-08-adultsUser102', 'hi 11-08-adultsUser35', 'hey 11-08-adultsUser1', 'hey 11-08-adultsUser92', 'lol', 'lol', 'brb', 'hey 11-08-adultsUser106!', 'lol', 'haha!', 'heya 11-08-adultsUser50', 'wb 11-08-adultsUser61', 'hi 11-08-adultsUser92', 'lol', 'omg', 'hey 11-08-adultsUser110!', 'brb', 'hi all ', 'hi 11-08-adultsUser115', 'welcome to my room', '.2******Welcome to all who just ed us!!!******.', 'hello', 'hey 11-08-adultsUser95', 'hi 11-08-adultsUser113', '11-08-adultsUser8', 'heyyyyyy', 'hello', 'welome to my room', 'lmfao mike', 'yawns', 'hey 11-08-adultsUser115', 'hi', 'hi 11-08-adultsUser118', 'lol', 'welcome to my room', 'hey 11-08-adultsUser38', 'hi 11-08-adultsUser108', 'LOL 11-08-adultsUser95 ', 'welcome to black paradis', 'hi 11-08-adultsUser116', 'welcome to my room', 'hi 11-08-adultsUser1', 'LOL 11-08-adultsUser65 ', 'lmao 11-08-adultsUser65', 'hi again 11-08-adultsUser39 ', 'LMAO 11-08-adultsUser53', ' lol@lucifuge', 'lol', 'LMAO 11-08-adultsUser65 ', 'hi 11-08-adultsUser120', 'welcome to my room', 'ugh.', 'hello', 'hi 11-08-adultsUser120', ':P', 'hi 11-08-adultsUser7', 'lol', 'hi 11-08-adultsUser7', 'lmao', 'woooohoooo', 'ahhhhhhhhhhhhhh', 'hi again 11-08-adultsUser39', 'hey 11-08-adultsUser7', 'wb 11-08-adultsUser28', 'hey 11-08-adultsUser92', 'wb 11-08-adultsUser28 ', 'lol 11-08-adultsUser95', \"hey y'all\", 'hi 11-08-adultsUser104', '11-08-adultsUser132!!!', '.2 Hi 11-08-adultsUser133! Welcome to #talkcity_adults!', 'hey 11-08-adultsUser132', 'HI 11-08-adultsUser132', 'hiya 11-08-adultsUser132', 'hey 11-08-adultsUser132', '(((((((((((11-08-adultsUser3)))))))))))))', 'hey 11-08-adultsUser1!!!', 'hey jeff and 11-08-adultsUser104 and 11-08-adultsUser35', 'hey 11-08-adultsUser30!!!!', 'lol', 'brb..popcorn is ready', 'brb', 'hi 11-08-adultsUser12 you sexy bot', 'hahaha 11-08-adultsUser28!', 'haha', 'nite all', 'nite 11-08-adultsUser67', 'hey 11-08-adultsUser116!', '.2 Hi 11-08-adultsUser31! Welcome to #talkcity_adults!', '((((11-08-adultsUser3)))))', 'hola people', '.hey, 11-08-teensUser115!.', 'hahahahahahaha', \"night ya'all.\", '...and there was 11-08-teensUser119!!!', 'hahaha', 'damn...', 'hahahahahahahahahahahahahahahaha', 'damn', 'hey ppl', 'hey guys', 'haha', 'yawn...', 'haha', 'haha', '   ;-) ', 'haha', 'hey everyone :)', 'hey', 'heyheyhey', 'hi', 'hi', 'hehehe yay', 'lol', 'wow ', 'damn', 'Barbieee.', 'Hey 11-08-teensUser108', 'hey 11-08-teensUser29', 'hello all', 'haha', 'heyheyhey', '-_-', 'hehehe fart', 'hi sean', 'hahaha', 'Lol', 'damn...', 'hey everybody wats up?', 'what up', 'lol', 'lol', 'lol', 'lol', '=/', 'haha', 'damn', 'hey everybody', 'lol', 'hey', '11-08-teensUser141 hello', 'slam', 'jesus H christ', 'damn!', 'cya all', 'cheers', 'haha', '11-08-teensUser144!', 'Wb', 'haha', 'yay!', 'hi everybody!!...anyone wanna chat...17 f here', 'eeeeeeeeewwwwwwww', 'haha', 'lol', 'damn', 'waaa!', 'haha', 'haha', 'lol', 'heya all ', 'wasup room 19 m md', 'goodnight', ' hey yall 17 f tx ', 'hi everyone!:)', 'hey', 'ldskdlsf', 'haha', 'sldfjlsdf', 'sdlfkjsj', ':)', 'norman', 'Hello Room', 'hey', 'heyheyhey', 'hello any girl to talk to im female 14', 'Welcome, 11-08-teensUser114! ', 'wooo', 'yes!', 'wooo', 'lol', 'yay!', 'hello room ', 'brbbb.', \"hello teens i'm 26 years old\", 'yo!', 'Yo!', \"lol 'hey teens'\", 'slkfjsldkfjs', 'Hey, 11-08-teensUser114', 'haha', 'hi 11-08-teensUser128 <333', 'Ha.', 'aaaaaaaaaaaaaaaaa!', 'raaaaaaaaaaaaaaaaaaaaaaaaaaaaa', 'weeeeeeeeeeeeeeee!', 'yawn..', 'LoL', 'lmao', 'Hiya everyone ', 'Aww', 'LOL', 'LoL', 'LOL', 'hi room', 'lol', 'Hi guys..', 'hey', 'LoL', 'lmao', 'waddup', 'hi', 'hey', 'lol', 'brb', 'hb!', 'hi 11-09-20sUser45', 'lol', 'hello darlings', 'Wb 11-09-20sUser89!!!!', ':)', 'LOL', 'hey 11-09-20sUser114', 'hi 11-09-20sUser134', 'hi to all canadian girls ', 'hey room', 'Heyy everyone', 'aloha room', 'Hey 11-09-20sUser144!!!', '=] Hi 11-09-20sUser114', 'bbl im gonna play a game with my moms', 'West Little Rock, Arkansas here', 'Okkkkkk hb 11-09-20sUser80.', 'Heyy 11-09-20sUser103', 'see ya all later', 'c ya 11-09-20sUser101', 'hey everyone', 'Hey 11-09-20sUser144', 'hi 11-09-20sUser146', 'aloha 11-09-20sUser146', 'hey 11-09-20sUser103', 'hey 11-09-20sUser142', 'hey 11-09-20sUser143', 'Hi 11-09-20sUser146 ', 'hheeyyy gguyyyzzzz', 'alohas', 'LMAO', 'good evening to everyone up in here ', 'LoL 11-09-20sUser89.', 'they never let me out', 'aloha 11-09-20sUser156', 'HHEEYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYY', 'aloha  ', 'hey 11-09-20sUser156', 'LoL 11-09-20sUser34!', 'yello ', 'aloha 11-09-20sUser147', 'alohaaa', 'Hey room', 'waz up  ', 'heyy 11-09-20sUser14', 'hey 11-09-20sUser156', 'hey room', 'heyy 11-09-20sUser114', 'lol', 'hey 11-09-20sUser156 ', 'LOL', 'hyy 11-09-20sUser89', 'Heyyyyyyy 11-09-20sUser156!', 'BYE', 'Hi 11-09-20sUser163!!', 'hey everyone', 'heyy 11-09-20sUser144', 'lmao ', 'hi 11-09-20sUser114', '11-09-20sUser34 we should hook up!', 'elo elo', 'lmao', 'wb 11-09-20sUser53', 'heyy 11-09-20sUser87', 'LOL shhhh', 'wb wife love of my life', 'AWAY SEE LATER', 'alterz 11-09-20sUser1', 'hey folks', 'hI FOLKS', 'lick me  you fool  lol  ', 'heyyy 11-09-20sUser168', 'hello', 'wb 11-09-20sUser168 my dear', 'hi', 'HELLO PEOPLE', 'hi 11-09-20sUser170', ' HELLO ROOM', 'lol 11-09-20sUser156', 'hi guts', 'lol', 'hey 11-09-20sUser175', 'hi 11-09-20sUser156', 'o0', ';)', 'o0', 'lol', 'double o0', '0o', '0o', 'aloha to all!', 'hi all', 'haha', 'lol', 'lol', 'mornign people', 'morning 11-09-20sUser87', 'mornin 11-09-20sUser87 but its night', 'lol', 'aloha 11-09-20sUser87', 'morning 11-09-20sUser87', 'aloha', 'morning', 'ciao', 'hello eskimo woman', 'Lol 11-09-20sUser87', 'lol', 'still morning here so morning 11-09-20sUser87!!', 'morning', 'aloha 11-09-20sUser12', 'hi 11-09-20sUser12', 'lol', 'h 11-09-40sUser17', 'hi 11-09-40sUser3', 'awwwwww', 'hiy 11-09-40sUser17', 't/c all  laters', 'hi 11-09-40sUser19:)', 'lol 11-09-40sUser8', 'hi all ', 'hi 11-09-40sUser32', 'hi 11-09-40sUser11', '(((((11-09-40sUser32))))) hiya', '11-09-40sUser18 hi', 'hah 11-09-40sUser18', 'lol 11-09-40sUser18', 'hahahaa 11-09-40sUser18', 'giggles', 'lol', 'laffs', 'lmao 11-09-40sUser18', 'hahaha 11-09-40sUser4', 'wb 11-09-40sUser7', 'wb 11-09-40sUser7', 'wb 11-09-40sUser7', 'wb 11-09-40sUser7', 'hiya 11-09-40sUser33', 'wb 11-09-40sUser7', 'hi 11-09-40sUser33', 'hi 11-09-40sUser19', 'hi ya 11-09-40sUser33', 'hey 11-09-40sUser18', 'brb .. need a pop', 'hiya 11-09-40sUser22 yoder', 'hey 11-09-40sUser11', 'lol', 'hiya 11-09-40sUser7', 'wb 11-09-40sUser7 darlin', 'hi 11-09-40sUser8', 'hiya 11-09-40sUser33', 'brb', 'hb 11-09-40sUser4', 'Hi 11-09-40sUser34 ', 'hi 11-09-40sUser34', 'hiya 11-09-40sUser34', 'hiya 11-09-40sUser34', '(((((((((( 11-09-40sUser34 )))))))))))))', 'hi 11-09-40sUser33', 'Hi 11-09-40sUser19', 'Hi 11-09-40sUser11', 'hiya 11-09-40sUser34', 'Hi 11-09-40sUser33', 'hey 11-09-40sUser15', 'wb 11-09-40sUser30', 'lmao 11-09-40sUser18', 'lol', 'Hi 11-09-40sUser34', 'Hi 11-09-40sUser31', 'Hi 11-09-40sUser33', 'Hi 11-09-40sUser31', 'hehehehe', 'Hi ((((((((11-09-40sUser18))))))))', 'hey 11-09-40sUser30', 'Hi 11-09-40sUser8', 'Hi 11-09-40sUser35 ', 'Hi 11-09-40sUser30', 'hiya 11-09-40sUser35.. ltnc', 'hi ya 11-09-40sUser35', ':)', 'hi 11-09-40sUser35', 'hi 11-09-40sUser19', 'hi 11-09-40sUser7', 'h 11-09-40sUser18', 'hi 11-09-40sUser11', 'lol', 'hi 11-09-40sUser33', 'haha 11-09-40sUser31 ', 'Hi 11-09-40sUser33', 'hey 11-09-40sUser34', 'omg 11-09-40sUser31', 'lol', 'lol', 'lol', 'ohwa. lol', 'hi 11-09-40sUser37', 'hi ya 11-09-40sUser37', 'hi 11-09-40sUser11 ', 'lol 11-09-40sUser18 ', 'hi 11-09-40sUser18', 'lol ', 'hey 11-09-40sUser33', 'omg 11-09-40sUser30 yummy', 'lol', 'lol', 'i might  have yours 11-09-40sUser7..i always have extras', 'lol 11-09-40sUser31  ', 'lol 11-09-40sUser31', 'laffs 11-09-40sUser31', 'lol', 'Hi 11-09-40sUser15', 'Hi 11-09-40sUser39', 'hi 11-09-40sUser34 \\\\', 'lol', 'hi 11-09-40sUser40', 'hi', 'hi 11-09-40sUser40', 'hi 11-09-40sUser21', 'hi 11-09-40sUser34', 'lol 11-09-40sUser31', 'laffs 11-09-40sUser30', 'haha 11-09-40sUser7', ':-)', 'lol', 'lol 11-09-40sUser7', 'Hi 11-09-40sUser41', 'ahhh ....bummer ;-(', 'hi 11-09-40sUser41', 'HI 11-09-40sUser19 and 11-09-40sUser34', 'wb 11-09-40sUser42', 'Hi 11-09-40sUser42', 'Hi 11-09-40sUser42', 'hi 11-09-40sUser43', 'LMAO 11-09-40sUser7', 'hi 11-09-40sUser43', 'well folks i think i hear the bikes coming..time to ride..take care...have a great night..talk soon..stay safe, kiss your kids and pet your dogs...later gator', 'Bye 11-09-40sUser31  !!', 'tc 11-09-40sUser31', 'buh bye', 'blech 11-09-40sUser39', 'laffs 11-09-40sUser7', 'hi', 'Hi 11-09-40sUser44', 'evening 11-09-40sUser44', 'hi 11-09-40sUser44', 'brb', 'Hi 11-09-40sUser34', 'lol 11-09-40sUser18', 'Hi 11-09-40sUser15', 'lol', 'hiya 11-09-40sUser45', 'Hi 11-09-40sUser45', 'hi 11-09-40sUser46', 'hi 11-09-40sUser45', 'Hello 11-09-40sUser19.....11-09-40sUser18......11-09-40sUser34 :-)', 'lol to 11-09-40sUser19', 'hi 11-09-40sUser46', 'Hey there 11-09-40sUser15.....lol', 'hi 11-09-40sUser47', 'hey wb 11-09-40sUser47', 'hi 11-09-40sUser19', 'hi 11-09-40sUser34', 'wb 11-09-40sUser30', 'Hello 11-09-40sUser30', 'hah 11-09-40sUser18', 'byeeeeeeeeeeeee', 'lol 11-09-40sUser22', 'lol back', 'wb 11-09-40sUser2', 'haha 11-09-40sUser18', 'Hi (((((((((11-09-40sUser48))))))))) sweetie', 'Hi 11-09-40sUser49 ', ':) evening guys', 'Hi 11-09-40sUser49', 'hi 11-09-40sUser49', 'lol 11-09-40sUser18', 'evening 11-09-40sUser7, 11-09-40sUser34 :)', 'Hi 11-09-40sUser50 ', 'hi 11-09-40sUser50', 'hey 11-09-40sUser15 :)', 'brb.. samn sunset in my eyes', 'bright blessings all', 'evening 11-09-40sUser18 :)', 'Hi 11-09-40sUser50', 'evening 11-09-40sUser50 :)', 'lol 11-09-40sUser30', 'brb', 'LOL 11-09-40sUser30', 'Hi 11-09-40sUser48  !', 'Hi there 11-09-40sUser7', 'ltr 11-09-40sUser8', 'Hi 11-09-40sUser51  ', 'wb 11-09-40sUser18', 'wb 11-09-40sUser18', 'Hi 11-09-40sUser52 ', 'hey 11-09-40sUser19', 'Hi ho 11-09-40sUser52', 'hi 11-09-40sUser7', 'see ya 11-09-40sUser8', 'hi 11-09-40sUser7', 'bye 11-09-40sUser8', 'Hi 11-09-40sUser51', 'hey 11-09-40sUser51, evening 11-09-40sUser27 :)', 'hey 11-09-40sUser48', 'hi 11-09-40sUser51 ,, 11-09-40sUser52 hi', 'evening 11-09-40sUser52 :)', 'wb 11-09-40sUser47', 'ty 11-09-40sUser34, 11-09-40sUser48.. evening senor 11-09-40sUser52', 'hey 11-09-40sUser15', 'hi 11-09-40sUser52', 'hi everone', 'hey 11-09-40sUser47', 'hiya 11-09-40sUser34', 'hi 11-09-40sUser52', 'hi 11-09-40sUser22', 'hi 11-09-40sUser47', '11-09-40sUser18 hiya', 'he must be stick and tired ;)', 'hi 11-09-40sUser49 how are you?', 'hiya 11-09-40sUser49', 'rofl 11-09-40sUser48!!!!', ';) 11-09-40sUser18!!!', 'lol 11-09-40sUser48', 'giggles', 'doing great here 11-09-40sUser49', 'lol', 'lol', 'lmao 11-09-40sUser48', 'giggling', ':)', 'rofl 11-09-40sUser49', 'hahaha 11-09-40sUser18', 'giggles', 'lol 11-09-40sUser48', 'lol 11-09-40sUser52', 'has no clue what the elevation is here', 'lol', 'Hi 11-09-40sUser53', 'lol', 'lmao 11-09-40sUser49', 'hahaah11-09-40sUser48', 'hi 11-09-40sUser34', 'lol 11-09-40sUser48...', 'hello 11-09-40sUser55', 'Hi 11-09-40sUser55', 'hi 11-09-40sUser55', 'hi 11-09-40sUser55', 'hi 11-09-40sUser35', 'lol @ sea monsters', 'lol', 'ROFL 11-09-40sUser18', 'hahah 11-09-40sUser3', 'lol 11-09-40sUser18', 'Hello room :)', 'wow 11-09-40sUser49', 'Hi 11-09-40sUser56 ', 'Hi 11-09-40sUser28 ', 'hi 11-09-40sUser56', 'lol 11-09-40sUser56', 'lol', 'lol', 'good night all', 'nite 11-09-40sUser19', 'LOL', 'lmao 11-09-40sUser48', 'HI 11-09-40sUser7', 'lol', ' lol ', 'Hey You', \"lol 11-09-adultsUser24 there's always yucky construction around here\", 'lmao', 'hey 11-09-adultsUser53', 'hey 11-09-adultsUser24', 'hi room', ' hi', 'lol\\\\', 'hello', \"ok lovers, I'm out\", 'sup 11-09-adultsUser54', \"see ya'll when the weekend is over\", 'byes!', 'byeee 11-09-adultsUser32 tc', 'lol', 'lol 11-09-adultsUser22', 'hi room', 'hb 11-09-adultsUser29', 'haha', 'hey 11-09-adultsUser57', 'lol 11-09-adultsUser44', 'hello', 'lol', 'haha', 'hey 11-09-adultsUser63', 'hey 11-09-adultsUser24', 'wb 11-09-adultsUser63', 'hi everyone', 'lol', 'lol', 'hello', 'goodnite', 'lol 11-09-adultsUser0', 'h', 'hi', 'afk a sec', 'hi all', 'pppppppppppew!!!!!', 'morning all', \"g'evening\", 'hey 11-09-adultsUser72', 'hi 11-09-adultsUser24', 'lol', 'mwahs 11-09-adultsUser72', 'hey 11-09-adultsUser73', 'heya 11-09-adultsUser24', 'psh', 'lol wth', 'lol', 'afk', 'lol', 'tc 11-09-adultsUser72', 'hey', 'lmao', 'from hot wheels', 'lmao', 'lol', 'hi all', 'hi 11-09-adultsUser76', 'hi everyone', 'bbs', 'hi room', 'later 11-09-adultsUser73, off to burger king to find me some cheap fast easy food', 'hb 11-09-adultsUser0', 'hi', '*poof*', 'hey 11-09-adultsUser49', 'lol', 'LOL', 'LOL', 'wb 11-09-adultsUser72', 'lol', 'lol', 'hi 11-09-adultsUser81', 'hey 11-09-adultsUser72', 'hi ', 'hey 11-09-adultsUser76', 'lol', 'hehe', 'lol', 'lol', 'afk', 'lol', 'hehehe', 'ah ha', 'hiya 11-09-adultsUser27', 'hey 11-09-adultsUser72', 'lol', 'lol', 'heya', 'hi', 'lol', 'lol', ':P', 'wb', 'wb 11-09-adultsUser22!', 'ty :)', 'lol', 'hahahah', 'hahaha', ';p', 'oh my lol', 'lol', 'brb', 'omg', 'omg', 'omg', 'omg', 'Holy crap', 'wb 11-09-adultsUser22', 'wb 11-09-adultsUser22', 'lol', 'hiya 11-09-adultsUser29', 'LOL 11-09-adultsUser22', 'hello roomies', 'lol', \"Well... I'm outta here for now.  TC everyone\", 'hahahaha!!!!!!', 'night 11-09-adultsUser73', 'lol', 'bbl  gonna go enjoy a nice fire', 'lol', 'that sucks hon', ':(', 'hi evertonr', 'brb', 'hi coolcat', 'Welcome bacl 11-09-adultsUser50', 'LMAO', ' :p', 'lol', 'ahhahahaha!!!!', 'yo', 'awww', 'hi 11-09-adultsUser72 :)', 'LOL!!', 'hi 11-09-adultsUser22', 'hello', 'lol', 'lol', 'brb got to go here my songs', 'lol', 'hello everyone', 'lol', 'lol', 'sup yoll', 'hi!!!!11', ':|', 'dsklgjsdk.', 'hgfhgfjgf', 'o<|=D', ' dsklgjsdk.', 'fkajslf', 'qwertyuiop', 'Hello Richard.', 'Sup Joe.', 'hello ;-) ', 'o.o', 'lawl', '18 M here, GIRLS PM ME', 'LoL', '=(', 'DAMN', 'anyhow brb..', \"I'm gonna go fix food, I'll be back later.\", 'you both have the same charge', 'wheeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee', 'Food now, chat later, goodbye! P.S remember my name', '=/', 'hi ppl', 'hey', 'hi 11-09-teensUser9 il chat', 'Hey ', 'hey everybody, ..now were all da sexi bois a/f/atl', 'hi yea', 'hey', 'hey wanna chat im me @ 11-09-teensUser144@aim.com', 'hey im me', 'hey ppl', 'lol', 'hey 11-09-teensUser136', 'Hey ', 'Lmao.', 'bbbbbyyyyyyyeeeeeeeee...........', 'hey guys', 'hello ppl', 'lol', 'so sup', 'Hey yall', 'Hello 11-09-teensUser117?', 'maybe I should become the her', 'hi ppl', 'Lol.', 'hey', 'hey', 'hi', 'hey peeps', 'Hahaaaa.', 'hey', 'hey', 'lmao', 'o_O', 'hi', 'hi asl', 'im gone', \"e'wjfghky\", 'hello everyone', 'xD', 'LoL', 'Daniel<3', '=p', 'Marlaya<333333333!!!!!', '11-09-teensUser104 <3', '11-09-teensUser104!!!!!!!<333333333', 'o.O', '=D', 'lol', 'brb', 'Yarrrr.', 'Booyah.', 'Lmao.', ':D', 'heya tiff <3333', 'You just want to humple her.', 'Heys 11-09-teensUser104 <33333', 'o.o', '11-09-teensUser197<3.', 'hi 11-09-teensUser156...', 'hey 11-09-teensUser104', 'hey', 'howdy', 'lol', 'lmao', 'hhehe', 'hey11-09-teensUser34', '11-09-teensUser34<33.', 'Heyyy. :) <33.', 'Hahhaa.', 'Hi 11-09-teensUser156.', 'Hi 11-09-teensUser34', 'hi 11-09-teensUser3', 'Hi, 11-09-teensUser197.']\n",
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'Bye', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Greet', 'Bye', 'Greet', 'Bye', 'Bye', 'Greet', 'Bye', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Bye', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Bye', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Emotion', 'Greet', 'Emotion', 'Greet', 'Emotion', 'Bye', 'Emotion', 'Bye', 'Emotion', 'Bye', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Bye', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Emotion', 'Greet', 'Emotion', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Bye', 'Emotion', 'Greet', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Bye', 'Bye', 'Emotion', 'Emotion', 'Bye', 'Emotion', 'Greet', 'Greet', 'Greet', 'Greet', 'Greet', 'Greet', 'Greet', 'Greet', 'Greet', 'Greet', 'Emotion', 'Greet', 'Greet', 'Emotion', 'Bye', 'Greet', 'Greet', 'Emotion', 'Greet', 'Greet', 'Greet', 'Emotion', 'Greet', 'Emotion', 'Greet', 'Greet', 'Greet', 'Greet', 'Emotion', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Bye', 'Emotion', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Bye', 'Emotion', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Emotion', 'Greet', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Greet', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Emotion', 'Emotion', 'Emotion', 'Greet', 'Greet', 'Greet', 'Greet']\n"
     ]
    }
   ],
   "source": [
    "#considering only 'Greet', 'Emotion', and 'Bye'\n",
    "act_labels = ['Greet', 'Emotion', 'Bye']\n",
    "posts = [posts[i] for i in range(len(posts)) if posts[i].get('class') in act_labels] \n",
    "sentences = [posts[i].text for i in range(len(posts))]\n",
    "labels = [posts[i].get('class') for i in range(len(posts))]\n",
    "print(sentences)\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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['hi'], ['hi', '11-09-40sUser40'], ['hi', '11-09-40sUser21'], ['hi', '11-09-40sUser34'], ['lol', '11-09-40sUser31'], ['laffs', '11-09-40sUser30'], ['haha', '11-09-40sUser7'], [':', '-', ')'], ['lol'], ['lol', '11-09-40sUser7'], ['Hi', '11-09-40sUser41'], ['ahhh', '...', '.bummer', ';', '-', '('], ['hi', '11-09-40sUser41'], ['HI', '11-09-40sUser19', 'and', '11-09-40sUser34'], ['wb', '11-09-40sUser42'], ['Hi', '11-09-40sUser42'], ['Hi', '11-09-40sUser42'], ['hi', '11-09-40sUser43'], ['LMAO', '11-09-40sUser7'], ['hi', '11-09-40sUser43'], ['well', 'folks', 'i', 'think', 'i', 'hear', 'the', 'bikes', 'coming..time', 'to', 'ride..take', 'care', '...', 'have', 'a', 'great', 'night..talk', 'soon..stay', 'safe', ',', 'kiss', 'your', 'kids', 'and', 'pet', 'your', 'dogs', '...', 'later', 'gator'], ['Bye', '11-09-40sUser31', '!', '!'], ['tc', '11-09-40sUser31'], ['buh', 'bye'], ['blech', '11-09-40sUser39'], ['laffs', '11-09-40sUser7'], ['hi'], ['Hi', '11-09-40sUser44'], ['evening', '11-09-40sUser44'], ['hi', '11-09-40sUser44'], ['brb'], ['Hi', '11-09-40sUser34'], ['lol', '11-09-40sUser18'], ['Hi', '11-09-40sUser15'], ['lol'], ['hiya', '11-09-40sUser45'], ['Hi', '11-09-40sUser45'], ['hi', '11-09-40sUser46'], ['hi', '11-09-40sUser45'], ['Hello', '11-09-40sUser19', '...', '..11-09-40sUser18', '...', '...', '11-09-40sUser34', ':', '-', ')'], ['lol', 'to', '11-09-40sUser19'], ['hi', '11-09-40sUser46'], ['Hey', 'there', '11-09-40sUser15', '...', '..lol'], ['hi', '11-09-40sUser47'], ['hey', 'wb', '11-09-40sUser47'], ['hi', '11-09-40sUser19'], ['hi', '11-09-40sUser34'], ['wb', '11-09-40sUser30'], ['Hello', '11-09-40sUser30'], ['hah', '11-09-40sUser18'], ['byeeeeeeeeeeeee'], ['lol', '11-09-40sUser22'], ['lol', 'back'], ['wb', '11-09-40sUser2'], ['haha', '11-09-40sUser18'], ['Hi', '(', '(', '(', '(', '(', '(', '(', '(', '(', '11-09-40sUser48', ')', ')', ')', ')', ')', ')', ')', ')', ')', 'sweetie'], ['Hi', '11-09-40sUser49'], [':', ')', 'evening', 'guys'], ['Hi', '11-09-40sUser49'], ['hi', '11-09-40sUser49'], ['lol', '11-09-40sUser18'], ['evening', '11-09-40sUser7', ',', '11-09-40sUser34', ':', ')'], ['Hi', '11-09-40sUser50'], ['hi', '11-09-40sUser50'], ['hey', '11-09-40sUser15', ':', ')'], ['brb..', 'samn', 'sunset', 'in', 'my', 'eyes'], ['bright', 'blessings', 'all'], ['evening', '11-09-40sUser18', ':', ')'], ['Hi', '11-09-40sUser50'], ['evening', '11-09-40sUser50', ':', ')'], ['lol', '11-09-40sUser30'], ['brb'], ['LOL', '11-09-40sUser30'], ['Hi', '11-09-40sUser48', '!'], ['Hi', 'there', '11-09-40sUser7'], ['ltr', '11-09-40sUser8'], ['Hi', '11-09-40sUser51'], ['wb', '11-09-40sUser18'], ['wb', '11-09-40sUser18'], ['Hi', '11-09-40sUser52'], ['hey', '11-09-40sUser19'], ['Hi', 'ho', '11-09-40sUser52'], ['hi', '11-09-40sUser7'], ['see', 'ya', '11-09-40sUser8'], ['hi', '11-09-40sUser7'], ['bye', '11-09-40sUser8'], ['Hi', '11-09-40sUser51'], ['hey', '11-09-40sUser51', ',', 'evening', '11-09-40sUser27', ':', ')'], ['hey', '11-09-40sUser48'], ['hi', '11-09-40sUser51', ',', ',', '11-09-40sUser52', 'hi'], ['evening', '11-09-40sUser52', ':', ')'], ['wb', '11-09-40sUser47'], ['ty', '11-09-40sUser34', ',', '11-09-40sUser48..', 'evening', 'senor', '11-09-40sUser52'], ['hey', '11-09-40sUser15'], ['hi', '11-09-40sUser52'], ['hi', 'everone'], ['hey', '11-09-40sUser47'], ['hiya', '11-09-40sUser34'], ['hi', '11-09-40sUser52'], ['hi', '11-09-40sUser22'], ['hi', '11-09-40sUser47'], ['11-09-40sUser18', 'hiya'], ['he', 'must', 'be', 'stick', 'and', 'tired', ';', ')'], ['hi', '11-09-40sUser49', 'how', 'are', 'you', '?'], ['hiya', '11-09-40sUser49'], ['rofl', '11-09-40sUser48', '!', '!', '!', '!'], [';', ')', '11-09-40sUser18', '!', '!', '!'], ['lol', '11-09-40sUser48'], ['giggles'], ['doing', 'great', 'here', '11-09-40sUser49'], ['lol'], ['lol'], ['lmao', '11-09-40sUser48'], ['giggling'], [':', ')'], ['rofl', '11-09-40sUser49'], ['hahaha', '11-09-40sUser18'], ['giggles'], ['lol', '11-09-40sUser48'], ['lol', '11-09-40sUser52'], ['has', 'no', 'clue', 'what', 'the', 'elevation', 'is', 'here'], ['lol'], ['Hi', '11-09-40sUser53'], ['lol'], ['lmao', '11-09-40sUser49'], ['hahaah11-09-40sUser48'], ['hi', '11-09-40sUser34'], ['lol', '11-09-40sUser48', '...'], ['hello', '11-09-40sUser55'], ['Hi', '11-09-40sUser55'], ['hi', '11-09-40sUser55'], ['hi', '11-09-40sUser55'], ['hi', '11-09-40sUser35'], ['lol', '@', 'sea', 'monsters'], ['lol'], ['ROFL', '11-09-40sUser18'], ['hahah', '11-09-40sUser3'], ['lol', '11-09-40sUser18'], ['Hello', 'room', ':', ')'], ['wow', '11-09-40sUser49'], ['Hi', '11-09-40sUser56'], ['Hi', '11-09-40sUser28'], ['hi', '11-09-40sUser56'], ['lol', '11-09-40sUser56'], ['lol'], ['lol'], ['good', 'night', 'all'], ['nite', '11-09-40sUser19'], ['LOL'], ['lmao', '11-09-40sUser48'], ['HI', '11-09-40sUser7'], ['lol'], ['lol'], ['Hey', 'You'], ['lol', '11-09-adultsUser24', 'there', \"'s\", 'always', 'yucky', 'construction', 'around', 'here'], ['lmao'], ['hey', '11-09-adultsUser53'], ['hey', '11-09-adultsUser24'], ['hi', 'room'], ['hi'], ['lol\\\\'], ['hello'], ['ok', 'lovers', ',', 'I', \"'m\", 'out'], ['sup', '11-09-adultsUser54'], ['see', 'ya', \"'ll\", 'when', 'the', 'weekend', 'is', 'over'], ['byes', '!'], ['byeee', '11-09-adultsUser32', 'tc'], ['lol'], ['lol', '11-09-adultsUser22'], ['hi', 'room'], ['hb', '11-09-adultsUser29'], ['haha'], ['hey', '11-09-adultsUser57'], ['lol', '11-09-adultsUser44'], ['hello'], ['lol'], ['haha'], ['hey', '11-09-adultsUser63'], ['hey', '11-09-adultsUser24'], ['wb', '11-09-adultsUser63'], ['hi', 'everyone'], ['lol'], ['lol'], ['hello'], ['goodnite'], ['lol', '11-09-adultsUser0'], ['h'], ['hi'], ['afk', 'a', 'sec'], ['hi', 'all'], ['pppppppppppew', '!', '!', '!', '!', '!'], ['morning', 'all'], [\"g'evening\"], ['hey', '11-09-adultsUser72'], ['hi', '11-09-adultsUser24'], ['lol'], ['mwahs', '11-09-adultsUser72'], ['hey', '11-09-adultsUser73'], ['heya', '11-09-adultsUser24'], ['psh'], ['lol', 'wth'], ['lol'], ['afk'], ['lol'], ['tc', '11-09-adultsUser72'], ['hey'], ['lmao'], ['from', 'hot', 'wheels'], ['lmao'], ['lol'], ['hi', 'all'], ['hi', '11-09-adultsUser76'], ['hi', 'everyone'], ['bbs'], ['hi', 'room'], ['later', '11-09-adultsUser73', ',', 'off', 'to', 'burger', 'king', 'to', 'find', 'me', 'some', 'cheap', 'fast', 'easy', 'food'], ['hb', '11-09-adultsUser0'], ['hi'], ['*poof*'], ['hey', '11-09-adultsUser49'], ['lol'], ['LOL'], ['LOL'], ['wb', '11-09-adultsUser72'], ['lol'], ['lol'], ['hi', '11-09-adultsUser81'], ['hey', '11-09-adultsUser72'], ['hi'], ['hey', '11-09-adultsUser76'], ['lol'], ['hehe'], ['lol'], ['lol'], ['afk'], ['lol'], ['hehehe'], ['ah', 'ha'], ['hiya', '11-09-adultsUser27'], ['hey', '11-09-adultsUser72'], ['lol'], ['lol'], ['heya'], ['hi'], ['lol'], ['lol'], [':', 'P'], ['wb'], ['wb', '11-09-adultsUser22', '!'], ['ty', ':', ')'], ['lol'], ['hahahah'], ['hahaha'], [';', 'p'], ['oh', 'my', 'lol'], ['lol'], ['brb'], ['omg'], ['omg'], ['omg'], ['omg'], ['Holy', 'crap'], ['wb', '11-09-adultsUser22'], ['wb', '11-09-adultsUser22'], ['lol'], ['hiya', '11-09-adultsUser29'], ['LOL', '11-09-adultsUser22'], ['hello', 'roomies'], ['lol'], ['Well', '...', 'I', \"'m\", 'outta', 'here', 'for', 'now', '.', 'TC', 'everyone'], ['hahahaha', '!', '!', '!', '!', '!', '!'], ['night', '11-09-adultsUser73'], ['lol'], ['bbl', 'gon', 'na', 'go', 'enjoy', 'a', 'nice', 'fire'], ['lol'], ['that', 'sucks', 'hon'], [':', '('], ['hi', 'evertonr'], ['brb'], ['hi', 'coolcat'], ['Welcome', 'bacl', '11-09-adultsUser50'], ['LMAO'], [':', 'p'], ['lol'], ['ahhahahaha', '!', '!', '!', '!'], ['yo'], ['awww'], ['hi', '11-09-adultsUser72', ':', ')'], ['LOL', '!', '!'], ['hi', '11-09-adultsUser22'], ['hello'], ['lol'], ['lol'], ['brb', 'got', 'to', 'go', 'here', 'my', 'songs'], ['lol'], ['hello', 'everyone'], ['lol'], ['lol'], ['sup', 'yoll'], ['hi', '!', '!', '!', '!', '11'], [':', '|'], ['dsklgjsdk', '.'], ['hgfhgfjgf'], ['o', '<', '|=D'], ['dsklgjsdk', '.'], ['fkajslf'], ['qwertyuiop'], ['Hello', 'Richard', '.'], ['Sup', 'Joe', '.'], ['hello', ';', '-', ')'], ['o.o'], ['lawl'], ['18', 'M', 'here', ',', 'GIRLS', 'PM', 'ME'], ['LoL'], ['=', '('], ['DAMN'], ['anyhow', 'brb..'], ['I', \"'m\", 'gon', 'na', 'go', 'fix', 'food', ',', 'I', \"'ll\", 'be', 'back', 'later', '.'], ['you', 'both', 'have', 'the', 'same', 'charge'], ['wheeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee'], ['Food', 'now', ',', 'chat', 'later', ',', 'goodbye', '!', 'P.S', 'remember', 'my', 'name'], ['=/'], ['hi', 'ppl'], ['hey'], ['hi', '11-09-teensUser9', 'il', 'chat'], ['Hey'], ['hey', 'everybody', ',', '..now', 'were', 'all', 'da', 'sexi', 'bois', 'a/f/atl'], ['hi', 'yea'], ['hey'], ['hey', 'wan', 'na', 'chat', 'im', 'me', '@', '11-09-teensUser144', '@', 'aim.com'], ['hey', 'im', 'me'], ['hey', 'ppl'], ['lol'], ['hey', '11-09-teensUser136'], ['Hey'], ['Lmao', '.'], ['bbbbbyyyyyyyeeeeeeeee', '...', '...', '...', '..'], ['hey', 'guys'], ['hello', 'ppl'], ['lol'], ['so', 'sup'], ['Hey', 'yall'], ['Hello', '11-09-teensUser117', '?'], ['maybe', 'I', 'should', 'become', 'the', 'her'], ['hi', 'ppl'], ['Lol', '.'], ['hey'], ['hey'], ['hi'], ['hey', 'peeps'], ['Hahaaaa', '.'], ['hey'], ['hey'], ['lmao'], ['o_O'], ['hi'], ['hi', 'asl'], ['im', 'gone'], [\"e'wjfghky\"], ['hello', 'everyone'], ['xD'], ['LoL'], ['Daniel', '<', '3'], ['=p'], ['Marlaya', '<', '333333333', '!', '!', '!', '!', '!'], ['11-09-teensUser104', '<', '3'], ['11-09-teensUser104', '!', '!', '!', '!', '!', '!', '!', '<', '333333333'], ['o.O'], ['=D'], ['lol'], ['brb'], ['Yarrrr', '.'], ['Booyah', '.'], ['Lmao', '.'], [':', 'D'], ['heya', 'tiff', '<', '3333'], ['You', 'just', 'want', 'to', 'humple', 'her', '.'], ['Heys', '11-09-teensUser104', '<', '33333'], ['o.o'], ['11-09-teensUser197', '<', '3', '.'], ['hi', '11-09-teensUser156', '...'], ['hey', '11-09-teensUser104'], ['hey'], ['howdy'], ['lol'], ['lmao'], ['hhehe'], ['hey11-09-teensUser34'], ['11-09-teensUser34', '<', '33', '.'], ['Heyyy', '.', ':', ')', '<', '33', '.'], ['Hahhaa', '.'], ['Hi', '11-09-teensUser156', '.'], ['Hi', '11-09-teensUser34'], ['hi', '11-09-teensUser3'], ['Hi', ',', '11-09-teensUser197', '.']]\n"
     ]
    }
   ],
   "source": [
    "#creating dataset\n",
    "words = []\n",
    "dialoges = []\n",
    "for i in sentences:\n",
    "    w = nltk.word_tokenize(i)\n",
    "    words.extend(w)\n",
    "    dialoges.append(w)\n",
    "print(dialoges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['haha', 'hb', 'bike', 'sit', 'lmaooo', 'amaz', '10-19-40suser3', '10-24-40suser34_', '11-08-40suser46..', '11-08-adultsuser39', '10-19-30suser11', 're', 'uffff', 'wan', ';', '11-08-40suser47', 'no', 'hih', '11-06-adultsuser67', 'dog', 'oi', '10-19-40suser55', 'yay', '10-24-40suser14', '11-09-40suser35..', 'brb..', '11-09-teensuser104', 'o.o', \"n't\", 'fli', 'ho', 'paradi', '..lol', 'come', 'your', '11-09-adultsuser53', 'slkfjsldkfjs', 'jesus', 'sean', '11-09-20suser156', 'awwww', '11-08-20suser130', '10-19-40suser44..', '11-08-20suser121', '26', 'kold', 'just', 'do', 'bbs', '10-19-adultsuser38', 'heyi', '3', 'suppos', 'geeshhh', '11-08-40suser37', '11-08-40suser32', '10-24-40suser38', '10-19-adultsuser40', 'jimmi', 'brb..popcorn', 'ahahh', 'hhehe', 'gn', 'room..anyon', 'easi', 'ugh', 'o_o', 'bright', 'wahoooooooo', '11-06-adultsuser103', '11-09-20suser34', '3333', '10-19-40suser42', 'norman', 'around', '^_^', '11-08-teensuser144', 'rock', 'mornin', 'wave', 'hug', 'hendrix', '11-09-20suser114', 'for', 'pm', 'arkansa', '11-09-20suser53', 'boo', '10-19-20suser59', '11-08-adultsuser110', '10-19-20suser121', '10-19-20suser128', '10-19-30suser23', '11-08-40suser75', 'anyhow', 'mikeeeeeeeeeeeeeeeeeeeeeeeee', '80', '10-19-adultsuser520', '10-19-30suser31', '10-24-40suser34', '11-06-adultsuser95', '10-24-40suser16', '10-24-40suser37', '11-09-20suser143', 'pick', 'anyon', 'innoc', '*smewchies*', 'new', 'okkkkkk', 'pffft', '11-08-40suser35', 'bbl', 'involv', '11-08-adultsuser95', 'eskimo', 'yoder', '..11-09-40suser18', 'hey', '10-19-40suser54..', 'funni', '11-09-40suser30', 'everon', 'hugzzzzzzz', 'huuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuugz', '10-19-20suser133', '10-19-adultsuser55', 'tongu', 'thing', 'lmaoo', '11-08-20suser104', '11-09-40suser41', '11-09-teensuser34', 'ask', 'were', 'heya', '10-26-teensuser15', '11-08-20suser91..', '11-09-40suser21', 'as', '.2', '--', 'seee', 'ken', '10-24-40suser33', '10-24-40suser10', '10-19-adultsuser57', 'am', 'gut', 'must', '11-08-teensuser119', '11-08-40suser78', '(', 'a++', 'hahaah11-09-40suser48', 'her', 'ahhahahaha', 'nawp', '11-08-20suser31', 'mornign', '11-08-40suser79', 'wooooohoooo', 'feel', 'room', 'need', 'meet', 'cri', '10-24-40suser12', '10-24-40suser9', ')', '10-24-40suser21', 'lol', '11-08-adultsuser61', '11-09-adultsuser29', 'awwwwww', 'pppppppppppew', '10-19-20suser115', '11-06-adultsuser129', '11-09-adultsuser50', 'welcom', 'over', 'ahhah', '=d', '10-24-40suser13', \"'m\", 'other', 'muahhhhh', '10-24-40suser50', 'holi', 'song', 'n', '11-08-20suser110', '10-19-40suser16', 'havin', 'both', '.', 'duel', '11-08-40suser74', '11-08-40suser52', '10-19-20suser20', 'byeee', 'heyyyi', 'yall', '11-08-adultsuser70', 'gurli', 'i', '10-19-adultsuser60', 'waddup', '10-19-40suser45', '0o', '11-09-adultsuser44', 'head', 'woof', '11-09-40suser46', '11-09-20suser163', 'lolololl', 'bwhaha', '11-09-teensuser136', '=p', 'hola', 'hey11-09-teensuser34', '11-08-40suser16', '11-06-adultsuser42', '10-24-40suser51', '11-08-40suser73', '-will', 'sexi', 'hahhaa', '11-09-40suser7..i', 'na', 'now', '11-06-adultsuser51', '10-19-30suser44', 'woot', 'fer', 'ha', 'wut', 'alo', 'sldfjlsdf', 'crazi', 'hiya', 'fast', 'stranger', '333', 'woman', '11-08-adultsuser7', 'hahahahahahaha', 'answer', 'yummi', '11-08-40suser24', 'wth', \"e'wjfghki\", 'f', '10-19-adultsuser46', 'lick', 'few', 'muah', '10-19-40suser43', '-', 'elev', '11-08-40suser29', 'readi', 'omggg', 'in', 'pop', '*', 'cheap', '11-09-40suser51', 'figur', '11-06-adultsuser120', '11-09-40suser27', 'lord', 'hello', '10-19-30suser2', 'yarrrr', '11-08-40suser56', '11-08-20suser65', 'we', 'whoaaaaaaaaaaaa', 'fart', 'coolcat', 'hahaaaa', '#', '11-09-20suser14', 'ewwwwww', 'god', '*wave', '11-09-adultsuser76', '10-19-30suser15', 'ahhh', '10-19-30suser19', '10-19-30suser32', '11-09-40suser32', 'nap', '11-08-40suser58', 'serg', 'ny', 'alway', '11-09-20suser12', 'w/b', '11-08-adultsuser113', '11-06-adultsuser16', 'realli', '10-19-40suser7', '11-09-20suser147', 'been', '11-09-teensuser144', 'they', '10-19-30suser36', '11-06-adultsuser60', '11-08-adultsuser100', 'laugh', 'est', '******', '10-19-30suser33', 'heyyyyyi', '10-19-40suser18', 'black', 'from', '=o', 'everyone..', 'wood', 'sad', 'brrrrrrr', 'ah', '11-09-teensuser3', '=', 'midget', 'wow..', '*poof*', '10-24-40suser11', 'you', 'opp', 'afk', '11-08-40suser62', '11-09-20suser1', 'but', 'blech', 'let', 'cripo', 'lool', 'goodnit', 'brbbb', 'gone', 'drive', 'lmaooooo', '11-08-40suser28', '11-08-adultsuser120', 'dear', 'ltr', 'grrrrrrrrr', '10-19-30suser29', 'year', 'eeek', 'kiss', 'laterssss', '10-19-40suser6', '11-06-adultsuser35', 'wouldnt', '10-19-40suser37', 'late', '*waves*', 'gaspppp', 'woooohoooo', 'whoo', 'rotflmao', 'has', 'bwahahahahahahahahahaha', '11-09-20suser101', 'stick', 'clue', 'd', 'time', '18', 'heeeey', '11-09-40suser17', 'howdi', '10-19-20suser6', 'whew', 'spank', '10-19-adultsuser50', 'lmaoooo', 'muahhh', 'hotti', '10-19-40suser52', '11-08-teensuser115', '17', 'the', 'eeeeeeeeewwwwwwww', '11-06-adultsuser49', 'too', '11-08-adultsuser118', '11-09-20suser168', 'hiya..', 'tc', '11-08-adultsuser38', '11-08-40suser5', '10-24-40suser30', 'o', 'xd', 'greet', '10-19-30suser7', '10-19-40suser46', 'pet', '11-08-40suser76', '10-24-40suser45', 'eeww', 'heee', 'hahahahahaha', '11-08-adultsuser56', '10-19-30suser18', 'outta', 'bed', '11-09-40suser18', 'phone', '~blusherz~', '10-19-20suser12', 'u', 'r', '10-24-40suser49', '11-08-20suser132', '10-19-40suser20', '11-08-teensuser108', 'littl', '11-09-20suser146', '11-09-40suser47', 'and', '11-08-adultsuser24', 'hugsssss', '*blush*', '11-09-40suser11', 'hard', 'da', '.hug', '.bummer', 'cya', 'tiff', '10-19-40suser32', 'today', 'not', '10-19-adultsuser35', '10-24-40suser3', 'oki', '11-09-20suser170', 'wooo', 'hooo', '10-24-40suser56', '11-06-adultsuser29', 'talk', 'muahsssssssssssssssssss', 'confus', '11-09-adultsuser32', 'sis', 'beer', '*hugs*', '11-09-40suser45', 'evertonr', '10-19-30suser43', 't/c', 'hoi', 'pfft', 'niteeeeeeeeeeeeeeeeee', 'byeeee', '10-19-40suser54', '11-09-20suser80', '\\\\', '11-09-teensuser9', 'hah', 'loud', '11-08-adultsuser91', '11-08-20suser91', 'mwah', '10-19-adultsuser58', '10-19-adultsuser59', 'ahahha', 'folk', 'ciao', 'awww', '11-08-40suser40', '10-19-adultsuser36', 'ooopppp', '10-19-30suser39', 'me', '11-09-40suser44', ']', '<', \"g'even\", 'gosh', 'monster', 'interest', '10-19-30suser3', '11-09-adultsuser0', '11-06-adultsuser53', 'heyyyyyyyyy', '10-19-40suser31', 'teen', '11-08-40suser19', 'hun', 'wasup', '11-09-40suser42', 'soon..stay', '11-08-adultsuser102', 'il', 'bacl', '10-19-40suser8', '10-19-40suser33', 'yea', '10-19-40suser4', '11-08-40suser63', '11-06-adultsuser43', 'mope', 'aw', '1', 'when', 'ok', '10-24-40suser44', '11-09-40suser39', 'daniel', '10-19-20suser165', 'tire', 'ladi', '11-08-40suser22', '...', 'dang', 'heheh', '10-19-30suser37', '..', 'niter', 'o_0', 'wife', 'muahssssssssssssssss', 'k', 'happen', 'red', '11-09-40suser4', '11-08-20suser42', '10-19-30suser30', '11-06-adultsuser130', '10-19-40suser16m', '11-06-adultsuser41', 'back', '10-24-40suser35', '3333333333333333', 'doubl', '10-19-30suser35', ':', 'nice', 'hawt', 'should', '.lol', 'juic', '11-08-40suser39', '11-09-40suser7', 'yep', 'much', 'heyyyyyyyyyyyyyi', '11-09-40suser22', '10-24-40suser55', '.hey', '11-09-adultsuser24', 'hahahaha', '11-09-40suser48', '11-08-40suser57', '[', 'yawn', 'enjoy', '11', '11-09-20suser142', 'out', 'how', 'dsklgjsdk', '10-19-30suser9', '11-08-40suser2', 'eeewwwwww', 'suck', '33', 'lolol', '11-06-adultsuser115', 'lunch', '10-19-40suser11', '10-19-adultsuser62', 'grrl', \"'\", '10-19-20suser139', 'never', 'md', 'geeshh', 'also', 'banjo', '10-24-40suser32', '11-08-adultsuser78', 'brb..afk', 'still', '11-09-40suser34', 'so', 'hahaaa', 'grrr', 'shoppin', 'check', 'asl', 'welom', '10-19-20suser126', 'hiii', '=/', '11-08-40suser66', '11-08-40suser55', 'coonarse', 'sea', 'samn', 'yah', 'wow', '10-24-40suser8', 'hay', '19', 'hahahaa', 'care', '11-08-adultsuser108', 'charg', '11-08-40suser42', '10-19-30suser24', '11-08-40suser25', 'qwertyuiop', '11-08-40suser33', 'did', 'becom', '@', '10-24-40suser31', 'brb', '10-24-40suser57', 'heeheeheeheeheehe', 'name', 'chat', 'bunni', '10-26-teensuser66', '10-19-40suser28', 'heyyyyyyyyyi', '10-19-20suser7', 'sheesh', 'gtg', '11-08-20suser21', 'lord..', \"g'day\", '11-09-adultsuser27', '10-19-40suser48', '11-09-20suser89', '11-09-40suser19', 'nic', 'yoll', 'paypal', '11-08-40suser64', 'p', '11-08-40suser18', 'geez', 'haw', '11-08-adultsuser3', '11-09-adultsuser49', 'dat', '11-09-40suser33', '10-19-40suser36', '11-08-40suser6', 'com', '10-19-40suser30', '11-06-adultsuser26', '11-08-adultsuser53', '10-19-20suser83', 'heheheh', 'wahoooooooski', 'randi', '11-06-adultsuser58', '10-19-40suser53', 'ok..i', 'fool', '10-24-40suser6', 'll', '11-06-adultsuser119', 'was', 'goodnight', '11-08-20suser70', 'raaaaaaaaaaaaaaaaaaaaaaaaaaaaa', '10-24-40suser42', 'old', 'with', '11-08-40suser20', 'ahahah', 'smoochi', 'favorit', '11-08-40suser54', 'richard', '11-08-40suser31', '11-08-adultsuser132', 'ever', 'bot', '11-08-adultsuser116', 'sec', 'man', '..now', '11-08-40suser60', 'waz', 'great', 'psh', 'barbi', '10-19-40suser25', 'whore', 'yikesssss', '11-08-teensuser29', '11-09-teensuser197', '10-24-40suser26', '11-08-40suser71', 'aaaaaaaaaaaaaaaaa', 'hon', 'weeeeeeeeeeeeeeee', '10-24-40suser28', 'gguyyyzzzz', 'honey', '11-09-adultsuser73', '10-24-40suser41', 'wussup', '11-06-adultsuser105', 'to', 'seen', 'who', 'huggg', '333333333', '11-08-40suser30', 'where', 'ta', '-o', 'that', 'omg', 'sunset', 'love', 'byeeeeeeee', '11-08-20suser50', 'm', 'aint', 'yike', '11-08-teensuser114', 'yes', '10-26-teensuser45', 'goodby', 'theer', 'yum', 'hi', 'allo', 'uh', 'right', 'jeff', '10-24-40suser36', 'everybodi', 'alot', 'fire', 'booyah', 'boi', '10-19-adultsuser61', 'aim.com', 'bbbbbyyyyyyyeeeeeeee', 'ppl', 'bit', 'rofl', 'heyyyyy', '10-24-40suser52', '11-09-adultsuser22', 'chuckl', '10-19-40suser47', 'pp', '10-19-adultsuser53', 'want', 'handsom', 'shit', 'guy', '10-19-adultsuser42', '11-08-20suser18', '10-19-adultsuser19', '14', 'heyyy', 'awwwwwwwwww', '10-19-20suser155', '11-08-20suser69', 'femal', 'buh', 'muhaha', '10-19-30suser17', 'of', '11-09-40suser49', '10-24-40suser48', '10-19-20suser30', 'hahahahahahahahahahahahahahahaha', 'ed', ',', 'c', 'hugss', 'eye', 'yeee', '11-09-40suser15', 'safe', 'lover', ',how', '10-19-40suser34', '10-19-40suser56', 'ride..tak', '11-09-40suser2', '*sniffs*', 'ty', 'weeeeeeeeeeeeeeeeee', 'hugsss', '11-08-adultsuser28', '11-08-40suser61', 'hate', 'ouch', '11-06-adultsuser25', 'raarrrrrr', 'giggl', 'babi', '11-08-adultsuser99', '11-09-40suser35', 'bless', '11-08-40suser23', '10-19-30suser12', '``', '10-24-40suser46', 'senor', 'whud', 'gator', '10-19-30suser34', 'darl', 'mike', 'even', 'join', 'oooooo', '11-09-adultsuser63', 'yucki', '10-19-adultsuser34', '11-09-20suser175', 'night', 'afternoon', '10-24-40suser40', 'all..', '10-19-40suser35', '11-08-adultsuser101', '11-09-teensuser156', 'he', 'a/f/atl', 'ewwwww', '10-19-40suser49', '11-06-adultsuser99', '11-08-40suser41', '|', 'hear', 'crap', '10-19-adultsuser56', 'talkcity_adult', '33333', 'darlin', 'hahah', '11-09-20suser103', '10-24-40suser54', 'hes', 'fkajslf', '10-24-40suser20', '11-09-40suser28', 'tell', 'hohohohhohhoo', 'nj', '10-24-40suser39', '11-08-40suser36', '11-08-adultsuser35', '11-09-adultsuser57', '11-08-adultsuser106', 'watch', '11-08-adultsuser115', 'day', 'o0', 'a', '10-19-adultsuser32', 'dman', '11-09-40suser53', 'marlaya', 'nite', 'mwahh', '10-24-40suser1', 'lmfao', 'chang', 'ohwa', 'got', 'ewwww', '10-19-20suser64', '11-08-20suser114', '10-19-40suser9', 'off', '10-24-40suser43', 'teehe', 'aww', 'food', 'ahhhhhhhhhhhhhh', '&', '11-09-adultsuser72', '+*+*+*+*', 'paul', 'fock', 'at', 'cheer', '11-08-adultsuser92', '11-09-40suser3', '10-19-30suser25', 'him', 'morn', '10-19-40suser44', 'play', '11-09-teensuser117', '11-09-40suser8', '11-08-40suser38', '11-08-40suser69', '11-08-20suser54', 'if', '11-08-40suser7', 'night..talk', 'oppsss', 'ello', 'pa', '11-09-adultsuser54', '10-19-30suser27', 'hheeyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyy', 'wat', 'ldskdlsf', '2', \"'s\", 'gawd', '11-08-40suser46', 'again', 'later', '10-19-30suser4', 'h', '10-19-20suser92', 'earli', 'all', 'canadian', 'find', 'shoot-', '10-19-20suser138', 'say', '^', 'wheeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee', 'yawnssss', 'heh', 'get', '11-08-40suser49', '10-19-40suser26', '10-19-30suser28', 'heyheyhey', '11-09-adultsuser81', '11-06-adultsuser1', 'hook', '11-08-adultsuser12', '11-06-adultsuser19', '2nd', '11-08-adultsuser30', '10-19-30suser18..', '10-19-40suser24', '10-19-adultsuser37', 'hahhahahaha', 'homeboy', '11-08-adultsuser26', 'gon', '11-08-adultsuser50', 'what', '11-08-adultsuser8', 'us', '11-09-20suser134', 'lol\\\\', '11-08-teensuser128', 'bbiam', 'mauh', '10-26-teensuser86', '11-08-adultsuser1', 'argh', 'salut', 'is', '11-08-20suser40', 'tomorrow-', 'waaa', 'everyon', 'extra', '10-19-adultsuser47', 'aloha', 'ya', 'burger', '|=d', 'same', '10-26-teensuser156', '11-08-40suser65', '10-19-adultsuser51', '11-09-40suser52', '11-08-adultsuser133', '10-24-40suser27', 'gm', '!', 'pay', 'sup', 'coming..tim', '11-09-40suser55', 'christ', '11-08-40suser68', 'lawl', 'mayb', 'there', '10-19-adultsuser1', '11-08-40suser59', 'game', '10-24-40suser53', 'woohoo', 'daveee', '11-06-adultsuser69', '11-08-20suser90', '11-08-adultsuser65', '.2******welcom', '10-24-40suser25', '11-08-40suser48', 'barbiee', '11-08-20suser20', 'seski', 'here', 'webcam..', 'oop', 'checkin', 'roll', 'p.s', '11-08-40suser44', 'date', 'ck', 'wee', '11-08-adultsuser104', 'alterz', 'fallout', 'l', 'co', 'sigh', 'huggss', 'think', 'hgfhgfjgf', 'weekend', '10-19-adultsuser16', 'shhhh', '11-08-40suser45', 'eeeek', '11-08-40suser53', '-_-', 'thanks11-06-adultsuser105', 'byeeeeeeeeeeeee', '10-19-40suser58', 'cool', 'away', 'blush', 'construct', 'hubbi', 'sdlfkjsj', '10-19-20suser84', '10-19-20suser148', '11-09-20suser144', 'bye', 'this', 'roomi', 'wb', '11-06-adultsuser107', 'thank', '10-19-adultsuser30', 'drink', 'btw', 'fix', 'break', 'hallo', '11-09-40suser56', 'peep', 'yo', 'slam', 'stop', '11-09-20suser87', 'joe', 'mmmm', '31/m/ca', 'babycakes', 'hahahah', '10-19-40suser27', 'alohaaa', 'hehe', '10-19-adultsuser28', 'reason', 'joy', '10-19-40suser19', 'whooo', 'kent', 'im', 'hello10-24-40suser20', 'eww', '11-09-40suser50', 'hugsssssssss', 'return', 'up', '10-19-adultsuser15', 'heyyyyyyy', 'guys..', 'ooooooooooo', '11-08-adultsuser67', '10-19-40suser39', 'u550436035', 'hheeyyy', 'well', 'hooooo', 'illinoi', 'shall', '11-06-adultsuser37', 'tx', 'humpl', 'rememb', 'hiiii', '11-08-teensuser141', '11-09-40suser48..', 'peopl', 'oh', 'ing', '10-19-40suser29', 'ltnc', \"''\", 'k-mart', 'sweeti', 'jajajaaa', '11-09-20suser45', 'mom', '10-19-40suser50', 'yawn..', 'warn', 'moochhhhhhhhh', '10-19-30suser42', '11-09-40suser43', '10-19-adultsuser23', '10-19-30suser6', '11-08-adultsuser31', '>', '11-08-40suser34', '11-06-adultsuser112', '11-06-adultsuser82', '10-19-40suser13', 'kit', 'grrrrrrrrrrrrrrrrr', 'sri', 'stuff*', 'hii', '11-06-adultsuser5', \"ya'al\", '10-19-20suser115-', 'kid', 'damn', 'laff', '10-24-40suser47', '11-08-40suser70', 'elo', 'tonit', 'haaa', 'girl', 'hyy', 'pant', 'lmao', 'hio', 'it', 'babe', '33333333333333333', 'lol11-08-40suser2', 'hahaha', '*hug', '..have', 'good', 'go', '11-06-adultsuser128', 'moan', '10-19-40suser10', 'smoke', '11-09-40suser40', 'weeeeeeeee', 'be', 'life', '10-19-40suser23', 'hiy', 'heyyyyyyyi', 'see', 'my', 'king', '11-09-40suser31', \"y'all\", '11-09-40suser37', 'some', 'yello', 'helloooo', '10-19-30suser21', 'lucifug', 'west', 'one', 'might', 'ouch..10-19-40suser20', '11-08-40suser50', 'ughhh', 'hot', 'have', 'wheel', 'ani', 'mwahhss', '10-24-40suser19', 'are']\n"
     ]
    }
   ],
   "source": [
    "#creating vocabulary\n",
    "ignore_words = ['?']\n",
    "sno = nltk.stem.SnowballStemmer('english')\n",
    "words = [sno.stem(w.lower()) for w in words if w not in ignore_words]\n",
    "words = list(set(words))\n",
    "print(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create bag-of-words\n",
    "def get_bof(dialoges):\n",
    "    dataset = []\n",
    "    for dialoge in dialoges:\n",
    "        bag = []\n",
    "        sent = [sno.stem(w.lower()) for w in dialoge if w not in ignore_words]\n",
    "        for w in words:\n",
    "            bag.append(1) if w in sent else bag.append(0)\n",
    "        dataset.append(bag)\n",
    "    dataset = np.array(dataset)\n",
    "    return dataset\n",
    "\n",
    "dataset = get_bof(dialoges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 1., 0.],\n",
       "       [0., 0., 1.],\n",
       "       [0., 1., 0.],\n",
       "       ...,\n",
       "       [0., 0., 1.],\n",
       "       [0., 0., 1.],\n",
       "       [0., 0., 1.]])"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#one-hot encoding of labels\n",
    "label_encoder = LabelEncoder()\n",
    "label_encoder.fit(labels)\n",
    "labels = label_encoder.transform(labels)\n",
    "labels = np_utils.to_categorical(labels, num_classes=3)\n",
    "labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input shape:  (2664, 1206)\n",
      "output shape:  (2664, 3)\n"
     ]
    }
   ],
   "source": [
    "print('input shape: ', dataset.shape)\n",
    "print('output shape: ', labels.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 2131 samples, validate on 533 samples\n",
      "Epoch 1/5\n",
      "2131/2131 [==============================] - 1s 605us/step - loss: 4.4858 - acc: 0.7860 - val_loss: 1.0400 - val_acc: 0.8518\n",
      "Epoch 2/5\n",
      "2131/2131 [==============================] - 1s 306us/step - loss: 0.4654 - acc: 0.9277 - val_loss: 0.3299 - val_acc: 0.9287\n",
      "Epoch 3/5\n",
      "2131/2131 [==============================] - 1s 379us/step - loss: 0.1837 - acc: 0.9836 - val_loss: 0.2602 - val_acc: 0.9362\n",
      "Epoch 4/5\n",
      "2131/2131 [==============================] - 1s 352us/step - loss: 0.1247 - acc: 0.9906 - val_loss: 0.2200 - val_acc: 0.9475\n",
      "Epoch 5/5\n",
      "2131/2131 [==============================] - 1s 333us/step - loss: 0.0930 - acc: 0.9925 - val_loss: 0.2061 - val_acc: 0.9437\n"
     ]
    }
   ],
   "source": [
    "#define model architecture\n",
    "model = Sequential()\n",
    "model.add(Dense(units=512, input_dim=dataset.shape[1], activation='relu'))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Dense(units=256, activation='relu', kernel_regularizer=l2(0.03)))\n",
    "model.add(Dense(units=labels.shape[1], activation='softmax'))\n",
    "\n",
    "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
    "history = model.fit(dataset, labels, validation_split=0.2, epochs=5, batch_size=32, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Validation vs Train Loss')"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qcIQQogRJ/g6iekeDl7dM8i6EqJEk+TuI8vXLn+bxpw3oa1ddHY4QQhQjyd+B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\nZ228Hv5rAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualize model loss\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('loss')\n",
    "plt.legend(['training set', 'validation set'], loc='best')\n",
    "plt.title('Validation vs Train Loss')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Validation vs Train Accuracy')"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9DfXVHNT/NkGdhhgefxEtxL4muxAVUYUJDoPBgMViwWSqML/ybcNisWBw0Qiy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\nEGH5C8SP2g868CyLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualize model accuracy\n",
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('accuracy')\n",
    "plt.legend(['training set', 'validation set'], loc='best')\n",
    "plt.title('Validation vs Train Accuracy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2 1 1 0 2 0]\n",
      "['Greet' 'Emotion' 'Emotion' 'Bye' 'Greet' 'Bye']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda/envs/py35/lib/python3.5/site-packages/sklearn/preprocessing/label.py:171: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n"
     ]
    }
   ],
   "source": [
    "#let's make some predictions\n",
    "my_data = ['What’s up?', 'I am not feeling well!!', 'Take care', 'Okay, see you later', 'How’s life?', 'I’m off']\n",
    "my_data = [nltk.word_tokenize(w) for w in my_data]\n",
    "my_data = get_bof(my_data)\n",
    "label_prob = model.predict(my_data) \n",
    "label_pred = label_prob.argmax(axis=-1)\n",
    "print(y_pred)\n",
    "print(label_encoder.inverse_transform(y_pred))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}