Sentiment Classification - Mini Project 3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sentiment Classification & How To \"Frame Problems\" for a Neural Network\n",
    "\n",
    "by Andrew Trask\n",
    "\n",
    "- **Twitter**: @iamtrask\n",
    "- **Blog**: http://iamtrask.github.io"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What You Should Already Know\n",
    "\n",
    "- neural networks, forward and back-propagation\n",
    "- stochastic gradient descent\n",
    "- mean squared error\n",
    "- and train/test splits\n",
    "\n",
    "### Where to Get Help if You Need it\n",
    "- Re-watch previous Udacity Lectures\n",
    "- Leverage the recommended Course Reading Material - [Grokking Deep Learning](https://www.manning.com/books/grokking-deep-learning) (40% Off: **traskud17**)\n",
    "- Shoot me a tweet @iamtrask\n",
    "\n",
    "\n",
    "### Tutorial Outline:\n",
    "\n",
    "- Intro: The Importance of \"Framing a Problem\"\n",
    "\n",
    "\n",
    "- Curate a Dataset\n",
    "- Developing a \"Predictive Theory\"\n",
    "- **PROJECT 1**: Quick Theory Validation\n",
    "\n",
    "\n",
    "- Transforming Text to Numbers\n",
    "- **PROJECT 2**: Creating the Input/Output Data\n",
    "\n",
    "\n",
    "- Putting it all together in a Neural Network\n",
    "- **PROJECT 3**: Building our Neural Network\n",
    "\n",
    "\n",
    "- Understanding Neural Noise\n",
    "- **PROJECT 4**: Making Learning Faster by Reducing Noise\n",
    "\n",
    "\n",
    "- Analyzing Inefficiencies in our Network\n",
    "- **PROJECT 5**: Making our Network Train and Run Faster\n",
    "\n",
    "\n",
    "- Further Noise Reduction\n",
    "- **PROJECT 6**: Reducing Noise by Strategically Reducing the Vocabulary\n",
    "\n",
    "\n",
    "- Analysis: What's going on in the weights?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "56bb3cba-260c-4ebe-9ed6-b995b4c72aa3"
    }
   },
   "source": [
    "# Lesson: Curate a Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "eba2b193-0419-431e-8db9-60f34dd3fe83"
    }
   },
   "outputs": [],
   "source": [
    "def pretty_print_review_and_label(i):\n",
    "    print(labels[i] + \"\\t:\\t\" + reviews[i][:80] + \"...\")\n",
    "\n",
    "g = open('reviews.txt','r') # What we know!\n",
    "reviews = list(map(lambda x:x[:-1],g.readlines()))\n",
    "g.close()\n",
    "\n",
    "g = open('labels.txt','r') # What we WANT to know!\n",
    "labels = list(map(lambda x:x[:-1].upper(),g.readlines()))\n",
    "g.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25000"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(reviews)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "bb95574b-21a0-4213-ae50-34363cf4f87f"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'bromwell high is a cartoon comedy . it ran at the same time as some other programs about school life  such as  teachers  . my   years in the teaching profession lead me to believe that bromwell high  s satire is much closer to reality than is  teachers  . the scramble to survive financially  the insightful students who can see right through their pathetic teachers  pomp  the pettiness of the whole situation  all remind me of the schools i knew and their students . when i saw the episode in which a student repeatedly tried to burn down the school  i immediately recalled . . . . . . . . . at . . . . . . . . . . high . a classic line inspector i  m here to sack one of your teachers . student welcome to bromwell high . i expect that many adults of my age think that bromwell high is far fetched . what a pity that it isn  t   '"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "e0408810-c424-4ed4-afb9-1735e9ddbd0a"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'POSITIVE'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lesson: Develop a Predictive Theory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "e67a709f-234f-4493-bae6-4fb192141ee0"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "labels.txt \t : \t reviews.txt\n",
      "\n",
      "NEGATIVE\t:\tthis movie is terrible but it has some good effects .  ...\n",
      "POSITIVE\t:\tadrian pasdar is excellent is this film . he makes a fascinating woman .  ...\n",
      "NEGATIVE\t:\tcomment this movie is impossible . is terrible  very improbable  bad interpretat...\n",
      "POSITIVE\t:\texcellent episode movie ala pulp fiction .  days   suicides . it doesnt get more...\n",
      "NEGATIVE\t:\tif you haven  t seen this  it  s terrible . it is pure trash . i saw this about ...\n",
      "POSITIVE\t:\tthis schiffer guy is a real genius  the movie is of excellent quality and both e...\n"
     ]
    }
   ],
   "source": [
    "print(\"labels.txt \\t : \\t reviews.txt\\n\")\n",
    "pretty_print_review_and_label(2137)\n",
    "pretty_print_review_and_label(12816)\n",
    "pretty_print_review_and_label(6267)\n",
    "pretty_print_review_and_label(21934)\n",
    "pretty_print_review_and_label(5297)\n",
    "pretty_print_review_and_label(4998)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project 1: Quick Theory Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "positive_counts = Counter()\n",
    "negative_counts = Counter()\n",
    "total_counts = Counter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in range(len(reviews)):\n",
    "    if(labels[i] == 'POSITIVE'):\n",
    "        for word in reviews[i].split(\" \"):\n",
    "            positive_counts[word] += 1\n",
    "            total_counts[word] += 1\n",
    "    else:\n",
    "        for word in reviews[i].split(\" \"):\n",
    "            negative_counts[word] += 1\n",
    "            total_counts[word] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('', 550468),\n",
       " ('the', 173324),\n",
       " ('.', 159654),\n",
       " ('and', 89722),\n",
       " ('a', 83688),\n",
       " ('of', 76855),\n",
       " ('to', 66746),\n",
       " ('is', 57245),\n",
       " ('in', 50215),\n",
       " ('br', 49235),\n",
       " ('it', 48025),\n",
       " ('i', 40743),\n",
       " ('that', 35630),\n",
       " ('this', 35080),\n",
       " ('s', 33815),\n",
       " ('as', 26308),\n",
       " ('with', 23247),\n",
       " ('for', 22416),\n",
       " ('was', 21917),\n",
       " ('film', 20937),\n",
       " ('but', 20822),\n",
       " ('movie', 19074),\n",
       " ('his', 17227),\n",
       " ('on', 17008),\n",
       " ('you', 16681),\n",
       " ('he', 16282),\n",
       " ('are', 14807),\n",
       " ('not', 14272),\n",
       " ('t', 13720),\n",
       " ('one', 13655),\n",
       " ('have', 12587),\n",
       " ('be', 12416),\n",
       " ('by', 11997),\n",
       " ('all', 11942),\n",
       " ('who', 11464),\n",
       " ('an', 11294),\n",
       " ('at', 11234),\n",
       " ('from', 10767),\n",
       " ('her', 10474),\n",
       " ('they', 9895),\n",
       " ('has', 9186),\n",
       " ('so', 9154),\n",
       " ('like', 9038),\n",
       " ('about', 8313),\n",
       " ('very', 8305),\n",
       " ('out', 8134),\n",
       " ('there', 8057),\n",
       " ('she', 7779),\n",
       " ('what', 7737),\n",
       " ('or', 7732),\n",
       " ('good', 7720),\n",
       " ('more', 7521),\n",
       " ('when', 7456),\n",
       " ('some', 7441),\n",
       " ('if', 7285),\n",
       " ('just', 7152),\n",
       " ('can', 7001),\n",
       " ('story', 6780),\n",
       " ('time', 6515),\n",
       " ('my', 6488),\n",
       " ('great', 6419),\n",
       " ('well', 6405),\n",
       " ('up', 6321),\n",
       " ('which', 6267),\n",
       " ('their', 6107),\n",
       " ('see', 6026),\n",
       " ('also', 5550),\n",
       " ('we', 5531),\n",
       " ('really', 5476),\n",
       " ('would', 5400),\n",
       " ('will', 5218),\n",
       " ('me', 5167),\n",
       " ('had', 5148),\n",
       " ('only', 5137),\n",
       " ('him', 5018),\n",
       " ('even', 4964),\n",
       " ('most', 4864),\n",
       " ('other', 4858),\n",
       " ('were', 4782),\n",
       " ('first', 4755),\n",
       " ('than', 4736),\n",
       " ('much', 4685),\n",
       " ('its', 4622),\n",
       " ('no', 4574),\n",
       " ('into', 4544),\n",
       " ('people', 4479),\n",
       " ('best', 4319),\n",
       " ('love', 4301),\n",
       " ('get', 4272),\n",
       " ('how', 4213),\n",
       " ('life', 4199),\n",
       " ('been', 4189),\n",
       " ('because', 4079),\n",
       " ('way', 4036),\n",
       " ('do', 3941),\n",
       " ('made', 3823),\n",
       " ('films', 3813),\n",
       " ('them', 3805),\n",
       " ('after', 3800),\n",
       " ('many', 3766),\n",
       " ('two', 3733),\n",
       " ('too', 3659),\n",
       " ('think', 3655),\n",
       " ('movies', 3586),\n",
       " ('characters', 3560),\n",
       " ('character', 3514),\n",
       " ('don', 3468),\n",
       " ('man', 3460),\n",
       " ('show', 3432),\n",
       " ('watch', 3424),\n",
       " ('seen', 3414),\n",
       " ('then', 3358),\n",
       " ('little', 3341),\n",
       " ('still', 3340),\n",
       " ('make', 3303),\n",
       " ('could', 3237),\n",
       " ('never', 3226),\n",
       " ('being', 3217),\n",
       " ('where', 3173),\n",
       " ('does', 3069),\n",
       " ('over', 3017),\n",
       " ('any', 3002),\n",
       " ('while', 2899),\n",
       " ('know', 2833),\n",
       " ('did', 2790),\n",
       " ('years', 2758),\n",
       " ('here', 2740),\n",
       " ('ever', 2734),\n",
       " ('end', 2696),\n",
       " ('these', 2694),\n",
       " ('such', 2590),\n",
       " ('real', 2568),\n",
       " ('scene', 2567),\n",
       " ('back', 2547),\n",
       " ('those', 2485),\n",
       " ('though', 2475),\n",
       " ('off', 2463),\n",
       " ('new', 2458),\n",
       " ('your', 2453),\n",
       " ('go', 2440),\n",
       " ('acting', 2437),\n",
       " ('plot', 2432),\n",
       " ('world', 2429),\n",
       " ('scenes', 2427),\n",
       " ('say', 2414),\n",
       " ('through', 2409),\n",
       " ('makes', 2390),\n",
       " ('better', 2381),\n",
       " ('now', 2368),\n",
       " ('work', 2346),\n",
       " ('young', 2343),\n",
       " ('old', 2311),\n",
       " ('ve', 2307),\n",
       " ('find', 2272),\n",
       " ('both', 2248),\n",
       " ('before', 2177),\n",
       " ('us', 2162),\n",
       " ('again', 2158),\n",
       " ('series', 2153),\n",
       " ('quite', 2143),\n",
       " ('something', 2135),\n",
       " ('cast', 2133),\n",
       " ('should', 2121),\n",
       " ('part', 2098),\n",
       " ('always', 2088),\n",
       " ('lot', 2087),\n",
       " ('another', 2075),\n",
       " ('actors', 2047),\n",
       " ('director', 2040),\n",
       " ('family', 2032),\n",
       " ('own', 2016),\n",
       " ('between', 2016),\n",
       " ('m', 1998),\n",
       " ('may', 1997),\n",
       " ('same', 1972),\n",
       " ('role', 1967),\n",
       " ('watching', 1966),\n",
       " ('every', 1954),\n",
       " ('funny', 1953),\n",
       " ('doesn', 1935),\n",
       " ('performance', 1928),\n",
       " ('few', 1918),\n",
       " ('bad', 1907),\n",
       " ('look', 1900),\n",
       " ('re', 1884),\n",
       " ('why', 1855),\n",
       " ('things', 1849),\n",
       " ('times', 1832),\n",
       " ('big', 1815),\n",
       " ('however', 1795),\n",
       " ('actually', 1790),\n",
       " ('action', 1789),\n",
       " ('going', 1783),\n",
       " ('bit', 1757),\n",
       " ('comedy', 1742),\n",
       " ('down', 1740),\n",
       " ('music', 1738),\n",
       " ('must', 1728),\n",
       " ('take', 1709),\n",
       " ('saw', 1692),\n",
       " ('long', 1690),\n",
       " ('right', 1688),\n",
       " ('fun', 1686),\n",
       " ('fact', 1684),\n",
       " ('excellent', 1683),\n",
       " ('around', 1674),\n",
       " ('didn', 1672),\n",
       " ('without', 1671),\n",
       " ('thing', 1662),\n",
       " ('thought', 1639),\n",
       " ('got', 1635),\n",
       " ('each', 1630),\n",
       " ('day', 1614),\n",
       " ('feel', 1597),\n",
       " ('seems', 1596),\n",
       " ('come', 1594),\n",
       " ('done', 1586),\n",
       " ('beautiful', 1580),\n",
       " ('especially', 1572),\n",
       " ('played', 1571),\n",
       " ('almost', 1566),\n",
       " ('want', 1562),\n",
       " ('yet', 1556),\n",
       " ('give', 1553),\n",
       " ('pretty', 1549),\n",
       " ('last', 1543),\n",
       " ('since', 1519),\n",
       " ('different', 1504),\n",
       " ('although', 1501),\n",
       " ('gets', 1490),\n",
       " ('true', 1487),\n",
       " ('interesting', 1481),\n",
       " ('job', 1470),\n",
       " ('enough', 1455),\n",
       " ('our', 1454),\n",
       " ('shows', 1447),\n",
       " ('horror', 1441),\n",
       " ('woman', 1439),\n",
       " ('tv', 1400),\n",
       " ('probably', 1398),\n",
       " ('father', 1395),\n",
       " ('original', 1393),\n",
       " ('girl', 1390),\n",
       " ('point', 1379),\n",
       " ('plays', 1378),\n",
       " ('wonderful', 1372),\n",
       " ('far', 1358),\n",
       " ('course', 1358),\n",
       " ('john', 1350),\n",
       " ('rather', 1340),\n",
       " ('isn', 1328),\n",
       " ('ll', 1326),\n",
       " ('dvd', 1324),\n",
       " ('later', 1324),\n",
       " ('whole', 1310),\n",
       " ('war', 1310),\n",
       " ('d', 1307),\n",
       " ('found', 1306),\n",
       " ('away', 1306),\n",
       " ('screen', 1305),\n",
       " ('nothing', 1300),\n",
       " ('year', 1297),\n",
       " ('once', 1296),\n",
       " ('hard', 1294),\n",
       " ('together', 1280),\n",
       " ('set', 1277),\n",
       " ('am', 1277),\n",
       " ('having', 1266),\n",
       " ('making', 1265),\n",
       " ('place', 1263),\n",
       " ('might', 1260),\n",
       " ('comes', 1260),\n",
       " ('sure', 1253),\n",
       " ('american', 1248),\n",
       " ('play', 1245),\n",
       " ('kind', 1244),\n",
       " ('takes', 1242),\n",
       " ('perfect', 1242),\n",
       " ('performances', 1237),\n",
       " ('himself', 1230),\n",
       " ('everyone', 1221),\n",
       " ('worth', 1221),\n",
       " ('anyone', 1214),\n",
       " ('actor', 1203),\n",
       " ('three', 1201),\n",
       " ('wife', 1196),\n",
       " ('classic', 1192),\n",
       " ('goes', 1186),\n",
       " ('ending', 1178),\n",
       " ('version', 1168),\n",
       " ('star', 1149),\n",
       " ('enjoy', 1146),\n",
       " ('book', 1142),\n",
       " ('nice', 1132),\n",
       " ('everything', 1128),\n",
       " ('during', 1124),\n",
       " ('put', 1118),\n",
       " ('seeing', 1111),\n",
       " ('least', 1102),\n",
       " ('house', 1100),\n",
       " ('high', 1095),\n",
       " ('watched', 1094),\n",
       " ('loved', 1087),\n",
       " ('men', 1087),\n",
       " ('night', 1082),\n",
       " ('anything', 1075),\n",
       " ('believe', 1071),\n",
       " ('guy', 1071),\n",
       " ('top', 1063),\n",
       " ('amazing', 1058),\n",
       " ('hollywood', 1056),\n",
       " ('looking', 1053),\n",
       " ('main', 1044),\n",
       " ('definitely', 1043),\n",
       " ('gives', 1031),\n",
       " ('home', 1029),\n",
       " ('seem', 1028),\n",
       " ('episode', 1023),\n",
       " ('sense', 1020),\n",
       " ('audience', 1020),\n",
       " ('truly', 1017),\n",
       " ('special', 1011),\n",
       " ('second', 1009),\n",
       " ('short', 1009),\n",
       " ('fan', 1009),\n",
       " ('mind', 1005),\n",
       " ('human', 1001),\n",
       " ('recommend', 999),\n",
       " ('full', 996),\n",
       " ('black', 995),\n",
       " ('help', 991),\n",
       " ('along', 989),\n",
       " ('trying', 987),\n",
       " ('small', 986),\n",
       " ('death', 985),\n",
       " ('friends', 981),\n",
       " ('remember', 974),\n",
       " ('often', 970),\n",
       " ('said', 966),\n",
       " ('favorite', 962),\n",
       " ('heart', 959),\n",
       " ('early', 957),\n",
       " ('left', 956),\n",
       " ('until', 955),\n",
       " ('let', 954),\n",
       " ('script', 954),\n",
       " ('maybe', 937),\n",
       " ('today', 936),\n",
       " ('live', 934),\n",
       " ('less', 934),\n",
       " ('moments', 933),\n",
       " ('others', 929),\n",
       " ('brilliant', 926),\n",
       " ('shot', 925),\n",
       " ('liked', 923),\n",
       " ('become', 916),\n",
       " ('won', 915),\n",
       " ('used', 910),\n",
       " ('style', 907),\n",
       " ('mother', 895),\n",
       " ('lives', 894),\n",
       " ('came', 893),\n",
       " ('stars', 890),\n",
       " ('cinema', 889),\n",
       " ('looks', 885),\n",
       " ('perhaps', 884),\n",
       " ('read', 882),\n",
       " ('enjoyed', 879),\n",
       " ('boy', 875),\n",
       " ('drama', 873),\n",
       " ('highly', 871),\n",
       " ('given', 870),\n",
       " ('playing', 867),\n",
       " ('use', 864),\n",
       " ('next', 859),\n",
       " ('women', 858),\n",
       " ('fine', 857),\n",
       " ('effects', 856),\n",
       " ('kids', 854),\n",
       " ('entertaining', 853),\n",
       " ('need', 852),\n",
       " ('line', 850),\n",
       " ('works', 848),\n",
       " ('someone', 847),\n",
       " ('mr', 836),\n",
       " ('simply', 835),\n",
       " ('children', 833),\n",
       " ('picture', 833),\n",
       " ('friend', 831),\n",
       " ('keep', 831),\n",
       " ('face', 831),\n",
       " ('dark', 830),\n",
       " ('overall', 828),\n",
       " ('certainly', 828),\n",
       " ('minutes', 827),\n",
       " ('wasn', 824),\n",
       " ('history', 822),\n",
       " ('finally', 820),\n",
       " ('couple', 816),\n",
       " ('against', 815),\n",
       " ('son', 809),\n",
       " ('understand', 808),\n",
       " ('lost', 807),\n",
       " ('michael', 805),\n",
       " ('else', 801),\n",
       " ('throughout', 798),\n",
       " ('fans', 797),\n",
       " ('city', 792),\n",
       " ('reason', 789),\n",
       " ('written', 787),\n",
       " ('production', 787),\n",
       " ('several', 784),\n",
       " ('school', 783),\n",
       " ('based', 781),\n",
       " ('rest', 781),\n",
       " ('try', 780),\n",
       " ('dead', 776),\n",
       " ('hope', 775),\n",
       " ('strong', 768),\n",
       " ('white', 765),\n",
       " ('tell', 759),\n",
       " ('itself', 758),\n",
       " ('half', 753),\n",
       " ('person', 749),\n",
       " ('sometimes', 746),\n",
       " ('past', 744),\n",
       " ('start', 744),\n",
       " ('genre', 743),\n",
       " ('final', 739),\n",
       " ('beginning', 739),\n",
       " ('town', 738),\n",
       " ('art', 734),\n",
       " ('humor', 732),\n",
       " ('game', 732),\n",
       " ('idea', 731),\n",
       " ('yes', 731),\n",
       " ('late', 730),\n",
       " ('becomes', 729),\n",
       " ('despite', 729),\n",
       " ('able', 726),\n",
       " ('case', 726),\n",
       " ('money', 723),\n",
       " ('child', 721),\n",
       " ('completely', 721),\n",
       " ('side', 719),\n",
       " ('camera', 716),\n",
       " ('getting', 714),\n",
       " ('instead', 712),\n",
       " ('soon', 702),\n",
       " ('under', 700),\n",
       " ('viewer', 699),\n",
       " ('age', 697),\n",
       " ('days', 696),\n",
       " ('stories', 696),\n",
       " ('felt', 694),\n",
       " ('simple', 694),\n",
       " ('roles', 693),\n",
       " ('video', 688),\n",
       " ('name', 683),\n",
       " ('either', 683),\n",
       " ('doing', 677),\n",
       " ('turns', 674),\n",
       " ('close', 671),\n",
       " ('wants', 671),\n",
       " ('title', 669),\n",
       " ('wrong', 668),\n",
       " ('went', 666),\n",
       " ('james', 665),\n",
       " ('evil', 659),\n",
       " ('budget', 657),\n",
       " ('episodes', 657),\n",
       " ('relationship', 655),\n",
       " ('piece', 653),\n",
       " ('fantastic', 653),\n",
       " ('david', 651),\n",
       " ('turn', 648),\n",
       " ('murder', 646),\n",
       " ('parts', 645),\n",
       " ('brother', 644),\n",
       " ('head', 643),\n",
       " ('absolutely', 643),\n",
       " ('experience', 642),\n",
       " ('eyes', 641),\n",
       " ('sex', 638),\n",
       " ('called', 637),\n",
       " ('direction', 637),\n",
       " ('directed', 636),\n",
       " ('lines', 634),\n",
       " ('behind', 633),\n",
       " ('sort', 632),\n",
       " ('actress', 631),\n",
       " ('lead', 630),\n",
       " ('oscar', 628),\n",
       " ('including', 627),\n",
       " ('example', 627),\n",
       " ('musical', 625),\n",
       " ('known', 625),\n",
       " ('chance', 621),\n",
       " ('score', 620),\n",
       " ('already', 619),\n",
       " ('hit', 619),\n",
       " ('feeling', 619),\n",
       " ('voice', 615),\n",
       " ('living', 612),\n",
       " ('moment', 612),\n",
       " ('low', 610),\n",
       " ('supporting', 610),\n",
       " ('ago', 609),\n",
       " ('themselves', 608),\n",
       " ('reality', 605),\n",
       " ('hilarious', 605),\n",
       " ('jack', 604),\n",
       " ('told', 603),\n",
       " ('hand', 601),\n",
       " ('moving', 600),\n",
       " ('quality', 600),\n",
       " ('dialogue', 600),\n",
       " ('happy', 599),\n",
       " ('song', 599),\n",
       " ('paul', 598),\n",
       " ('matter', 598),\n",
       " ('light', 594),\n",
       " ('future', 593),\n",
       " ('entire', 592),\n",
       " ('finds', 591),\n",
       " ('gave', 589),\n",
       " ('laugh', 587),\n",
       " ('released', 586),\n",
       " ('expect', 584),\n",
       " ('fight', 581),\n",
       " ('particularly', 580),\n",
       " ('police', 579),\n",
       " ('cinematography', 579),\n",
       " ('type', 578),\n",
       " ('sound', 578),\n",
       " ('whose', 578),\n",
       " ('enjoyable', 573),\n",
       " ('view', 573),\n",
       " ('daughter', 572),\n",
       " ('husband', 572),\n",
       " ('number', 572),\n",
       " ('romantic', 572),\n",
       " ('documentary', 571),\n",
       " ('self', 570),\n",
       " ('took', 569),\n",
       " ('superb', 569),\n",
       " ('robert', 569),\n",
       " ('modern', 569),\n",
       " ('mean', 566),\n",
       " ('shown', 563),\n",
       " ('coming', 561),\n",
       " ('important', 560),\n",
       " ('king', 559),\n",
       " ('leave', 559),\n",
       " ('change', 558),\n",
       " ('somewhat', 555),\n",
       " ('wanted', 555),\n",
       " ('tells', 554),\n",
       " ('country', 552),\n",
       " ('events', 552),\n",
       " ('career', 552),\n",
       " ('run', 552),\n",
       " ('season', 550),\n",
       " ('heard', 550),\n",
       " ('girls', 549),\n",
       " ('greatest', 549),\n",
       " ('etc', 547),\n",
       " ('care', 546),\n",
       " ('starts', 545),\n",
       " ('english', 542),\n",
       " ('killer', 541),\n",
       " ('guys', 540),\n",
       " ('tale', 540),\n",
       " ('totally', 540),\n",
       " ('animation', 540),\n",
       " ('usual', 539),\n",
       " ('opinion', 535),\n",
       " ('miss', 535),\n",
       " ('violence', 531),\n",
       " ('easy', 531),\n",
       " ('songs', 530),\n",
       " ('british', 528),\n",
       " ('says', 526),\n",
       " ('realistic', 525),\n",
       " ('writing', 524),\n",
       " ('writer', 522),\n",
       " ('act', 522),\n",
       " ('comic', 521),\n",
       " ('thriller', 519),\n",
       " ('television', 517),\n",
       " ('power', 516),\n",
       " ('ones', 515),\n",
       " ('kid', 514),\n",
       " ('novel', 513),\n",
       " ('york', 513),\n",
       " ('alone', 512),\n",
       " ('problem', 512),\n",
       " ('attention', 509),\n",
       " ('involved', 508),\n",
       " ('extremely', 507),\n",
       " ('kill', 507),\n",
       " ('seemed', 506),\n",
       " ('french', 505),\n",
       " ('hero', 505),\n",
       " ('rock', 504),\n",
       " ('stuff', 501),\n",
       " ('wish', 499),\n",
       " ('begins', 498),\n",
       " ('sad', 497),\n",
       " ('taken', 497),\n",
       " ('ways', 496),\n",
       " ('richard', 495),\n",
       " ('knows', 494),\n",
       " ('atmosphere', 493),\n",
       " ('surprised', 491),\n",
       " ('similar', 491),\n",
       " ('car', 491),\n",
       " ('taking', 491),\n",
       " ('perfectly', 490),\n",
       " ('george', 490),\n",
       " ('eye', 489),\n",
       " ('team', 489),\n",
       " ('across', 489),\n",
       " ('sequence', 489),\n",
       " ('among', 488),\n",
       " ('powerful', 488),\n",
       " ('due', 488),\n",
       " ('serious', 488),\n",
       " ('room', 488),\n",
       " ('order', 487),\n",
       " ('strange', 487),\n",
       " ('cannot', 487),\n",
       " ('b', 487),\n",
       " ('beauty', 486),\n",
       " ('famous', 485),\n",
       " ('myself', 484),\n",
       " ('happened', 484),\n",
       " ('herself', 484),\n",
       " ('tries', 484),\n",
       " ('class', 483),\n",
       " ('four', 482),\n",
       " ('cool', 481),\n",
       " ('release', 479),\n",
       " ('theme', 479),\n",
       " ('anyway', 479),\n",
       " ('opening', 478),\n",
       " ('entertainment', 477),\n",
       " ('exactly', 475),\n",
       " ('ends', 475),\n",
       " ('slow', 475),\n",
       " ('unique', 475),\n",
       " ('level', 474),\n",
       " ('red', 474),\n",
       " ('easily', 474),\n",
       " ('o', 474),\n",
       " ('interest', 472),\n",
       " ('happen', 471),\n",
       " ('crime', 470),\n",
       " ('viewing', 468),\n",
       " ('memorable', 467),\n",
       " ('sets', 467),\n",
       " ('stop', 466),\n",
       " ('group', 466),\n",
       " ('sister', 463),\n",
       " ('problems', 463),\n",
       " ('message', 463),\n",
       " ('working', 463),\n",
       " ('dance', 463),\n",
       " ('knew', 462),\n",
       " ('nature', 461),\n",
       " ('mystery', 461),\n",
       " ('bring', 460),\n",
       " ('thinking', 459),\n",
       " ('brought', 459),\n",
       " ('believable', 459),\n",
       " ('mostly', 458),\n",
       " ('disney', 457),\n",
       " ('couldn', 457),\n",
       " ('society', 456),\n",
       " ('within', 455),\n",
       " ('lady', 455),\n",
       " ('blood', 454),\n",
       " ('viewers', 453),\n",
       " ('upon', 453),\n",
       " ('parents', 453),\n",
       " ('form', 452),\n",
       " ('peter', 452),\n",
       " ('tom', 452),\n",
       " ('usually', 452),\n",
       " ('soundtrack', 452),\n",
       " ('meets', 452),\n",
       " ('local', 450),\n",
       " ('certain', 448),\n",
       " ('follow', 448),\n",
       " ('whether', 447),\n",
       " ('possible', 446),\n",
       " ('emotional', 445),\n",
       " ('above', 444),\n",
       " ('de', 444),\n",
       " ('killed', 444),\n",
       " ('middle', 443),\n",
       " ('god', 443),\n",
       " ('flick', 442),\n",
       " ('needs', 442),\n",
       " ('happens', 442),\n",
       " ('masterpiece', 441),\n",
       " ('period', 440),\n",
       " ('major', 440),\n",
       " ('named', 439),\n",
       " ('haven', 439),\n",
       " ('particular', 438),\n",
       " ('th', 438),\n",
       " ('earth', 437),\n",
       " ('feature', 437),\n",
       " ('stand', 436),\n",
       " ('words', 435),\n",
       " ('typical', 435),\n",
       " ('elements', 433),\n",
       " ('obviously', 433),\n",
       " ('romance', 431),\n",
       " ('jane', 430),\n",
       " ('showing', 427),\n",
       " ('yourself', 427),\n",
       " ('brings', 426),\n",
       " ('fantasy', 426),\n",
       " ('guess', 423),\n",
       " ('america', 423),\n",
       " ('unfortunately', 422),\n",
       " ('huge', 422),\n",
       " ('running', 421),\n",
       " ('indeed', 421),\n",
       " ('talent', 420),\n",
       " ('stage', 419),\n",
       " ('started', 418),\n",
       " ('sweet', 417),\n",
       " ('japanese', 417),\n",
       " ('leads', 417),\n",
       " ('deal', 416),\n",
       " ('poor', 416),\n",
       " ('personal', 413),\n",
       " ('incredible', 413),\n",
       " ('fast', 412),\n",
       " ('became', 410),\n",
       " ('deep', 410),\n",
       " ('hours', 409),\n",
       " ('nearly', 408),\n",
       " ('giving', 408),\n",
       " ('dream', 408),\n",
       " ('turned', 407),\n",
       " ('clearly', 407),\n",
       " ('obvious', 406),\n",
       " ('near', 406),\n",
       " ('cut', 405),\n",
       " ('surprise', 405),\n",
       " ('body', 404),\n",
       " ('era', 404),\n",
       " ('hour', 403),\n",
       " ('female', 403),\n",
       " ('five', 403),\n",
       " ('note', 399),\n",
       " ('learn', 398),\n",
       " ('truth', 398),\n",
       " ('match', 397),\n",
       " ('tony', 397),\n",
       " ('feels', 397),\n",
       " ('except', 397),\n",
       " ('filmed', 394),\n",
       " ('clear', 394),\n",
       " ('complete', 394),\n",
       " ('eventually', 393),\n",
       " ('lots', 393),\n",
       " ('street', 393),\n",
       " ('older', 393),\n",
       " ('keeps', 393),\n",
       " ('buy', 392),\n",
       " ('stewart', 391),\n",
       " ('william', 391),\n",
       " ('joe', 390),\n",
       " ('meet', 390),\n",
       " ('fall', 390),\n",
       " ('unlike', 389),\n",
       " ('talking', 389),\n",
       " ('difficult', 389),\n",
       " ('shots', 389),\n",
       " ('rating', 389),\n",
       " ('dramatic', 388),\n",
       " ('means', 388),\n",
       " ('subject', 386),\n",
       " ('wonder', 386),\n",
       " ('present', 386),\n",
       " ('situation', 386),\n",
       " ('appears', 386),\n",
       " ('comments', 385),\n",
       " ('lee', 383),\n",
       " ('general', 383),\n",
       " ('sequences', 383),\n",
       " ('points', 382),\n",
       " ('earlier', 382),\n",
       " ('gone', 379),\n",
       " ('check', 379),\n",
       " ('recommended', 378),\n",
       " ('ten', 378),\n",
       " ('suspense', 378),\n",
       " ('third', 377),\n",
       " ('business', 377),\n",
       " ('talk', 375),\n",
       " ('leaves', 375),\n",
       " ('beyond', 375),\n",
       " ('portrayal', 374),\n",
       " ('beautifully', 373),\n",
       " ('bill', 372),\n",
       " ('single', 372),\n",
       " ('word', 371),\n",
       " ('plenty', 371),\n",
       " ('whom', 370),\n",
       " ('falls', 370),\n",
       " ('scary', 369),\n",
       " ('non', 369),\n",
       " ('figure', 369),\n",
       " ('battle', 369),\n",
       " ('return', 368),\n",
       " ('using', 368),\n",
       " ('add', 367),\n",
       " ('doubt', 367),\n",
       " ('solid', 366),\n",
       " ('success', 366),\n",
       " ('hear', 366),\n",
       " ('touching', 365),\n",
       " ('political', 365),\n",
       " ('jokes', 365),\n",
       " ('oh', 365),\n",
       " ('hell', 364),\n",
       " ('awesome', 364),\n",
       " ('boys', 364),\n",
       " ('sexual', 362),\n",
       " ('dog', 362),\n",
       " ('recently', 362),\n",
       " ('wouldn', 361),\n",
       " ('please', 361),\n",
       " ('straight', 361),\n",
       " ('features', 361),\n",
       " ('lack', 360),\n",
       " ('forget', 360),\n",
       " ('setting', 360),\n",
       " ('mark', 359),\n",
       " ('married', 359),\n",
       " ('social', 357),\n",
       " ('interested', 356),\n",
       " ('adventure', 356),\n",
       " ('brothers', 355),\n",
       " ('terrific', 355),\n",
       " ('sees', 355),\n",
       " ('actual', 355),\n",
       " ('move', 354),\n",
       " ('call', 354),\n",
       " ('dr', 353),\n",
       " ('theater', 353),\n",
       " ('various', 353),\n",
       " ('animated', 352),\n",
       " ('western', 351),\n",
       " ('space', 350),\n",
       " ('baby', 350),\n",
       " ('disappointed', 348),\n",
       " ('leading', 348),\n",
       " ('aren', 346),\n",
       " ('portrayed', 346),\n",
       " ('smith', 345),\n",
       " ('screenplay', 345),\n",
       " ('hate', 344),\n",
       " ('towards', 344),\n",
       " ('noir', 343),\n",
       " ('outstanding', 342),\n",
       " ('decent', 342),\n",
       " ('kelly', 342),\n",
       " ('journey', 341),\n",
       " ('directors', 341),\n",
       " ('looked', 340),\n",
       " ('none', 340),\n",
       " ('effective', 340),\n",
       " ('fi', 339),\n",
       " ('cold', 339),\n",
       " ('sci', 339),\n",
       " ('mary', 339),\n",
       " ('caught', 339),\n",
       " ('storyline', 339),\n",
       " ('rich', 338),\n",
       " ('charming', 338),\n",
       " ('harry', 337),\n",
       " ('rare', 337),\n",
       " ('manages', 337),\n",
       " ('popular', 337),\n",
       " ('spirit', 336),\n",
       " ('open', 335),\n",
       " ('appreciate', 335),\n",
       " ('moves', 334),\n",
       " ('acted', 334),\n",
       " ('basically', 334),\n",
       " ('century', 333),\n",
       " ('inside', 333),\n",
       " ('mention', 333),\n",
       " ('subtle', 333),\n",
       " ('pace', 333),\n",
       " ('deserves', 333),\n",
       " ('boring', 333),\n",
       " ('background', 332),\n",
       " ('familiar', 332),\n",
       " ('ben', 331),\n",
       " ('creepy', 330),\n",
       " ('supposed', 330),\n",
       " ('secret', 329),\n",
       " ('jim', 328),\n",
       " ('die', 328),\n",
       " ('effect', 327),\n",
       " ('question', 327),\n",
       " ('natural', 327),\n",
       " ('impressive', 326),\n",
       " ('language', 326),\n",
       " ('rate', 326),\n",
       " ('intelligent', 325),\n",
       " ('saying', 325),\n",
       " ('scott', 324),\n",
       " ('realize', 324),\n",
       " ('telling', 324),\n",
       " ('material', 324),\n",
       " ('singing', 323),\n",
       " ('dancing', 322),\n",
       " ('adult', 321),\n",
       " ('visual', 321),\n",
       " ('imagine', 321),\n",
       " ('kept', 320),\n",
       " ('office', 320),\n",
       " ('uses', 319),\n",
       " ('wait', 318),\n",
       " ('pure', 318),\n",
       " ('stunning', 318),\n",
       " ('copy', 317),\n",
       " ('seriously', 317),\n",
       " ('previous', 317),\n",
       " ('review', 317),\n",
       " ('reading', 316),\n",
       " ('create', 316),\n",
       " ('created', 316),\n",
       " ('hot', 316),\n",
       " ('magic', 316),\n",
       " ('somehow', 316),\n",
       " ('escape', 315),\n",
       " ('stay', 315),\n",
       " ('attempt', 315),\n",
       " ('air', 315),\n",
       " ('frank', 315),\n",
       " ('crazy', 315),\n",
       " ('hands', 314),\n",
       " ('filled', 313),\n",
       " ('expected', 312),\n",
       " ('surprisingly', 312),\n",
       " ('average', 312),\n",
       " ('complex', 311),\n",
       " ('studio', 310),\n",
       " ('successful', 310),\n",
       " ('quickly', 310),\n",
       " ('plus', 309),\n",
       " ('male', 309),\n",
       " ('co', 307),\n",
       " ('images', 306),\n",
       " ('minute', 306),\n",
       " ('casting', 306),\n",
       " ('following', 306),\n",
       " ('exciting', 306),\n",
       " ('german', 305),\n",
       " ('follows', 305),\n",
       " ('members', 305),\n",
       " ('themes', 305),\n",
       " ('reasons', 305),\n",
       " ('e', 305),\n",
       " ('cute', 304),\n",
       " ('genius', 304),\n",
       " ('edge', 304),\n",
       " ('free', 304),\n",
       " ('touch', 304),\n",
       " ('outside', 303),\n",
       " ('reviews', 302),\n",
       " ('ok', 302),\n",
       " ('admit', 302),\n",
       " ('younger', 302),\n",
       " ('odd', 301),\n",
       " ('master', 301),\n",
       " ('fighting', 301),\n",
       " ('recent', 300),\n",
       " ('break', 300),\n",
       " ('comment', 300),\n",
       " ('thanks', 300),\n",
       " ('apart', 299),\n",
       " ('lovely', 298),\n",
       " ('begin', 298),\n",
       " ('emotions', 298),\n",
       " ('party', 297),\n",
       " ('doctor', 297),\n",
       " ('italian', 297),\n",
       " ('missed', 296),\n",
       " ('clever', 296),\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "positive_counts.most_common()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pos_neg_ratios = Counter()\n",
    "\n",
    "for term,cnt in list(total_counts.most_common()):\n",
    "    if(cnt > 300):\n",
    "        pos_neg_ratio = positive_counts[term] / float(negative_counts[term]+1)\n",
    "        pos_neg_ratios[term] = pos_neg_ratio\n",
    "\n",
    "for word,ratio in pos_neg_ratios.most_common():\n",
    "    if(ratio > 1):\n",
    "        pos_neg_ratios[word] = np.log(ratio)\n",
    "    else:\n",
    "        pos_neg_ratios[word] = -np.log((1 / (ratio+0.01)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('wonderfully', 2.0218960560332353),\n",
       " ('beautifully', 1.7626953362841438),\n",
       " ('superb', 1.7091514458966952),\n",
       " ('touching', 1.637217476541176),\n",
       " ('stewart', 1.6119987332957739),\n",
       " ('wonderful', 1.5645425925262093),\n",
       " ('fantastic', 1.5048433868558566),\n",
       " ('terrific', 1.5026699370083942),\n",
       " ('noir', 1.493925025312256),\n",
       " ('outstanding', 1.4910053152089213),\n",
       " ('excellent', 1.4647538505723599),\n",
       " ('gem', 1.3932148039644643),\n",
       " ('amazing', 1.3919815802404802),\n",
       " ('kelly', 1.3461743673304654),\n",
       " ('powerful', 1.2999662776313934),\n",
       " ('remarkable', 1.2883688239495823),\n",
       " ('favorite', 1.2668956297860055),\n",
       " ('stunning', 1.2622417124499117),\n",
       " ('perfect', 1.246742480713785),\n",
       " ('favourite', 1.2411123512753928),\n",
       " ('journey', 1.2367626271489269),\n",
       " ('bond', 1.2321436812926323),\n",
       " ('brilliant', 1.2287554137664785),\n",
       " ('recommended', 1.2163953243244932),\n",
       " ('perfectly', 1.1971931173405572),\n",
       " ('emotions', 1.1753049094563641),\n",
       " ('subtle', 1.1734135017508081),\n",
       " ('rare', 1.1566438362402944),\n",
       " ('loved', 1.1563661500586044),\n",
       " ('highly', 1.1420208631618658),\n",
       " ('tony', 1.1397491942285991),\n",
       " ('today', 1.1050431789984001),\n",
       " ('helps', 1.1023091505494358),\n",
       " ('awesome', 1.0931328229034842),\n",
       " ('unique', 1.0881409888008142),\n",
       " ('tragic', 1.0871835928444868),\n",
       " ('intense', 1.0870514662670339),\n",
       " ('provides', 1.0797081340289569),\n",
       " ('davis', 1.0541605260972757),\n",
       " ('beauty', 1.050410186850232),\n",
       " ('fascinating', 1.0414538748281612),\n",
       " ('greatest', 1.0248947127715422),\n",
       " ('portrayal', 1.0189810189761024),\n",
       " ('deeply', 1.0094845087721023),\n",
       " ('incredible', 1.0061677561461084),\n",
       " ('harry', 0.99176919305006062),\n",
       " ('sweet', 0.98966110487955483),\n",
       " ('oscar', 0.98721905111049713),\n",
       " ('unusual', 0.97788374278196932),\n",
       " ('complex', 0.97761897738147796),\n",
       " ('solid', 0.97537964824416146),\n",
       " ('beautiful', 0.97326301262841053),\n",
       " ('tears', 0.95977584381389391),\n",
       " ('feelings', 0.95551144502743635),\n",
       " ('winning', 0.95471810900804055),\n",
       " ('paris', 0.95278479030472663),\n",
       " ('heart', 0.95238806924516806),\n",
       " ('masterpiece', 0.94155039863339296),\n",
       " ('themes', 0.94118828349588235),\n",
       " ('danny', 0.93967118051821874),\n",
       " ('charming', 0.92520609553210742),\n",
       " ('impact', 0.91815814604895041),\n",
       " ('treat', 0.91193342650519937),\n",
       " ('loving', 0.90967549275543591),\n",
       " ('surprising', 0.90937028902958128),\n",
       " ('funniest', 0.90078654533818991),\n",
       " ('season', 0.89827222637147675),\n",
       " ('compelling', 0.89462923509297576),\n",
       " ('castle', 0.88967708335606499),\n",
       " ('great', 0.88810470901464589),\n",
       " ('tragedy', 0.88563699078315261),\n",
       " ('arthur', 0.87546873735389985),\n",
       " ('gorgeous', 0.8731725250935497),\n",
       " ('enjoyed', 0.87070195951624607),\n",
       " ('natural', 0.86997924506912838),\n",
       " ('moving', 0.85566611005772031),\n",
       " ('lovely', 0.85290640004681306),\n",
       " ('memorable', 0.84801189112086062),\n",
       " ('episodes', 0.84223712084137292),\n",
       " ('strong', 0.84167135777060931),\n",
       " ('smith', 0.83959811108590054),\n",
       " ('apartment', 0.83333115290549531),\n",
       " ('adventure', 0.83150561393278388),\n",
       " ('adds', 0.82485652591452319),\n",
       " ('childhood', 0.82208086393583857),\n",
       " ('realistic', 0.80807714723392232),\n",
       " ('cry', 0.80011930011211307),\n",
       " ('impressed', 0.79258107754813223),\n",
       " ('edge', 0.789774016249017),\n",
       " ('jean', 0.78845736036427028),\n",
       " ('frank', 0.78275933924963248),\n",
       " ('tale', 0.77010822169607374),\n",
       " ('fresh', 0.76158434211317383),\n",
       " ('animated', 0.75768570169751648),\n",
       " ('enjoyable', 0.75246375771636476),\n",
       " ('performances', 0.74883252516063137),\n",
       " ('simple', 0.74641420974143258),\n",
       " ('relationship', 0.74484232345601786),\n",
       " ('supporting', 0.74357803418683721),\n",
       " ('emotional', 0.73678211645681524),\n",
       " ('brings', 0.73142936713096229),\n",
       " ('henry', 0.72642196944481741),\n",
       " ('society', 0.72433010799663333),\n",
       " ('available', 0.72415741730250549),\n",
       " ('best', 0.72347034060446314),\n",
       " ('magic', 0.71878961117328299),\n",
       " ('delivers', 0.71846498854423513),\n",
       " ('jim', 0.71783979315031676),\n",
       " ('relationships', 0.71393795022901896),\n",
       " ('charlie', 0.71024161391924534),\n",
       " ('atmosphere', 0.70744773070214162),\n",
       " ('genius', 0.706392407309966),\n",
       " ('surprisingly', 0.6995780708902356),\n",
       " ('sky', 0.69780919366575667),\n",
       " ('romantic', 0.69664981111114743),\n",
       " ('match', 0.69566924999265523),\n",
       " ('meets', 0.69314718055994529),\n",
       " ('love', 0.69198533541937324),\n",
       " ('paul', 0.68980827929443067),\n",
       " ('andy', 0.68846333124751902),\n",
       " ('performance', 0.68797386327972465),\n",
       " ('unlike', 0.68546468438792907),\n",
       " ('award', 0.6824518914431974),\n",
       " ('ride', 0.68229716453587952),\n",
       " ('dreams', 0.67599410133369586),\n",
       " ('effective', 0.67565402311242806),\n",
       " ('works', 0.67445504754779284),\n",
       " ('master', 0.67015766233524654),\n",
       " ('easy', 0.66895995494594152),\n",
       " ('city', 0.66820823221269321),\n",
       " ('england', 0.66387679825983203),\n",
       " ('sees', 0.66263163663399482),\n",
       " ('both', 0.66248336767382998),\n",
       " ('definitely', 0.66199789483898808),\n",
       " ('appreciate', 0.66083893732728749),\n",
       " ('future', 0.65834665141052828),\n",
       " ('douglas', 0.65540685257709819),\n",
       " ('inspired', 0.65459851044271034),\n",
       " ('marriage', 0.65392646740666405),\n",
       " ('father', 0.65172321672194655),\n",
       " ('page', 0.65123628494430852),\n",
       " ('era', 0.6495567444850836),\n",
       " ('joan', 0.64891392558311978),\n",
       " ('fantasy', 0.64726757480925168),\n",
       " ('personal', 0.64355023942057321),\n",
       " ('william', 0.64083139119578469),\n",
       " ('jack', 0.63838309514997038),\n",
       " ('jane', 0.63443957973316734),\n",
       " ('gives', 0.63383568159497883),\n",
       " ('animation', 0.63208692379869902),\n",
       " ('classic', 0.62504956428050518),\n",
       " ('impressive', 0.62211140744319349),\n",
       " ('artist', 0.62168821657780038),\n",
       " ('moved', 0.6197197120051281),\n",
       " ('innocent', 0.61851219917136446),\n",
       " ('eddie', 0.61691981517206107),\n",
       " ('nature', 0.61594514653194088),\n",
       " ('brian', 0.61344043794920278),\n",
       " ('offers', 0.61207935747116349),\n",
       " ('pleasure', 0.61195702582993206),\n",
       " ('images', 0.61159731359583758),\n",
       " ('games', 0.61067095873570676),\n",
       " ('fine', 0.60496962268013299),\n",
       " ('job', 0.59845562125168661),\n",
       " ('believable', 0.59566072133302495),\n",
       " ('always', 0.59470710774669278),\n",
       " ('touch', 0.58122926435596001),\n",
       " ('lives', 0.5810976767513224),\n",
       " ('pre', 0.57700753064729182),\n",
       " ('young', 0.57531672344534313),\n",
       " ('french', 0.5720692490067093),\n",
       " ('war', 0.56843317302781682),\n",
       " ('knowing', 0.56489284503626647),\n",
       " ('true', 0.56281525180810066),\n",
       " ('jr', 0.56220982311246936),\n",
       " ('grand', 0.55961578793542266),\n",
       " ('sent', 0.55961578793542266),\n",
       " ('brothers', 0.55891181043362848),\n",
       " ('david', 0.55693122256475369),\n",
       " ('charm', 0.55288175575407861),\n",
       " ('twists', 0.55244729845681018),\n",
       " ('family', 0.55116244510065526),\n",
       " ('thanks', 0.55049088015842218),\n",
       " ('world', 0.54744234723432639),\n",
       " ('life', 0.54695514434959924),\n",
       " ('color', 0.54405127139431109),\n",
       " ('superior', 0.54333490233128523),\n",
       " ('york', 0.54318235866536513),\n",
       " ('jackson', 0.54232429082536171),\n",
       " ('enjoy', 0.54124285135906114),\n",
       " ('stands', 0.5389965007326869),\n",
       " ('each', 0.5388212312554177),\n",
       " ('different', 0.53709860682460819),\n",
       " ('share', 0.53408248593025787),\n",
       " ('series', 0.5325809226575603),\n",
       " ('fellow', 0.5323318289869543),\n",
       " ('loves', 0.53062825106217038),\n",
       " ('century', 0.53002783074992665),\n",
       " ('musical', 0.52966871156747064),\n",
       " ('approach', 0.52806743020049673),\n",
       " ('moves', 0.5279372642387119),\n",
       " ('tells', 0.52415107836314001),\n",
       " ('uncle', 0.52354439617376536),\n",
       " ('deep', 0.52309571635780505),\n",
       " ('famous', 0.52118841080153722),\n",
       " ('epic', 0.51919387343650736),\n",
       " ('adult', 0.519167695083386),\n",
       " ('shows', 0.51915322220375304),\n",
       " ('human', 0.51851411224987087),\n",
       " ('desire', 0.51607497965213445),\n",
       " ('dirty', 0.51557622652458857),\n",
       " ('fox', 0.51557622652458857),\n",
       " ('fun', 0.51439068993048687),\n",
       " ('south', 0.51420972175023116),\n",
       " ('present', 0.51341965894303732),\n",
       " ('ring', 0.51082562376599072),\n",
       " ('alan', 0.51082562376599072),\n",
       " ('begins', 0.51015650363396647),\n",
       " ('success', 0.50900578704900468),\n",
       " ('recently', 0.50714914903668207),\n",
       " ('finding', 0.50637127341661037),\n",
       " ('among', 0.50334004951332734),\n",
       " ('viewing', 0.50302139827440906),\n",
       " ('finds', 0.50128303100539795),\n",
       " ('plays', 0.49975983848890226),\n",
       " ('age', 0.49941323171424595),\n",
       " ('roles', 0.49839716550752178),\n",
       " ('james', 0.49837216269470402),\n",
       " ('brought', 0.49783842823917956),\n",
       " ('hilarious', 0.49714551986191058),\n",
       " ('brutal', 0.49681488669639234),\n",
       " ('dance', 0.49581998314812048),\n",
       " ('thoroughly', 0.49414593456733524),\n",
       " ('fully', 0.49213349075383811),\n",
       " ('romance', 0.4901589869574316),\n",
       " ('happy', 0.4898997500608791),\n",
       " ('crime', 0.48977221456815834),\n",
       " ('singing', 0.4893852925281213),\n",
       " ('especially', 0.48901267837860624),\n",
       " ('detail', 0.48609484250827351),\n",
       " ('necessary', 0.48302334245403883),\n",
       " ('drama', 0.48221998493060503),\n",
       " ('pictures', 0.47929937011921681),\n",
       " ('history', 0.47732966933780852),\n",
       " ('episode', 0.47529620261150429),\n",
       " ('role', 0.47520268270188676),\n",
       " ('spirit', 0.47477690799839323),\n",
       " ('ways', 0.47323464982718205),\n",
       " ('familiar', 0.47241617565111949),\n",
       " ('dream', 0.46608972992459924),\n",
       " ('critics', 0.46430560813109778),\n",
       " ('born', 0.46411383518967209),\n",
       " ('detective', 0.4636633473511525),\n",
       " ('remains', 0.46262352194811296),\n",
       " ('information', 0.46034171833399862),\n",
       " ('struggle', 0.45911782160048453),\n",
       " ('language', 0.45902121257712653),\n",
       " ('visual', 0.45823514408822852),\n",
       " ('social', 0.45720078250735313),\n",
       " ('reality', 0.45719346885019546),\n",
       " ('hidden', 0.45675840249571492),\n",
       " ('sometimes', 0.45563021171182794),\n",
       " ('modern', 0.45500247579345005),\n",
       " ('popular', 0.45410691533051023),\n",
       " ('surprised', 0.4534409399850382),\n",
       " ('follows', 0.45245361754408348),\n",
       " ('keeps', 0.45234869400701483),\n",
       " ('john', 0.4520909494482197),\n",
       " ('justice', 0.45142724367280018),\n",
       " ('years', 0.44919197032104968),\n",
       " ('lose', 0.44658335503763702),\n",
       " ('caught', 0.44610275383999071),\n",
       " ('chinese', 0.44507424620321018),\n",
       " ('puts', 0.44279106572085081),\n",
       " ('criminal', 0.4412745608048752),\n",
       " ('minor', 0.4409224199448939),\n",
       " ('liked', 0.44074991514020723),\n",
       " ('flaws', 0.43983275161237217),\n",
       " ('de', 0.43983275161237217),\n",
       " ('light', 0.43884433018199892),\n",
       " ('slowly', 0.43785660389939979),\n",
       " ('comedic', 0.43721380642274466),\n",
       " ('married', 0.43658501682196887),\n",
       " ('murder', 0.4353180712578455),\n",
       " ('physical', 0.4353180712578455),\n",
       " ('johnny', 0.43483971678806865),\n",
       " ('comedies', 0.43395706390247063),\n",
       " ('silent', 0.43395706390247063),\n",
       " ('played', 0.43387244114515305),\n",
       " ('vision', 0.43286408229627887),\n",
       " ('intelligent', 0.43196704885367099),\n",
       " ('also', 0.43036720209769169),\n",
       " ('miss', 0.43006426712153217),\n",
       " ('experience', 0.4291068711652048),\n",
       " ('often', 0.42840667735057109),\n",
       " ('disney', 0.42758990438880029),\n",
       " ('dancing', 0.42744401482693967),\n",
       " ('events', 0.42744401482693967),\n",
       " ('boss', 0.42348361361084275),\n",
       " ('key', 0.42306086999854398),\n",
       " ('michael', 0.41985384556026406),\n",
       " ('pace', 0.41907076016394307),\n",
       " ('equally', 0.41702593050924036),\n",
       " ('late', 0.41510042009183645),\n",
       " ('business', 0.41479229098330311),\n",
       " ('later', 0.41304664556056209),\n",
       " ('own', 0.41293340271569018),\n",
       " ('wise', 0.41243377742425769),\n",
       " ('likable', 0.41197978912935806),\n",
       " ('support', 0.41181433578682319),\n",
       " ('live', 0.41137116554424646),\n",
       " ('score', 0.4111262635429026),\n",
       " ('glad', 0.4091619699894905),\n",
       " ('important', 0.40904292945604837),\n",
       " ('well', 0.40898417332336018),\n",
       " ('dark', 0.40787765451354829),\n",
       " ('queen', 0.40786031883411922),\n",
       " ('wild', 0.40739003651774874),\n",
       " ('catch', 0.40732557376108414),\n",
       " ('battle', 0.40546510810816438),\n",
       " ('younger', 0.40215931997366489),\n",
       " ('particular', 0.40204630135937885),\n",
       " ('small', 0.39990251475094907),\n",
       " ('recommend', 0.39947706626354179),\n",
       " ('documentary', 0.39935422047536423),\n",
       " ('studio', 0.39903421777787396),\n",
       " ('political', 0.3986391430377646),\n",
       " ('older', 0.39786050872294498),\n",
       " ('rarely', 0.3975599286010511),\n",
       " ('robert', 0.39584544494568491),\n",
       " ('festival', 0.39505918694704767),\n",
       " ('mary', 0.39227810382621064),\n",
       " ('herself', 0.39212473581937829),\n",
       " ('animals', 0.39122275139262125),\n",
       " ('son', 0.38952363011047619),\n",
       " ('details', 0.3892704221881837),\n",
       " ('early', 0.38837067474886433),\n",
       " ('photography', 0.38711596943996779),\n",
       " ('including', 0.3865071943635503),\n",
       " ('cinema', 0.38486877748306314),\n",
       " ('heaven', 0.38473897759104753),\n",
       " ('culture', 0.38367044828074415),\n",
       " ('jerry', 0.38358239685865669),\n",
       " ('between', 0.3826616190905876),\n",
       " ('proves', 0.3823693933135151),\n",
       " ('still', 0.38004251519484533),\n",
       " ('view', 0.37962387692427707),\n",
       " ('released', 0.37935836227044345),\n",
       " ('song', 0.37910443841709585),\n",
       " ('step', 0.37879686102600307),\n",
       " ('media', 0.3782154656607889),\n",
       " ('ford', 0.3782154656607889),\n",
       " ('become', 0.37747619820593153),\n",
       " ('exciting', 0.37647757123491205),\n",
       " ('collection', 0.37647757123491205),\n",
       " ('system', 0.37634770953743713),\n",
       " ('parents', 0.37609921330379997),\n",
       " ('release', 0.37564284664554326),\n",
       " ('team', 0.37525132951166773),\n",
       " ('cold', 0.37496165381474977),\n",
       " ('adam', 0.37267528528517352),\n",
       " ('taylor', 0.37129621249291445),\n",
       " ('successful', 0.3705962824573405),\n",
       " ('genre', 0.37042019954698968),\n",
       " ('lord', 0.36987416300546178),\n",
       " ('although', 0.36979962340393463),\n",
       " ('soundtrack', 0.36747898929207806),\n",
       " ('entertaining', 0.36694353008558095),\n",
       " ('u', 0.36617739103512864),\n",
       " ('seven', 0.36615368789327618),\n",
       " ('humour', 0.36602337605686763),\n",
       " ('country', 0.36551305709644938),\n",
       " ('very', 0.36505258934423584),\n",
       " ('becoming', 0.36503153852967385),\n",
       " ('form', 0.36428919392397774),\n",
       " ('german', 0.36372550193539915),\n",
       " ('return', 0.36290549368936847),\n",
       " ('uses', 0.36251372091256512),\n",
       " ('may', 0.36162314149237229),\n",
       " ('win', 0.36161322557931491),\n",
       " ('stories', 0.36120076939693646),\n",
       " ('ago', 0.35972909878548015),\n",
       " ('includes', 0.35894509247327155),\n",
       " ('past', 0.35821222325761887),\n",
       " ('chemistry', 0.35815899071122737),\n",
       " ('starring', 0.35767444427181588),\n",
       " ('boys', 0.35589032247831454),\n",
       " ('peter', 0.35478040595495058),\n",
       " ('bill', 0.3543734469504532),\n",
       " ('day', 0.35384658780188777),\n",
       " ('became', 0.35319667956240758),\n",
       " ('normal', 0.35296436454219671),\n",
       " ('british', 0.35289422109882629),\n",
       " ('mother', 0.35269246157441486),\n",
       " ('cinematography', 0.3524892921304002),\n",
       " ('th', 0.35211912740287166),\n",
       " ('summer', 0.35020242943311497),\n",
       " ('actions', 0.34967374847974886),\n",
       " ('his', 0.34931337328072987),\n",
       " ('theme', 0.34865470192789649),\n",
       " ('personally', 0.347988678682772),\n",
       " ('plenty', 0.34785755884633829),\n",
       " ('stage', 0.34751146559807738),\n",
       " ('recent', 0.34719619998418855),\n",
       " ('throughout', 0.34705434595174994),\n",
       " ('building', 0.34687094384211148),\n",
       " ('whose', 0.34585871262957568),\n",
       " ('escape', 0.34540086736551434),\n",
       " ('element', 0.34432910811643308),\n",
       " ('western', 0.34333332700115821),\n",
       " ('certain', 0.34274184963480825),\n",
       " ('helped', 0.3417492937220567),\n",
       " ('richard', 0.34092658697059319),\n",
       " ('bruce', 0.33821288109899689),\n",
       " ('various', 0.33703896942187339),\n",
       " ('professional', 0.33647223662121289),\n",
       " ('truly', 0.33568591851504065),\n",
       " ('songs', 0.33534080146374112),\n",
       " ('meet', 0.33493495730232653),\n",
       " ('fiction', 0.33431628896614474),\n",
       " ('allen', 0.33393309010253663),\n",
       " ('working', 0.33259208516974553),\n",
       " ('indeed', 0.33220581630751173),\n",
       " ('brother', 0.33213383502261484),\n",
       " ('others', 0.33131869289821475),\n",
       " ('created', 0.33079219610550942),\n",
       " ('length', 0.32935476885234893),\n",
       " ('japanese', 0.3293037471426003),\n",
       " ('engaging', 0.32880936387564386),\n",
       " ('dramatic', 0.3262157364540238),\n",
       " ('addition', 0.32466107569286828),\n",
       " ('chance', 0.32430819419122453),\n",
       " ('america', 0.3237870770938972),\n",
       " ('central', 0.32317195743373167),\n",
       " ('led', 0.32302143889708984),\n",
       " ('change', 0.32294408442016082),\n",
       " ('memory', 0.32197114593041304),\n",
       " ('lived', 0.3212730168878164),\n",
       " ('audiences', 0.3207125981282628),\n",
       " ('deal', 0.3202582428863936),\n",
       " ('tough', 0.3193534162894322),\n",
       " ('our', 0.31888367222322705),\n",
       " ('man', 0.31820087291645405),\n",
       " ('red', 0.31766290466371677),\n",
       " ('known', 0.3174542307854511),\n",
       " ('terms', 0.3159667862903629),\n",
       " ('personality', 0.31527002897060996),\n",
       " ('thriller', 0.31436767808346239),\n",
       " ('contains', 0.31321537445694564),\n",
       " ('comic', 0.31295066662666593),\n",
       " ('manages', 0.31069459372438463),\n",
       " ('town', 0.31052454575399091),\n",
       " ('mr', 0.31026367714849018),\n",
       " ('ray', 0.30932124755526214),\n",
       " ('issues', 0.30715417586460125),\n",
       " ('able', 0.30715417586460125),\n",
       " ('situation', 0.3068631313036248),\n",
       " ('friend', 0.30589751234312218),\n",
       " ('overall', 0.30555419721790278),\n",
       " ('tom', 0.30553968985178742),\n",
       " ('creative', 0.30538164955118191),\n",
       " ('states', 0.30501352880342086),\n",
       " ('similar', 0.30479991596874945),\n",
       " ('viewers', 0.30475113250633357),\n",
       " ('adults', 0.30472353830663262),\n",
       " ('rock', 0.30368241379822197),\n",
       " ('earlier', 0.30351353766846162),\n",
       " ('living', 0.30305010268009497),\n",
       " ('bit', 0.3020130715164977),\n",
       " ('top', 0.30189358591274129),\n",
       " ('rich', 0.30158497762077241),\n",
       " ('portrayed', 0.30126133057816179),\n",
       " ('places', 0.29904583110209598),\n",
       " ('eye', 0.29795965521002121),\n",
       " ('somewhat', 0.29794476439690809),\n",
       " ('wars', 0.29644637044536915),\n",
       " ('soon', 0.29626581614317243),\n",
       " ('quite', 0.29407984725856462),\n",
       " ('period', 0.29376111852816317),\n",
       " ('whom', 0.29310213992112011),\n",
       " ('trip', 0.29004893746204713),\n",
       " ('remember', 0.28973757163387698),\n",
       " ('television', 0.28961818147864732),\n",
       " ('narrative', 0.28905475626375304),\n",
       " ('together', 0.28352406230311722),\n",
       " ('us', 0.28306738959710842),\n",
       " ('game', 0.28223246768421617),\n",
       " ('new', 0.28146331508444461),\n",
       " ('himself', 0.27958486221916151),\n",
       " ('men', 0.27822068644413961),\n",
       " ('art', 0.27774073436393321),\n",
       " ('hit', 0.27750250423831679),\n",
       " ('music', 0.27737860408205628),\n",
       " ('her', 0.27597567116772548),\n",
       " ('follow', 0.2758476148047781),\n",
       " ('drawn', 0.27551153683152568),\n",
       " ('makes', 0.27520789822660519),\n",
       " ('number', 0.27379296029111383),\n",
       " ('truth', 0.27271919977506848),\n",
       " ('filled', 0.26973963860864258),\n",
       " ('setting', 0.26933293378358436),\n",
       " ('tone', 0.26907688462074658),\n",
       " ('told', 0.26851915373053697),\n",
       " ('george', 0.26747936513426146),\n",
       " ('will', 0.26732095172091325),\n",
       " ('takes', 0.26696419994803383),\n",
       " ('intriguing', 0.26646623330150837),\n",
       " ('style', 0.26623060455034442),\n",
       " ('shown', 0.26485403989558004),\n",
       " ('stone', 0.26484258048195813),\n",
       " ('surprise', 0.26409415492730509),\n",
       " ('times', 0.26394848811968658),\n",
       " ('certainly', 0.26381459104513749),\n",
       " ('story', 0.26358920318924967),\n",
       " ('sister', 0.2627963232342036),\n",
       " ('him', 0.26262336538874875),\n",
       " ('williams', 0.26236426446749106),\n",
       " ('yet', 0.26229999918036373),\n",
       " ('pure', 0.26079317223544984),\n",
       " ('dvd', 0.25889596573330381),\n",
       " ('many', 0.25786034905155958),\n",
       " ('billy', 0.25671984684781407),\n",
       " ('joe', 0.2557197217488224),\n",
       " ('italian', 0.25565282987950433),\n",
       " ('spot', 0.25398822666530829),\n",
       " ('side', 0.25350239533973568),\n",
       " ('soul', 0.25312438352614564),\n",
       " ('hotel', 0.25259075264051079),\n",
       " ('deserves', 0.25131442828090617),\n",
       " ('office', 0.25086809932906462),\n",
       " ('king', 0.25080344206641508),\n",
       " ('nice', 0.25068363282694878),\n",
       " ('latter', 0.24921579162398483),\n",
       " ('law', 0.24882003935973376),\n",
       " ('attention', 0.24851173586333228),\n",
       " ('former', 0.24783616390458127),\n",
       " ('features', 0.24697088739476736),\n",
       " ('street', 0.24696186428206401),\n",
       " ('picture', 0.24498908024018978),\n",
       " ('boy', 0.24334625863172918),\n",
       " ('as', 0.24332065954522725),\n",
       " ('fans', 0.24310302905381345),\n",
       " ('indian', 0.24195982311368577),\n",
       " ('moments', 0.24125949896069235),\n",
       " ('american', 0.24072508936400988),\n",
       " ('forever', 0.24033595185458262),\n",
       " ('full', 0.2393382372341904),\n",
       " ('began', 0.23862591546258669),\n",
       " ('difficult', 0.23673159603124905),\n",
       " ('humor', 0.23620664528893415),\n",
       " ('independent', 0.23601006190745993),\n",
       " ('prison', 0.23590580292806096),\n",
       " ('wife', 0.23555300701683429),\n",
       " ('leading', 0.23543138210790299),\n",
       " ('typical', 0.23470437371528577),\n",
       " ('its', 0.23445785826028542),\n",
       " ('sequence', 0.23393779644509025),\n",
       " ('usual', 0.23293155768037266),\n",
       " ('message', 0.23236520603166388),\n",
       " ('thank', 0.23233197736861597),\n",
       " ('hasn', 0.23159260580073729),\n",
       " ('reminded', 0.23090555664969903),\n",
       " ('charles', 0.23084859768861493),\n",
       " ('opinion', 0.23017757797158969),\n",
       " ('violent', 0.23001643060197177),\n",
       " ('cast', 0.22984669865679985),\n",
       " ('showed', 0.22957444164450017),\n",
       " ('husband', 0.22884157242884745),\n",
       " ('along', 0.22846608320530892),\n",
       " ('emotion', 0.22767870647960098),\n",
       " ('final', 0.22687173729661503),\n",
       " ('asks', 0.22587953113308443),\n",
       " ('once', 0.22584782184384555),\n",
       " ('play', 0.22515360224223399),\n",
       " ('honest', 0.22501096548900512),\n",
       " ('leads', 0.2249437318183577),\n",
       " ('focus', 0.2249118983709518),\n",
       " ('moral', 0.22436979303745413),\n",
       " ('mark', 0.22384017272865772),\n",
       " ('note', 0.22377031410501885),\n",
       " ('wedding', 0.22314355131420976),\n",
       " ('costumes', 0.22206188544346864),\n",
       " ('presented', 0.22206188544346864),\n",
       " ('returns', 0.22168263067453486),\n",
       " ('heroes', 0.22032267497256833),\n",
       " ('clever', 0.21808878065258569),\n",
       " ('inside', 0.21715550946958723),\n",
       " ('scott', 0.21622310846963599),\n",
       " ('hollywood', 0.21583133569283269),\n",
       " ('most', 0.21576949086149472),\n",
       " ('powers', 0.21465693743689096),\n",
       " ('viewer', 0.21459649073575129),\n",
       " ('everybody', 0.21440987134545511),\n",
       " ('films', 0.21413624545873913),\n",
       " ('smart', 0.21209371512762482),\n",
       " ('lover', 0.21184399606027632),\n",
       " ('steve', 0.21108962697039713),\n",
       " ('elements', 0.20995150453662395),\n",
       " ('suicide', 0.20895891632225325),\n",
       " ('learn', 0.20879968206178118),\n",
       " ('feature', 0.20781540562017428),\n",
       " ('several', 0.20763936477824455),\n",
       " ('include', 0.20763936477824455),\n",
       " ('children', 0.20736236925456764),\n",
       " ('thus', 0.20697069206860877),\n",
       " ('members', 0.20688303044242937),\n",
       " ('against', 0.20641312305500026),\n",
       " ('star', 0.2061007485600686),\n",
       " ('o', 0.20536995223024557),\n",
       " ('event', 0.20391218938632222),\n",
       " ('showing', 0.20171209102619739),\n",
       " ('actresses', 0.20121819068524419),\n",
       " ('moment', 0.20012618142746136),\n",
       " ('find', 0.19954652319879115),\n",
       " ('died', 0.19948936041632001),\n",
       " ('english', 0.19944143900742142),\n",
       " ('copy', 0.19822014286175296),\n",
       " ('americans', 0.19735943415849519),\n",
       " ('year', 0.19707910617291846),\n",
       " ('everyone', 0.19667468614876915),\n",
       " ('commentary', 0.19497267434751336),\n",
       " ('days', 0.19446394361968003),\n",
       " ('changed', 0.1944245789651983),\n",
       " ('leaves', 0.19358474907266526),\n",
       " ('named', 0.19285520124940034),\n",
       " ('home', 0.19228354952270224),\n",
       " ('historical', 0.19129022677671509),\n",
       " ('knows', 0.19126834278376073),\n",
       " ('career', 0.19105523676270922),\n",
       " ('sets', 0.19049188820406651),\n",
       " ('friends', 0.1903044054499502),\n",
       " ('books', 0.19029550263309888),\n",
       " ('has', 0.18887466019234553),\n",
       " ('she', 0.18812315883348638),\n",
       " ('and', 0.18744824888788403),\n",
       " ('within', 0.18540322333136275),\n",
       " ('imagination', 0.18540322333136275),\n",
       " ('interested', 0.18457127652797004),\n",
       " ('developed', 0.18322694390876712),\n",
       " ('based', 0.18206550763111667),\n",
       " ('show', 0.18127315550973783),\n",
       " ('willing', 0.18117935221517753),\n",
       " ('while', 0.18101161831162818),\n",
       " ('eventually', 0.18079600348511757),\n",
       " ('won', 0.17904823144898546),\n",
       " ('power', 0.17768117723745241),\n",
       " ('child', 0.17706493935013418),\n",
       " ('aspects', 0.17589066646366419),\n",
       " ('race', 0.17531101230773724),\n",
       " ('subject', 0.17509385367250144),\n",
       " ('west', 0.17233299891044881),\n",
       " ('teenage', 0.17220342662836996),\n",
       " ('j', 0.17095779814363948),\n",
       " ('manner', 0.17072980863016957),\n",
       " ('london', 0.16960278438617996),\n",
       " ('continue', 0.16923392203858686),\n",
       " ('entertainment', 0.16857992894165819),\n",
       " ('haven', 0.16829735046773628),\n",
       " ('though', 0.16811984981797709),\n",
       " ('real', 0.16793949493155988),\n",
       " ('affair', 0.16753776060971765),\n",
       " ('mystery', 0.16725130387295642),\n",
       " ('course', 0.16712103026988581),\n",
       " ('above', 0.16623541904233033),\n",
       " ('version', 0.16534322025953679),\n",
       " ('pieces', 0.16507975035944861),\n",
       " ('artistic', 0.16507975035944861),\n",
       " ('parts', 0.16480151437379129),\n",
       " ('feel', 0.16432541490121119),\n",
       " ('two', 0.16221957782822941),\n",
       " ('short', 0.16211092086564666),\n",
       " ('ones', 0.16194799028728998),\n",
       " ('class', 0.16142343915633808),\n",
       " ('he', 0.16126968303520792),\n",
       " ('soldier', 0.16126814759612232),\n",
       " ('feeling', 0.16090472414323376),\n",
       " ('compare', 0.15984870094189604),\n",
       " ('roll', 0.15963014559188393),\n",
       " ('following', 0.15906469462968728),\n",
       " ('limited', 0.15822400521489419),\n",
       " ('towards', 0.15706189003471671),\n",
       " ('party', 0.15639787178416298),\n",
       " ('slightly', 0.15529288440603525),\n",
       " ('again', 0.15399622774570954),\n",
       " ('turns', 0.15365624223992966),\n",
       " ('considered', 0.15287435546765354),\n",
       " ('presence', 0.15113862935726671),\n",
       " ('secret', 0.15061085312213432),\n",
       " ('particularly', 0.1504220077889464),\n",
       " ('until', 0.14997094542455039),\n",
       " ('christopher', 0.14967639943233715),\n",
       " ('fear', 0.14842000511827322),\n",
       " ('image', 0.14763599880606468),\n",
       " ('comedy', 0.14624098022947199),\n",
       " ('their', 0.14569896839951851),\n",
       " ('work', 0.14566166450234702),\n",
       " ('adaptation', 0.14531009181713533),\n",
       " ('due', 0.14531009181713533),\n",
       " ('la', 0.14518200984449789),\n",
       " ('ahead', 0.14489135441446163),\n",
       " ('lady', 0.14394650965301667),\n",
       " ('band', 0.14364270222884329),\n",
       " ('al', 0.14348172347769078),\n",
       " ('worth', 0.14328986169246002),\n",
       " ('ben', 0.14263615961744186),\n",
       " ('novel', 0.1422015630045293),\n",
       " ('background', 0.14217448878054254),\n",
       " ('hope', 0.14111769970861912),\n",
       " ('who', 0.13963110655212385),\n",
       " ('mysterious', 0.13815033848081718),\n",
       " ('date', 0.13783247452391326),\n",
       " ('in', 0.13773074964958743),\n",
       " ('stand', 0.13747099062860288),\n",
       " ('trust', 0.13685918271719735),\n",
       " ('saw', 0.1365755350057507),\n",
       " ('despite', 0.13647516866853593),\n",
       " ('sexy', 0.13473259397015666),\n",
       " ('finally', 0.13422849965867853),\n",
       " ('mood', 0.13415001312058869),\n",
       " ('came', 0.13401143103681315),\n",
       " ('is', 0.13363870656907434),\n",
       " ('process', 0.13264447460629469),\n",
       " ('action', 0.13249384115269827),\n",
       " ('brief', 0.13150230839774157),\n",
       " ('technical', 0.13090557054685498),\n",
       " ('by', 0.12853075861071547),\n",
       " ('land', 0.12689175185462376),\n",
       " ('extra', 0.12675170563914381),\n",
       " ('voice', 0.12635626636687172),\n",
       " ('must', 0.12628259646883916),\n",
       " ('mid', 0.12516314295400599),\n",
       " ('scared', 0.12475170497247684),\n",
       " ('disturbing', 0.12361395596717663),\n",
       " ('easily', 0.12333640177293873),\n",
       " ('aspect', 0.12296171113483492),\n",
       " ('fit', 0.12260232209233228),\n",
       " ('held', 0.12260232209233228),\n",
       " ('playing', 0.12255217541328564),\n",
       " ('matter', 0.12071374740446419),\n",
       " ('other', 0.12061743163780955),\n",
       " ('road', 0.11940773138338527),\n",
       " ('forgotten', 0.11844815041319409),\n",
       " ('choice', 0.11689375147149943),\n",
       " ('questions', 0.11679926774625068),\n",
       " ('seeing', 0.11632145801691783),\n",
       " ('those', 0.11592359847967949),\n",
       " ('planet', 0.11543616764656794),\n",
       " ('bring', 0.11506932978478729),\n",
       " ('introduced', 0.11477551459242825),\n",
       " ('four', 0.11415890536299227),\n",
       " ('twice', 0.11352382629698717),\n",
       " ('force', 0.11274062295544887),\n",
       " ('mainly', 0.11179140598811663),\n",
       " ('becomes', 0.11162917008200528),\n",
       " ('directed', 0.11131812921379115),\n",
       " ('coming', 0.11112078583096703),\n",
       " ('fan', 0.1109924669366235),\n",
       " ('more', 0.11097538681569005),\n",
       " ('constantly', 0.11042381761437305),\n",
       " ('hold', 0.11000089521432849),\n",
       " ('during', 0.1099181377350741),\n",
       " ('police', 0.10939859440710656),\n",
       " ('murders', 0.10880285984879917),\n",
       " ('beginning', 0.10852293076233929),\n",
       " ('immediately', 0.10809649547670099),\n",
       " ('negative', 0.10775286129644605),\n",
       " ('of', 0.10766910804438501),\n",
       " ('post', 0.10754154160418654),\n",
       " ('with', 0.10743222230268429),\n",
       " ('telling', 0.10742024862083691),\n",
       " ('upon', 0.10707894004043897),\n",
       " ('area', 0.10660973505825827),\n",
       " ('eyes', 0.10518719041257044),\n",
       " ('sequences', 0.1044905721492862),\n",
       " ('large', 0.10422350587075116),\n",
       " ('respect', 0.10409389104263336),\n",
       " ('green', 0.10379679368164356),\n",
       " ('last', 0.10370566043971788),\n",
       " ('when', 0.1028897983398213),\n",
       " ('dog', 0.10168404092851775),\n",
       " ('serial', 0.10161017641078243),\n",
       " ('from', 0.10106647591230367),\n",
       " ('company', 0.10086061033497386),\n",
       " ('see', 0.099917524764184903),\n",
       " ('needs', 0.099845334969716121),\n",
       " ('strange', 0.099219247635743829),\n",
       " ('design', 0.099206650083448103),\n",
       " ('numbers', 0.099090902644230969),\n",
       " ('first', 0.098955089925380019),\n",
       " ('six', 0.098781544559783718),\n",
       " ('perhaps', 0.098596115569284243),\n",
       " ('cross', 0.098238439583413259),\n",
       " ('lot', 0.097564755867877814),\n",
       " ('stars', 0.096659404205090227),\n",
       " ('listen', 0.096460266187562316),\n",
       " ('week', 0.095725203674154269),\n",
       " ('an', 0.095336742933817303),\n",
       " ('place', 0.094597844501735473),\n",
       " ('wall', 0.093218128832100788),\n",
       " ('screen', 0.093090423066012035),\n",
       " ('three', 0.092400179829382326),\n",
       " ('mix', 0.092206193866733843),\n",
       " ('fred', 0.092170459799657101),\n",
       " ('missed', 0.091937495325685639),\n",
       " ('help', 0.089675228287008593),\n",
       " ('since', 0.089468159841429057),\n",
       " ('convincing', 0.088947486016496116),\n",
       " ('changes', 0.087911872322879892),\n",
       " ('water', 0.087647307058755675),\n",
       " ('big', 0.087462267506023539),\n",
       " ('whether', 0.086401434915215417),\n",
       " ('depth', 0.085990447855522512),\n",
       " ('cute', 0.085815919584856126),\n",
       " ('problems', 0.085637885161817195),\n",
       " ('film', 0.085618555650856729),\n",
       " ('government', 0.084956722475965391),\n",
       " ('wish', 0.083555885690973566),\n",
       " ('falling', 0.083381608939051),\n",
       " ('wants', 0.082280679513991054),\n",
       " ('situations', 0.082013151660835074),\n",
       " ('which', 0.080721093142199482),\n",
       " ('set', 0.080695491821007242),\n",
       " ('rate', 0.079787116617831902),\n",
       " ('captain', 0.079552631701953688),\n",
       " ('kate', 0.079512062927733607),\n",
       " ('lost', 0.078598068066187896),\n",
       " ('agent', 0.077386663615420195),\n",
       " ('part', 0.076751339578802424),\n",
       " ('chris', 0.0758657507747134),\n",
       " ('little', 0.07583626238355369),\n",
       " ('my', 0.075531730165573088),\n",
       " ('keep', 0.074941421292118657),\n",
       " ('public', 0.074370542721069938),\n",
       " ('dad', 0.073203404023294921),\n",
       " ('ex', 0.072526444068262585),\n",
       " ('consider', 0.070067562616716844),\n",
       " ('devil', 0.069869679960486),\n",
       " ('decides', 0.069497794496921506),\n",
       " ('s', 0.069425993723984988),\n",
       " ('close', 0.069418765871583257),\n",
       " ('faces', 0.069391993423999793),\n",
       " ('difference', 0.068992871486951421),\n",
       " ('actress', 0.068879678889626456),\n",
       " ('witch', 0.068137805167218041),\n",
       " ('took', 0.067236944784686545),\n",
       " ('does', 0.066343124451621341),\n",
       " ('creepy', 0.065751377562780433),\n",
       " ('room', 0.065632014958942553),\n",
       " ('provide', 0.065382759262851711),\n",
       " ('martin', 0.065240521868400944),\n",
       " ('odd', 0.065203193810762075),\n",
       " ('death', 0.065012406669236716),\n",
       " ('tim', 0.064538521137571164),\n",
       " ('effect', 0.063112423310056259),\n",
       " ('runs', 0.062276929521514507),\n",
       " ('station', 0.062131781107006179),\n",
       " ('create', 0.062010074784212534),\n",
       " ('ultimately', 0.061321890874318948),\n",
       " ('heavy', 0.060870715087025913),\n",
       " ('filmed', 0.060148846690498754),\n",
       " ('food', 0.059898141581069014),\n",
       " ('the', 0.05902269426102881),\n",
       " ('woman', 0.058672047052498608),\n",
       " ('sci', 0.057679111586677989),\n",
       " ('now', 0.056463107132025653),\n",
       " ('second', 0.05605134890532238),\n",
       " ('flying', 0.055880458394456628),\n",
       " ('knew', 0.05563169598614863),\n",
       " ('taking', 0.054406722207164263),\n",
       " ('a', 0.053580080386005403),\n",
       " ('type', 0.053298581724361922),\n",
       " ('themselves', 0.052332615458067437),\n",
       " ('white', 0.050949356293016494),\n",
       " ('order', 0.050537068996355794),\n",
       " ('local', 0.050124387182568605),\n",
       " ('buy', 0.049683420146647027),\n",
       " ('back', 0.049084671607873435),\n",
       " ('done', 0.048443439922053785),\n",
       " ('fi', 0.04834778415779363),\n",
       " ('time', 0.047946314631421037),\n",
       " ('without', 0.045921750585639701),\n",
       " ('under', 0.04529627491517621),\n",
       " ('state', 0.044951387862266268),\n",
       " ('seen', 0.044318629823975407),\n",
       " ('r', 0.04401688541677426),\n",
       " ('reasons', 0.043557974339129939),\n",
       " ('martial', 0.042559614418795903),\n",
       " ('old', 0.041976562407206243),\n",
       " ('third', 0.04060097562223966),\n",
       " ('suspect', 0.039740328649514121),\n",
       " ('good', 0.039096368552785317),\n",
       " ('one', 0.038825331788165052),\n",
       " ('pop', 0.037740327982847113),\n",
       " ('suspense', 0.037740327982847113),\n",
       " ('right', 0.037421385048146454),\n",
       " ('g', 0.037387532071620412),\n",
       " ('we', 0.037205027697895854),\n",
       " ('means', 0.036749542208741437),\n",
       " ('producer', 0.03653374333245607),\n",
       " ('co', 0.036488293263136684),\n",
       " ('shocking', 0.035297782081023896),\n",
       " ('arts', 0.032157111634531443),\n",
       " ('added', 0.03174869831458027),\n",
       " ('stephen', 0.030583423372080185),\n",
       " ('however', 0.030545361154190185),\n",
       " ('opportunity', 0.030459207484708439),\n",
       " ('found', 0.029528174839205171),\n",
       " ('scenery', 0.029413885206293407),\n",
       " ('comes', 0.028170876966696224),\n",
       " ('high', 0.025903390948847894),\n",
       " ('meaning', 0.025317807984289786),\n",
       " ('sexual', 0.025176154892474188),\n",
       " ('control', 0.023438572972017596),\n",
       " ('outside', 0.023373351185308804),\n",
       " ('fall', 0.023347363996991107),\n",
       " ('fight', 0.022629338130759902),\n",
       " ('for', 0.022010630594166601),\n",
       " ('acted', 0.021180822079447045),\n",
       " ('baby', 0.020202707317519469),\n",
       " ('super', 0.019960742562538152),\n",
       " ('leave', 0.01987418620708363),\n",
       " ('face', 0.01944168161458559),\n",
       " ('such', 0.017527225708960321),\n",
       " ('further', 0.017331456351639941),\n",
       " ('l', 0.016529301951210506),\n",
       " ('mad', 0.01600034134644112),\n",
       " ('directors', 0.014771317320312503),\n",
       " ('cinematic', 0.014528100562909808),\n",
       " ('produced', 0.014388737452099671),\n",
       " ('dr', 0.014265577158822439),\n",
       " ('actor', 0.014232136417008196),\n",
       " ('mind', 0.014028286163188054),\n",
       " ('before', 0.013410605605792105),\n",
       " ('sam', 0.013129291441792802),\n",
       " ('house', 0.012808958292581241),\n",
       " ('are', 0.012436027214787634),\n",
       " ('across', 0.012345835822299362),\n",
       " ('tv', 0.01221718393859185),\n",
       " ('taken', 0.01214589830210812),\n",
       " ('open', 0.012012156448003434),\n",
       " ('location', 0.011834457647002798),\n",
       " ('way', 0.011462871589590532),\n",
       " ('compared', 0.011131840368844199),\n",
       " ('appearance', 0.009950330853168092),\n",
       " ('leaving', 0.009950330853168092),\n",
       " ('nearly', 0.009950330853168092),\n",
       " ('jason', 0.009950330853168092),\n",
       " ('extreme', 0.009950330853168092),\n",
       " ('longer', 0.009950330853168092),\n",
       " ('next', 0.009950330853168092),\n",
       " ('followed', 0.009950330853168092),\n",
       " ('pain', 0.009950330853168092),\n",
       " ('previous', 0.0095087879690273561),\n",
       " ('climax', 0.0094787439545437387),\n",
       " ('daughter', 0.0087796876520457728),\n",
       " ('come', 0.0087088349396226093),\n",
       " ('camp', 0.0086207430439069546),\n",
       " ('ending', 0.0082707872940947814),\n",
       " ('night', 0.0081219093681359142),\n",
       " ('gone', 0.0079470616925319398),\n",
       " ('agree', 0.0064945441606811486),\n",
       " ('x', 0.0056338177182560642),\n",
       " ('batman', 0.0053345829859778888),\n",
       " ('church', 0.0050850882115993515),\n",
       " ('opera', 0.0049625405735024882),\n",
       " ('things', 0.0048793807840934881),\n",
       " ('into', 0.004734832512818153),\n",
       " ('direct', 0.0045548283930798373),\n",
       " ('ms', 0.0043088852243872884),\n",
       " ('likes', 0.0042826617920009493),\n",
       " ('almost', 0.0042765567672601937),\n",
       " ('sad', 0.0039920212695374498),\n",
       " ('sight', 0.0038198555473073497),\n",
       " ('it', 0.0037234021851994979),\n",
       " ('talented', 0.0034071583216143558),\n",
       " ('think', 0.0030141138040299391),\n",
       " ('forget', 0.0027816429618767705),\n",
       " ('general', 0.0026143805740708936),\n",
       " ('clear', 0.0025412974286725481),\n",
       " ('all', 0.0021054500073594685),\n",
       " ('character', 0.0019940186068644495),\n",
       " ('hear', 0.0018681725776140919),\n",
       " ('track', 4.9750006229032023e-05),\n",
       " ('after', -0.00015890817094967843),\n",
       " ('never', -0.00042954009189880412),\n",
       " ('on', -0.00076048219514009423),\n",
       " ('these', -0.0013770945485872725),\n",
       " ('characters', -0.0013866871936003551),\n",
       " ('having', -0.0017110649105308326),\n",
       " ('where', -0.0046068686345385919),\n",
       " ('bar', -0.0053991646777706015),\n",
       " ('common', -0.0055797401723610184),\n",
       " ('hands', -0.0056901393722997495),\n",
       " ('beat', -0.0067827273122747639),\n",
       " ('screenplay', -0.0071192992723728126),\n",
       " ('tension', -0.0082823795918927513),\n",
       " ('expect', -0.0085236179997016364),\n",
       " ('accident', -0.0086710252899960139),\n",
       " ('fighting', -0.009589809529572859),\n",
       " ('', -0.0096289787666572688),\n",
       " ...]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# words most frequently seen in a review with a \"POSITIVE\" label\n",
    "pos_neg_ratios.most_common()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('waste', -2.4907515123361046),\n",
       " ('pointless', -2.3451073877136341),\n",
       " ('redeeming', -2.2667790015910296),\n",
       " ('worst', -2.1930856334332267),\n",
       " ('laughable', -2.172468615469592),\n",
       " ('awful', -2.1385076866397488),\n",
       " ('poorly', -2.1326133844207011),\n",
       " ('lame', -1.9117232884159072),\n",
       " ('horrible', -1.844894301366784),\n",
       " ('pathetic', -1.8356498920533246),\n",
       " ('wasted', -1.7773187850732606),\n",
       " ('crap', -1.7677639636718392),\n",
       " ('badly', -1.6974777654416224),\n",
       " ('worse', -1.6820086052689358),\n",
       " ('terrible', -1.6742829939664696),\n",
       " ('mess', -1.6373136300125852),\n",
       " ('garbage', -1.6342944202026248),\n",
       " ('stupid', -1.6042380193725321),\n",
       " ('dull', -1.5370486519863287),\n",
       " ('avoid', -1.5285820410306898),\n",
       " ('wooden', -1.5231262936001064),\n",
       " ('whatsoever', -1.4673642120941253),\n",
       " ('excuse', -1.4656396376364811),\n",
       " ('ridiculous', -1.4643037391798193),\n",
       " ('boring', -1.4475226133603798),\n",
       " ('bother', -1.3837974809213034),\n",
       " ('dumb', -1.3830343745326832),\n",
       " ('annoying', -1.3279306437993517),\n",
       " ('bad', -1.3181383703873577),\n",
       " ('unless', -1.3136186458671415)]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# words most frequently seen in a review with a \"NEGATIVE\" label\n",
    "list(reversed(pos_neg_ratios.most_common()))[0:30]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Transforming Text into Numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiIAAAFKCAYAAAAg+zSAAAAABGdBTUEAALGPC/xhBQAAACBjSFJN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\nAH0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "review = \"This was a horrible, terrible movie.\"\n",
    "\n",
    "Image(filename='sentiment_network.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi4AAAECCAYAAADZzFwPAAAABGdBTUEAALGPC/xhBQAAACBjSFJN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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "review = \"The movie was excellent\"\n",
    "\n",
    "Image(filename='sentiment_network_pos.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Project 2: Creating the Input/Output Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "74074\n"
     ]
    }
   ],
   "source": [
    "vocab = set(total_counts.keys())\n",
    "vocab_size = len(vocab)\n",
    "print(vocab_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['',\n",
       " 'investor',\n",
       " 'unmannered',\n",
       " 'exacerbated',\n",
       " 'skillful',\n",
       " 'regenerate',\n",
       " 'gawking',\n",
       " 'declarative',\n",
       " 'immunity',\n",
       " 'xtreme',\n",
       " 'organization',\n",
       " 'ablaze',\n",
       " 'grazed',\n",
       " 'laudable',\n",
       " 'morhenge',\n",
       " 'chaps',\n",
       " 'ashura',\n",
       " 'hirsch',\n",
       " 'sukumari',\n",
       " 'unattuned',\n",
       " 'fink',\n",
       " 'divine',\n",
       " 'consuela',\n",
       " 'marketability',\n",
       " 'darkie',\n",
       " 'walt',\n",
       " 'bbca',\n",
       " 'judgments',\n",
       " 'larking',\n",
       " 'girls',\n",
       " 'incapacitates',\n",
       " 'diabo',\n",
       " 'carbines',\n",
       " 'indecently',\n",
       " 'luv',\n",
       " 'bewitchment',\n",
       " 'backslapping',\n",
       " 'jims',\n",
       " 'chesley',\n",
       " 'elders',\n",
       " 'pubertal',\n",
       " 'roofs',\n",
       " 'zachary',\n",
       " 'ghillie',\n",
       " 'waspish',\n",
       " 'majo',\n",
       " 'apossibly',\n",
       " 'esteban',\n",
       " 'forsyth',\n",
       " 'bandwagon',\n",
       " 'alkie',\n",
       " 'hazels',\n",
       " 'dreamers',\n",
       " 'pulverized',\n",
       " 'longshoreman',\n",
       " 'disloyal',\n",
       " 'corley',\n",
       " 'throat',\n",
       " 'overbaked',\n",
       " 'creditsand',\n",
       " 'hesitancy',\n",
       " 'trudi',\n",
       " 'heros',\n",
       " 'drivvle',\n",
       " 'merrill',\n",
       " 'indecisive',\n",
       " 'enjoyability',\n",
       " 'z',\n",
       " 'ebano',\n",
       " 'deriviative',\n",
       " 'cuzak',\n",
       " 'chetniks',\n",
       " 'suvari',\n",
       " 'differents',\n",
       " 'emilia',\n",
       " 'reincarnate',\n",
       " 'casings',\n",
       " 'flam',\n",
       " 'munich',\n",
       " 'ng',\n",
       " 'inconvenient',\n",
       " 'shelley',\n",
       " 'spearheading',\n",
       " 'emblazoned',\n",
       " 'violator',\n",
       " 'advisement',\n",
       " 'proclamation',\n",
       " 'unpredictability',\n",
       " 'truncated',\n",
       " 'yeast',\n",
       " 'pyrokineticists',\n",
       " 'lakin',\n",
       " 'tuckwiller',\n",
       " 'venerable',\n",
       " 'arseholes',\n",
       " 'enshrouded',\n",
       " 'quiz',\n",
       " 'jawaharlal',\n",
       " 'nurturer',\n",
       " 'donen',\n",
       " 'kosovo',\n",
       " 'bing',\n",
       " 'heinously',\n",
       " 'scrubbed',\n",
       " 'underling',\n",
       " 'reaching',\n",
       " 'stylish',\n",
       " 'impacting',\n",
       " 'dedicated',\n",
       " 'aztec',\n",
       " 'comically',\n",
       " 'idiosyncrasy',\n",
       " 'pronged',\n",
       " 'claims',\n",
       " 'tempted',\n",
       " 'iridescent',\n",
       " 'burned',\n",
       " 'restarting',\n",
       " 'epic',\n",
       " 'whores',\n",
       " 'revision',\n",
       " 'fairmindedness',\n",
       " 'ilkka',\n",
       " 'search',\n",
       " 'exwife',\n",
       " 'flair',\n",
       " 'installation',\n",
       " 'pirotess',\n",
       " 'rizzuto',\n",
       " 'sleazy',\n",
       " 'lui',\n",
       " 'eggplant',\n",
       " 'deathtraps',\n",
       " 'amrapurkars',\n",
       " 'forewarned',\n",
       " 'hilton',\n",
       " 'contexts',\n",
       " 'disase',\n",
       " 'procurer',\n",
       " 'torkle',\n",
       " 'blighty',\n",
       " 'fundamentalism',\n",
       " 'meyjes',\n",
       " 'rick',\n",
       " 'leartes',\n",
       " 'drainboard',\n",
       " 'katsuhito',\n",
       " 'upending',\n",
       " 'plumb',\n",
       " 'horibble',\n",
       " 'ende',\n",
       " 'dogeared',\n",
       " 'dugal',\n",
       " 'connotations',\n",
       " 'uncompromised',\n",
       " 'columbo',\n",
       " 'selve',\n",
       " 'thrilling',\n",
       " 'mahatma',\n",
       " 'philharmonic',\n",
       " 'keanu',\n",
       " 'sheffielders',\n",
       " 'mutates',\n",
       " 'saathiya',\n",
       " 'galvanizing',\n",
       " 'lebanon',\n",
       " 'flicka',\n",
       " 'jiggle',\n",
       " 'bud',\n",
       " 'suliban',\n",
       " 'natalia',\n",
       " 'yukon',\n",
       " 'sunning',\n",
       " 'bansihed',\n",
       " 'lowood',\n",
       " 'jalal',\n",
       " 'unfulfillment',\n",
       " 'aboriginal',\n",
       " 'nightstalker',\n",
       " 'zo',\n",
       " 'intellectualises',\n",
       " 'jansch',\n",
       " 'longer',\n",
       " 'karamzin',\n",
       " 'simulator',\n",
       " 'chomskys',\n",
       " 'basso',\n",
       " 'mixers',\n",
       " 'vodyanoi',\n",
       " 'depsite',\n",
       " 'coulouris',\n",
       " 'squawking',\n",
       " 'blubbers',\n",
       " 'befouling',\n",
       " 'monette',\n",
       " 'quartet',\n",
       " 'ducommun',\n",
       " 'ravage',\n",
       " 'length',\n",
       " 'unadulterated',\n",
       " 'debenning',\n",
       " 'aegean',\n",
       " 'rodann',\n",
       " 'anyways',\n",
       " 'wollter',\n",
       " 'hedged',\n",
       " 'chip',\n",
       " 'crosseyed',\n",
       " 'doo',\n",
       " 'sholey',\n",
       " 'patinkin',\n",
       " 'lelia',\n",
       " 'amalgamated',\n",
       " 'warfare',\n",
       " 'tans',\n",
       " 'antiquities',\n",
       " 'blackend',\n",
       " 'ratio',\n",
       " 'finicky',\n",
       " 'fossil',\n",
       " 'astonished',\n",
       " 'crythin',\n",
       " 'quivvles',\n",
       " 'seamanship',\n",
       " 'commies',\n",
       " 'upgraded',\n",
       " 'mournful',\n",
       " 'bania',\n",
       " 'melin',\n",
       " 'emoted',\n",
       " 'bobs',\n",
       " 'challnges',\n",
       " 'lapdog',\n",
       " 'saddening',\n",
       " 'haydn',\n",
       " 'batali',\n",
       " 'superhero',\n",
       " 'milosevic',\n",
       " 'sakura',\n",
       " 'stuff',\n",
       " 'mann',\n",
       " 'carrot',\n",
       " 'shoppingmal',\n",
       " 'neighing',\n",
       " 'switch',\n",
       " 'abusive',\n",
       " 'nargis',\n",
       " 'spivs',\n",
       " 'lover',\n",
       " 'honeymooners',\n",
       " 'hiram',\n",
       " 'marca',\n",
       " 'zmed',\n",
       " 'meatiest',\n",
       " 'trendsetter',\n",
       " 'capital',\n",
       " 'dissipating',\n",
       " 'lahr',\n",
       " 'sanju',\n",
       " 'fad',\n",
       " 'typeface',\n",
       " 'photog',\n",
       " 'surmised',\n",
       " 'cheermeister',\n",
       " 'stollen',\n",
       " 'dorrit',\n",
       " 'awakeningly',\n",
       " 'mfer',\n",
       " 'setups',\n",
       " 'dresses',\n",
       " 'tensions',\n",
       " 'witty',\n",
       " 'motorola',\n",
       " 'disagree',\n",
       " 'lovelife',\n",
       " 'equalled',\n",
       " 'goro',\n",
       " 'much',\n",
       " 'seftel',\n",
       " 'toten',\n",
       " 'mascara',\n",
       " 'fairer',\n",
       " 'johny',\n",
       " 'despirately',\n",
       " 'traversing',\n",
       " 'illustrate',\n",
       " 'consign',\n",
       " 'impossibility',\n",
       " 'ungratifying',\n",
       " 'misra',\n",
       " 'meadowlands',\n",
       " 'valedictorian',\n",
       " 'dikker',\n",
       " 'skinner',\n",
       " 'verge',\n",
       " 'laptop',\n",
       " 'upstage',\n",
       " 'hakim',\n",
       " 'naudet',\n",
       " 'apprehensions',\n",
       " 'situationally',\n",
       " 'shotty',\n",
       " 'herded',\n",
       " 'unreformable',\n",
       " 'woken',\n",
       " 'valderama',\n",
       " 'starck',\n",
       " 'chessboard',\n",
       " 'saterday',\n",
       " 'amassed',\n",
       " 'ossessione',\n",
       " 'phobic',\n",
       " 'storys',\n",
       " 'whick',\n",
       " 'depravation',\n",
       " 'inescourt',\n",
       " 'motherly',\n",
       " 'transgenered',\n",
       " 'sopranos',\n",
       " 'restructured',\n",
       " 'anoes',\n",
       " 'colon',\n",
       " 'diry',\n",
       " 'bremer',\n",
       " 'lawman',\n",
       " 'sky',\n",
       " 'valereon',\n",
       " 'scribe',\n",
       " 'merge',\n",
       " 'granzow',\n",
       " 'financially',\n",
       " 'omnibusan',\n",
       " 'adgth',\n",
       " 'knife',\n",
       " 'haack',\n",
       " 'dogpatch',\n",
       " 'apologist',\n",
       " 'narrows',\n",
       " 'unessential',\n",
       " 'illuminated',\n",
       " 'burkley',\n",
       " 'castle',\n",
       " 'gap',\n",
       " 'librarians',\n",
       " 'ketchim',\n",
       " 'augury',\n",
       " 'weaklings',\n",
       " 'legged',\n",
       " 'bade',\n",
       " 'aggrandizement',\n",
       " 'idiosyncracies',\n",
       " 'retarted',\n",
       " 'suffocates',\n",
       " 'vocals',\n",
       " 'candela',\n",
       " 'panting',\n",
       " 'connecticut',\n",
       " 'zomedy',\n",
       " 'opposition',\n",
       " 'spearheads',\n",
       " 'hampden',\n",
       " 'thierry',\n",
       " 'daarling',\n",
       " 'heroz',\n",
       " 'aplomb',\n",
       " 'bestseller',\n",
       " 'deply',\n",
       " 'transcends',\n",
       " 'equating',\n",
       " 'betamax',\n",
       " 'relevent',\n",
       " 'kristoffer',\n",
       " 'lillihamer',\n",
       " 'dysfuntional',\n",
       " 'rudy',\n",
       " 'occupations',\n",
       " 'buffa',\n",
       " 'odin',\n",
       " 'harbour',\n",
       " 'swaztikas',\n",
       " 'zooming',\n",
       " 'scott',\n",
       " 'push',\n",
       " 'baywatch',\n",
       " 'hungers',\n",
       " 'daeseleire',\n",
       " 'ulcerating',\n",
       " 'gere',\n",
       " 'chessecake',\n",
       " 'superball',\n",
       " 'reappearing',\n",
       " 'corleone',\n",
       " 'regality',\n",
       " 'blaring',\n",
       " 'arent',\n",
       " 'brits',\n",
       " 'rhonda',\n",
       " 'blucher',\n",
       " 'foundas',\n",
       " 'elude',\n",
       " 'resources',\n",
       " 'castaways',\n",
       " 'phillimines',\n",
       " 'plo',\n",
       " 'bondless',\n",
       " 'choo',\n",
       " 'bergstrom',\n",
       " 'paired',\n",
       " 'andorra',\n",
       " 'airbrushed',\n",
       " 'sourpuss',\n",
       " 'buttresses',\n",
       " 'wahtever',\n",
       " 'exhausting',\n",
       " 'nger',\n",
       " 'gumshoes',\n",
       " 'freddys',\n",
       " 'epically',\n",
       " 'visionaries',\n",
       " 'beats',\n",
       " 'receding',\n",
       " 'importances',\n",
       " 'tokugawa',\n",
       " 'retcon',\n",
       " 'postal',\n",
       " 'insufficiency',\n",
       " 'hypnotizes',\n",
       " 'flunking',\n",
       " 'shrekism',\n",
       " 'fixates',\n",
       " 'scenics',\n",
       " 'second',\n",
       " 'flowered',\n",
       " 'moodily',\n",
       " 'sledgehammer',\n",
       " 'siempre',\n",
       " 'celestial',\n",
       " 'methodology',\n",
       " 'predictible',\n",
       " 'farms',\n",
       " 'frilly',\n",
       " 'poppingly',\n",
       " 'baskerville',\n",
       " 'leiji',\n",
       " 'piana',\n",
       " 'qualifiers',\n",
       " 'aquarius',\n",
       " 'roxie',\n",
       " 'granddaughters',\n",
       " 'tall',\n",
       " 'shittttttttttttttty',\n",
       " 'sayuri',\n",
       " 'juaquin',\n",
       " 'councils',\n",
       " 'kazakhstani',\n",
       " 'gesticulations',\n",
       " 'zvonimir',\n",
       " 'wilco',\n",
       " 'plagiarizes',\n",
       " 'levy',\n",
       " 'ridgely',\n",
       " 'seriousuly',\n",
       " 'pax',\n",
       " 'tethers',\n",
       " 'insistence',\n",
       " 'aztecs',\n",
       " 'yang',\n",
       " 'sewer',\n",
       " 'sanity',\n",
       " 'attendent',\n",
       " 'jewelry',\n",
       " 'guessing',\n",
       " 'smudge',\n",
       " 'snarky',\n",
       " 'kyun',\n",
       " 'beaux',\n",
       " 'rhythymed',\n",
       " 'preprint',\n",
       " 'homeward',\n",
       " 'mush',\n",
       " 'spoilment',\n",
       " 'avoided',\n",
       " 'perspective',\n",
       " 'singularity',\n",
       " 'quicktime',\n",
       " 'hardworker',\n",
       " 'impersonation',\n",
       " 'aidsssss',\n",
       " 'indiscernible',\n",
       " 'chestnut',\n",
       " 'unfortuntly',\n",
       " 'kika',\n",
       " 'insurgent',\n",
       " 'beatrice',\n",
       " 'ewers',\n",
       " 'intimidating',\n",
       " 'stensvold',\n",
       " 'hysterics',\n",
       " 'jett',\n",
       " 'hearst',\n",
       " 'fitz',\n",
       " 'katanas',\n",
       " 'chestburster',\n",
       " 'lazy',\n",
       " 'farida',\n",
       " 'fopington',\n",
       " 'incrementally',\n",
       " 'catatonia',\n",
       " 'inbetween',\n",
       " 'gussets',\n",
       " 'tashan',\n",
       " 'waddling',\n",
       " 'wilkes',\n",
       " 'mosley',\n",
       " 'dormants',\n",
       " 'riders',\n",
       " 'mincemeat',\n",
       " 'bressonian',\n",
       " 'jude',\n",
       " 'nuttin',\n",
       " 'anglophile',\n",
       " 'disassociate',\n",
       " 'fail',\n",
       " 'suna',\n",
       " 'cheezoid',\n",
       " 'mandarin',\n",
       " 'cuss',\n",
       " 'holistic',\n",
       " 'handsaw',\n",
       " 'unafraid',\n",
       " 'dictatorship',\n",
       " 'congratulates',\n",
       " 'stbye',\n",
       " 'crew',\n",
       " 'dawkins',\n",
       " 'reasonability',\n",
       " 'svale',\n",
       " 'cheeseball',\n",
       " 'afield',\n",
       " 'dint',\n",
       " 'kotex',\n",
       " 'geopolitical',\n",
       " 'booked',\n",
       " 'meatballs',\n",
       " 'pondered',\n",
       " 'steamed',\n",
       " 'haver',\n",
       " 'preposterously',\n",
       " 'curtin',\n",
       " 'clouse',\n",
       " 'allover',\n",
       " 'digestible',\n",
       " 'emo',\n",
       " 'centrality',\n",
       " 'brawny',\n",
       " 'dass',\n",
       " 'maturely',\n",
       " 'davies',\n",
       " 'simpers',\n",
       " 'galvanizes',\n",
       " 'jeckyll',\n",
       " 'johannsen',\n",
       " 'rereads',\n",
       " 'homemade',\n",
       " 'hyped',\n",
       " 'evangelistic',\n",
       " 'psh',\n",
       " 'outdated',\n",
       " 'slumps',\n",
       " 'postdates',\n",
       " 'whiffs',\n",
       " 'rhetorically',\n",
       " 'greenland',\n",
       " 'instigated',\n",
       " 'kiesser',\n",
       " 'sumthin',\n",
       " 'urdhu',\n",
       " 'jalees',\n",
       " 'putty',\n",
       " 'dark',\n",
       " 'to',\n",
       " 'melnick',\n",
       " 'mukerjhee',\n",
       " 'spartan',\n",
       " 'challenging',\n",
       " 'jarrett',\n",
       " 'lunchrooms',\n",
       " 'sheeta',\n",
       " 'ozark',\n",
       " 'countryman',\n",
       " 'rambles',\n",
       " 'wach',\n",
       " 'loosen',\n",
       " 'compositor',\n",
       " 'christophe',\n",
       " 'pilcher',\n",
       " 'merde',\n",
       " 'surpassing',\n",
       " 'outland',\n",
       " 'distasteful',\n",
       " 'steart',\n",
       " 'neuman',\n",
       " 'radlitch',\n",
       " 'zellweger',\n",
       " 'slaying',\n",
       " 'nausem',\n",
       " 'diviner',\n",
       " 'hayek',\n",
       " 'bitingly',\n",
       " 'possibility',\n",
       " 'hanger',\n",
       " 'erotica',\n",
       " 'shoved',\n",
       " 'americans',\n",
       " 'refering',\n",
       " 'handful',\n",
       " 'christenssen',\n",
       " 'grandstand',\n",
       " 'wantonly',\n",
       " 'invulnerable',\n",
       " 'apex',\n",
       " 'explicating',\n",
       " 'claustrophobia',\n",
       " 'saps',\n",
       " 'concurrently',\n",
       " 'heathrow',\n",
       " 'lecarr',\n",
       " 'tarka',\n",
       " 'fatalism',\n",
       " 'outfits',\n",
       " 'chaperoning',\n",
       " 'wrongly',\n",
       " 'vincenzo',\n",
       " 'raitt',\n",
       " 'amusements',\n",
       " 'illegally',\n",
       " 'kangho',\n",
       " 'erased',\n",
       " 'besh',\n",
       " 'electrocution',\n",
       " 'implausable',\n",
       " 'somers',\n",
       " 'hijinks',\n",
       " 'directorship',\n",
       " 'cul',\n",
       " 'ferdie',\n",
       " 'spells',\n",
       " 'fbi',\n",
       " 'travelogues',\n",
       " 'kirk',\n",
       " 'hickham',\n",
       " 'assuredly',\n",
       " 'advance',\n",
       " 'stanfield',\n",
       " 'litany',\n",
       " 'freer',\n",
       " 'interplanetary',\n",
       " 'kristofferson',\n",
       " 'yokels',\n",
       " 'sleepless',\n",
       " 'zina',\n",
       " 'ghoulish',\n",
       " 'loek',\n",
       " 'pedaling',\n",
       " 'inhabits',\n",
       " 'coasted',\n",
       " 'proportion',\n",
       " 'macrabe',\n",
       " 'mound',\n",
       " 'industrial',\n",
       " 'mackendrick',\n",
       " 'ril',\n",
       " 'leaky',\n",
       " 'malevolence',\n",
       " 'muttering',\n",
       " 'rounds',\n",
       " 'dm',\n",
       " 'burglaries',\n",
       " 'massive',\n",
       " 'fondo',\n",
       " 'xxth',\n",
       " 'voyager',\n",
       " 'schwadel',\n",
       " 'grainy',\n",
       " 'kemble',\n",
       " 'insular',\n",
       " 'abishek',\n",
       " 'tinny',\n",
       " 'parenthood',\n",
       " 'writing',\n",
       " 'reinforce',\n",
       " 'plater',\n",
       " 'dari',\n",
       " 'answeryou',\n",
       " 'maggio',\n",
       " 'sappily',\n",
       " 'sluggish',\n",
       " 'nautilus',\n",
       " 'spills',\n",
       " 'tlps',\n",
       " 'saloon',\n",
       " 'messrs',\n",
       " 'sas',\n",
       " 'instinctive',\n",
       " 'walloping',\n",
       " 'continuation',\n",
       " 'eisner',\n",
       " 'relocated',\n",
       " 'schnitz',\n",
       " 'educates',\n",
       " 'myddleton',\n",
       " 'hetfield',\n",
       " 'collegiate',\n",
       " 'peggey',\n",
       " 'fleischers',\n",
       " 'nandjiwarra',\n",
       " 'sathoor',\n",
       " 'punched',\n",
       " 'bresslaw',\n",
       " 'prospers',\n",
       " 'noam',\n",
       " 'upbraids',\n",
       " 'southern',\n",
       " 'monochromatic',\n",
       " 'bejing',\n",
       " 'stinging',\n",
       " 'cadaver',\n",
       " 'goremeister',\n",
       " 'comrades',\n",
       " 'mosques',\n",
       " 'lockstock',\n",
       " 'wilfully',\n",
       " 'unlikelihood',\n",
       " 'clapton',\n",
       " 'sneakily',\n",
       " 'disses',\n",
       " 'larkin',\n",
       " 'consume',\n",
       " 'turtle',\n",
       " 'functioned',\n",
       " 'bhisti',\n",
       " 'usefully',\n",
       " 'favorably',\n",
       " 'wrost',\n",
       " 'amber',\n",
       " 'blacklisted',\n",
       " 'physiologically',\n",
       " 'contacting',\n",
       " 'jemima',\n",
       " 'mo',\n",
       " 'accordance',\n",
       " 'indescribably',\n",
       " 'discplines',\n",
       " 'lebrun',\n",
       " 'weakness',\n",
       " 'struggled',\n",
       " 'falcons',\n",
       " 'unglamorised',\n",
       " 'mdm',\n",
       " 'spasitc',\n",
       " 'redwood',\n",
       " 'ravish',\n",
       " 'ingela',\n",
       " 'etat',\n",
       " 'baton',\n",
       " 'redundant',\n",
       " 'bufoonery',\n",
       " 'amish',\n",
       " 'duduks',\n",
       " 'hailed',\n",
       " 'ingsoc',\n",
       " 'anchorpoint',\n",
       " 'torchwood',\n",
       " 'railroaded',\n",
       " 'overlaid',\n",
       " 'updates',\n",
       " 'superfical',\n",
       " 'courttv',\n",
       " 'overpraise',\n",
       " 'busness',\n",
       " 'obliging',\n",
       " 'persistent',\n",
       " 'abominably',\n",
       " 'lapinski',\n",
       " 'brosnon',\n",
       " 'aptness',\n",
       " 'imanol',\n",
       " 'sunniness',\n",
       " 'lacanians',\n",
       " 'bobbing',\n",
       " 'stripper',\n",
       " 'nosebleeds',\n",
       " 'round',\n",
       " 'sharpened',\n",
       " 'issues',\n",
       " 'rehearse',\n",
       " 'rift',\n",
       " 'scrupulous',\n",
       " 'frustratingly',\n",
       " 'seaver',\n",
       " 'rober',\n",
       " 'erikkson',\n",
       " 'mcnairy',\n",
       " 'eazy',\n",
       " 'animales',\n",
       " 'unoriginals',\n",
       " 'woolnough',\n",
       " 'visitor',\n",
       " 'automakers',\n",
       " 'reader',\n",
       " 'darlanne',\n",
       " 'entourage',\n",
       " 'spackling',\n",
       " 'imagineered',\n",
       " 'gosselaar',\n",
       " 'escriba',\n",
       " 'propagandized',\n",
       " 'masses',\n",
       " 'shiraki',\n",
       " 'offer',\n",
       " 'consciousness',\n",
       " 'huuuuuuuarrrrghhhhhh',\n",
       " 'slams',\n",
       " 'sultan',\n",
       " 'fervor',\n",
       " 'reigned',\n",
       " 'existant',\n",
       " 'bgs',\n",
       " 'morton',\n",
       " 'evolves',\n",
       " 'sipple',\n",
       " 'nabokov',\n",
       " 'donnagio',\n",
       " 'veers',\n",
       " 'radical',\n",
       " 'merely',\n",
       " 'visits',\n",
       " 'mis',\n",
       " 'mears',\n",
       " 'allude',\n",
       " 'gadafi',\n",
       " 'nevada',\n",
       " 'brujas',\n",
       " 'jhtml',\n",
       " 'barbarellish',\n",
       " 'bintang',\n",
       " 'byrnes',\n",
       " 'gamer',\n",
       " 'calabrese',\n",
       " 'roos',\n",
       " 'misued',\n",
       " 'efx',\n",
       " 'margie',\n",
       " 'peterbogdanovichian',\n",
       " 'hottest',\n",
       " 'needn',\n",
       " 'zaphod',\n",
       " 'puppet',\n",
       " 'cushions',\n",
       " 'couldrelate',\n",
       " 'neve',\n",
       " 'banal',\n",
       " 'dorks',\n",
       " 'rojo',\n",
       " 'embrace',\n",
       " 'wording',\n",
       " 'whoring',\n",
       " 'gagne',\n",
       " 'beirut',\n",
       " 'embroiled',\n",
       " 'ferdinandvongalitzien',\n",
       " 'besot',\n",
       " 'cheoreography',\n",
       " 'devon',\n",
       " 'carnegie',\n",
       " 'pshaw',\n",
       " 'didnt',\n",
       " 'defeat',\n",
       " 'assembles',\n",
       " 'dandylion',\n",
       " 'toplining',\n",
       " 'ooooooh',\n",
       " 'rpond',\n",
       " 'informs',\n",
       " 'dogtown',\n",
       " 'havarti',\n",
       " 'dumbdown',\n",
       " 'hounded',\n",
       " 'teenagery',\n",
       " 'footnote',\n",
       " 'fudoh',\n",
       " 'significant',\n",
       " 'gr',\n",
       " 'machinations',\n",
       " 'rollicking',\n",
       " 'gainey',\n",
       " 'digits',\n",
       " 'sawasdee',\n",
       " 'maillard',\n",
       " 'etait',\n",
       " 'azimov',\n",
       " 'catalua',\n",
       " 'vote',\n",
       " 'thy',\n",
       " 'icebergs',\n",
       " 'malcontent',\n",
       " 'sovie',\n",
       " 'slandered',\n",
       " 'rotating',\n",
       " 'notification',\n",
       " 'goal',\n",
       " 'inexpert',\n",
       " 'intriguingly',\n",
       " 'amazement',\n",
       " 'congregate',\n",
       " 'school',\n",
       " 'survivial',\n",
       " 'predatory',\n",
       " 'ocker',\n",
       " 'glassy',\n",
       " 'camouflages',\n",
       " 'finially',\n",
       " 'unleashing',\n",
       " 'marblehead',\n",
       " 'hurries',\n",
       " 'alos',\n",
       " 'denied',\n",
       " 'hassled',\n",
       " 'gamekeeper',\n",
       " 'pecked',\n",
       " 'wanes',\n",
       " 'avtar',\n",
       " 'rationally',\n",
       " 'disheartening',\n",
       " 'concoct',\n",
       " 'mothballed',\n",
       " 'pursuit',\n",
       " 'kiya',\n",
       " 'montorsi',\n",
       " 'iikes',\n",
       " 'gurukant',\n",
       " 'oyl',\n",
       " 'economics',\n",
       " 'hydros',\n",
       " 'costas',\n",
       " 'fantasic',\n",
       " 'deliriously',\n",
       " 'kildares',\n",
       " 'devito',\n",
       " 'stormcatcher',\n",
       " 'khakee',\n",
       " 'incipient',\n",
       " 'weld',\n",
       " 'tribes',\n",
       " 'recommended',\n",
       " 'advert',\n",
       " 'bilious',\n",
       " 'scrimping',\n",
       " 'superflous',\n",
       " 'nepotism',\n",
       " 'haggerty',\n",
       " 'sundown',\n",
       " 'scapegoat',\n",
       " 'splitters',\n",
       " 'famines',\n",
       " 'enticing',\n",
       " 'palassio',\n",
       " 'yawnaroony',\n",
       " 'habitants',\n",
       " 'shainin',\n",
       " 'metasonix',\n",
       " 'guessed',\n",
       " 'missionary',\n",
       " 'fumbling',\n",
       " 'koppikar',\n",
       " 'suckling',\n",
       " 'alerted',\n",
       " 'sellars',\n",
       " 'hara',\n",
       " 'uncredible',\n",
       " 'filmwell',\n",
       " 'bhatti',\n",
       " 'manley',\n",
       " 'workable',\n",
       " 'correct',\n",
       " 'haden',\n",
       " 'eh',\n",
       " 'pulsating',\n",
       " 'gelb',\n",
       " 'misfocused',\n",
       " 'sidesplitter',\n",
       " 'devastates',\n",
       " 'akai',\n",
       " 'kes',\n",
       " 'grubach',\n",
       " 'wanky',\n",
       " 'awara',\n",
       " 'harpsichordist',\n",
       " 'overproduced',\n",
       " 'preying',\n",
       " ...]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(vocab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.,  0.,  0., ...,  0.,  0.,  0.]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "layer_0 = np.zeros((1,vocab_size))\n",
    "layer_0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiIAAAFKCAYAAAAg+zSAAAAABGdBTUEAALGPC/xhBQAAACBjSFJN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\nAH0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='sentiment_network.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'': 0,\n",
       " 'mcmusicnotes': 67627,\n",
       " 'investor': 1,\n",
       " 'unmannered': 2,\n",
       " 'exacerbated': 3,\n",
       " 'skillful': 4,\n",
       " 'regenerate': 5,\n",
       " 'broads': 24763,\n",
       " 'farenheight': 70120,\n",
       " 'gawking': 6,\n",
       " 'legerdemain': 12900,\n",
       " 'declarative': 7,\n",
       " 'termagant': 49411,\n",
       " 'immunity': 8,\n",
       " 'xtreme': 9,\n",
       " 'organization': 10,\n",
       " 'ablaze': 11,\n",
       " 'laudable': 13,\n",
       " 'morhenge': 14,\n",
       " 'excruciating': 25470,\n",
       " 'suspecting': 65232,\n",
       " 'chaps': 15,\n",
       " 'islanders': 69189,\n",
       " 'ashura': 16,\n",
       " 'hirsch': 17,\n",
       " 'sukumari': 18,\n",
       " 'fink': 20,\n",
       " 'divine': 21,\n",
       " 'marketability': 23,\n",
       " 'sirk': 61833,\n",
       " 'veen': 12362,\n",
       " 'walt': 25,\n",
       " 'bbca': 26,\n",
       " 'larking': 28,\n",
       " 'beatings': 69830,\n",
       " 'changs': 68848,\n",
       " 'luv': 34,\n",
       " 'diabo': 31,\n",
       " 'carbines': 32,\n",
       " 'indecently': 33,\n",
       " 'bewitchment': 35,\n",
       " 'chesley': 38,\n",
       " 'jims': 37,\n",
       " 'elders': 39,\n",
       " 'pubertal': 40,\n",
       " 'roofs': 41,\n",
       " 'zachary': 42,\n",
       " 'ghillie': 43,\n",
       " 'waspish': 44,\n",
       " 'majo': 45,\n",
       " 'apossibly': 46,\n",
       " 'shoddier': 61838,\n",
       " 'disproportionally': 63133,\n",
       " 'syntax': 49417,\n",
       " 'esteban': 47,\n",
       " 'forsyth': 48,\n",
       " 'collusion': 49641,\n",
       " 'jells': 25810,\n",
       " 'swap': 49419,\n",
       " 'bandwagon': 49,\n",
       " 'alkie': 50,\n",
       " 'hazels': 51,\n",
       " 'dreamers': 52,\n",
       " 'disloyal': 55,\n",
       " 'noelle': 62978,\n",
       " 'corley': 56,\n",
       " 'overbaked': 58,\n",
       " 'creditsand': 59,\n",
       " 'trudi': 61,\n",
       " 'enjoyability': 66,\n",
       " 'drivvle': 63,\n",
       " 'indecisive': 65,\n",
       " 'mortgages': 12369,\n",
       " 'deriviative': 69,\n",
       " 'column': 65688,\n",
       " 'cuzak': 70,\n",
       " 'suvari': 72,\n",
       " 'differents': 73,\n",
       " 'casings': 76,\n",
       " 'ng': 79,\n",
       " 'flam': 77,\n",
       " 'munich': 78,\n",
       " 'grazed': 12,\n",
       " 'shelley': 81,\n",
       " 'spearheading': 82,\n",
       " 'emblazoned': 83,\n",
       " 'violator': 84,\n",
       " 'advisement': 85,\n",
       " 'proclamation': 86,\n",
       " 'lakin': 91,\n",
       " 'yeast': 89,\n",
       " 'pyrokineticists': 90,\n",
       " 'droning': 72674,\n",
       " 'tuckwiller': 92,\n",
       " 'venerable': 93,\n",
       " 'arseholes': 94,\n",
       " 'enshrouded': 95,\n",
       " 'jawaharlal': 97,\n",
       " 'nurturer': 98,\n",
       " 'donen': 99,\n",
       " 'kosovo': 100,\n",
       " 'bing': 101,\n",
       " 'heinously': 102,\n",
       " 'scrubbed': 103,\n",
       " 'underling': 104,\n",
       " 'reaching': 105,\n",
       " 'stylish': 106,\n",
       " 'pallet': 49427,\n",
       " 'impacting': 107,\n",
       " 'aztec': 109,\n",
       " 'pronged': 112,\n",
       " 'indiscriminately': 45320,\n",
       " 'claims': 113,\n",
       " 'tempted': 114,\n",
       " 'iridescent': 115,\n",
       " 'burned': 116,\n",
       " 'restarting': 117,\n",
       " 'epic': 118,\n",
       " 'whores': 119,\n",
       " 'grco': 13408,\n",
       " 'fairmindedness': 121,\n",
       " 'search': 123,\n",
       " 'exwife': 124,\n",
       " 'flair': 125,\n",
       " 'popcorncoke': 66865,\n",
       " 'rizzuto': 128,\n",
       " 'sleazy': 129,\n",
       " 'lui': 130,\n",
       " 'planets': 63441,\n",
       " 'unattuned': 19,\n",
       " 'eggplant': 131,\n",
       " 'deathtraps': 132,\n",
       " 'visiteurs': 24783,\n",
       " 'unrestrainedly': 12379,\n",
       " 'amrapurkars': 133,\n",
       " 'forewarned': 134,\n",
       " 'hilton': 135,\n",
       " 'contexts': 136,\n",
       " 'disase': 137,\n",
       " 'procurer': 138,\n",
       " 'repetitively': 37082,\n",
       " 'torkle': 139,\n",
       " 'blighty': 140,\n",
       " 'meyjes': 142,\n",
       " 'rick': 143,\n",
       " 'expense': 66903,\n",
       " 'leartes': 144,\n",
       " 'plumb': 148,\n",
       " 'darkie': 24,\n",
       " 'horibble': 149,\n",
       " 'dogeared': 151,\n",
       " 'dugal': 152,\n",
       " 'ninos': 71304,\n",
       " 'rama': 24789,\n",
       " 'connotations': 153,\n",
       " 'selve': 156,\n",
       " 'columbo': 155,\n",
       " 'philharmonic': 159,\n",
       " 'mahatma': 158,\n",
       " 'elicots': 11901,\n",
       " 'keanu': 160,\n",
       " 'sheffielders': 161,\n",
       " 'mutates': 162,\n",
       " 'saathiya': 163,\n",
       " 'galvanizing': 164,\n",
       " 'lebanon': 165,\n",
       " 'karogi': 10635,\n",
       " 'jiggle': 167,\n",
       " 'bud': 168,\n",
       " 'suliban': 169,\n",
       " 'natalia': 170,\n",
       " 'yukon': 171,\n",
       " 'solecism': 14609,\n",
       " 'capt': 49436,\n",
       " 'bansihed': 173,\n",
       " 'lowood': 174,\n",
       " 'recomment': 19535,\n",
       " 'jalal': 175,\n",
       " 'unfulfillment': 176,\n",
       " 'mutir': 67403,\n",
       " 'nightstalker': 178,\n",
       " 'intellectualises': 180,\n",
       " 'jansch': 181,\n",
       " 'longer': 182,\n",
       " 'karamzin': 183,\n",
       " 'basso': 186,\n",
       " 'mixers': 187,\n",
       " 'ju': 24796,\n",
       " 'depsite': 189,\n",
       " 'coulouris': 190,\n",
       " 'squawking': 191,\n",
       " 'katha': 61864,\n",
       " 'blubbers': 192,\n",
       " 'befouling': 193,\n",
       " 'monette': 194,\n",
       " 'ducommun': 196,\n",
       " 'grinned': 53673,\n",
       " 'ravage': 197,\n",
       " 'unadulterated': 199,\n",
       " 'judgments': 27,\n",
       " 'aegean': 201,\n",
       " 'rodann': 202,\n",
       " 'spoladore': 12389,\n",
       " 'anyways': 203,\n",
       " 'crosseyed': 207,\n",
       " 'hedged': 205,\n",
       " 'chip': 206,\n",
       " 'doo': 208,\n",
       " 'patinkin': 210,\n",
       " 'lelia': 211,\n",
       " 'amalgamated': 212,\n",
       " 'warfare': 213,\n",
       " 'blackend': 216,\n",
       " 'finicky': 218,\n",
       " 'incapacitates': 30,\n",
       " 'astonished': 220,\n",
       " 'crythin': 221,\n",
       " 'seamanship': 223,\n",
       " 'negotiation': 3238,\n",
       " 'commies': 224,\n",
       " 'mournful': 226,\n",
       " 'bania': 227,\n",
       " 'melin': 228,\n",
       " 'emoted': 229,\n",
       " 'pothus': 12394,\n",
       " 'bobs': 230,\n",
       " 'challnges': 231,\n",
       " 'lapdog': 232,\n",
       " 'batali': 235,\n",
       " 'sakura': 238,\n",
       " 'milosevic': 237,\n",
       " 'turbans': 12397,\n",
       " 'stuff': 239,\n",
       " 'mann': 240,\n",
       " 'backslapping': 36,\n",
       " 'shoppingmal': 242,\n",
       " 'neighing': 243,\n",
       " 'snart': 49456,\n",
       " 'switch': 244,\n",
       " 'nargis': 246,\n",
       " 'auspicious': 49452,\n",
       " 'spivs': 247,\n",
       " 'tolerate': 61874,\n",
       " 'fossey': 57738,\n",
       " 'estee': 49453,\n",
       " 'inclination': 37100,\n",
       " 'joys': 61875,\n",
       " 'supplying': 61344,\n",
       " 'lover': 248,\n",
       " 'cruel': 3304,\n",
       " 'honeymooners': 249,\n",
       " 'hiram': 250,\n",
       " 'oooh': 37102,\n",
       " 'marca': 251,\n",
       " 'xx': 61878,\n",
       " 'meatiest': 253,\n",
       " 'seychelles': 24812,\n",
       " 'smedley': 72501,\n",
       " 'trendsetter': 254,\n",
       " 'capital': 255,\n",
       " 'dissipating': 256,\n",
       " 'lahr': 257,\n",
       " 'sanju': 258,\n",
       " 'typeface': 260,\n",
       " 'ettore': 12403,\n",
       " 'surmised': 262,\n",
       " 'cheermeister': 263,\n",
       " 'stollen': 264,\n",
       " 'dorrit': 265,\n",
       " 'mfer': 267,\n",
       " 'setups': 268,\n",
       " 'witty': 271,\n",
       " 'tensions': 270,\n",
       " 'sexagenarians': 60412,\n",
       " 'motorola': 272,\n",
       " 'disagree': 273,\n",
       " 'equalled': 275,\n",
       " 'goro': 276,\n",
       " 'much': 277,\n",
       " 'seftel': 278,\n",
       " 'costener': 24814,\n",
       " 'toten': 279,\n",
       " 'kirstie': 45870,\n",
       " 'iam': 37105,\n",
       " 'mascara': 280,\n",
       " 'fairer': 281,\n",
       " 'johny': 282,\n",
       " 'exploits': 53909,\n",
       " 'traversing': 284,\n",
       " 'pair': 24817,\n",
       " 'illustrate': 285,\n",
       " 'consign': 286,\n",
       " 'impossibility': 287,\n",
       " 'armour': 12407,\n",
       " 'sawpart': 52181,\n",
       " 'dikker': 292,\n",
       " 'skinner': 293,\n",
       " 'verge': 294,\n",
       " 'adjuncts': 52853,\n",
       " 'upstage': 296,\n",
       " 'hakim': 297,\n",
       " 'naudet': 298,\n",
       " 'slovene': 49463,\n",
       " 'situationally': 300,\n",
       " 'shotty': 301,\n",
       " 'herded': 302,\n",
       " 'unreformable': 303,\n",
       " 'woken': 304,\n",
       " 'valderama': 305,\n",
       " 'chessboard': 307,\n",
       " 'saterday': 308,\n",
       " 'amassed': 309,\n",
       " 'ossessione': 310,\n",
       " 'phobic': 311,\n",
       " 'storys': 312,\n",
       " 'anoes': 320,\n",
       " 'depravation': 314,\n",
       " 'inescourt': 315,\n",
       " 'motherly': 316,\n",
       " 'eldard': 15640,\n",
       " 'colon': 321,\n",
       " 'restructured': 319,\n",
       " 'diry': 322,\n",
       " 'bremer': 323,\n",
       " 'lawman': 324,\n",
       " 'valereon': 326,\n",
       " 'scribe': 327,\n",
       " 'merge': 328,\n",
       " 'rakeysh': 21118,\n",
       " 'financially': 330,\n",
       " 'omnibusan': 331,\n",
       " 'dogpatch': 335,\n",
       " 'knife': 333,\n",
       " 'haack': 334,\n",
       " 'narrows': 337,\n",
       " 'unessential': 338,\n",
       " 'traditions': 49471,\n",
       " 'twelfth': 62332,\n",
       " 'ratman': 24826,\n",
       " 'illuminated': 339,\n",
       " 'burkley': 340,\n",
       " 'castle': 341,\n",
       " 'gap': 342,\n",
       " 'ketchim': 344,\n",
       " 'legged': 347,\n",
       " 'bade': 348,\n",
       " 'idiosyncracies': 350,\n",
       " 'ml': 24829,\n",
       " 'retarted': 351,\n",
       " 'katzenbach': 49473,\n",
       " 'whedon': 60349,\n",
       " 'suffocates': 352,\n",
       " 'candela': 354,\n",
       " 'panting': 355,\n",
       " 'faults': 50962,\n",
       " 'zomedy': 357,\n",
       " 'wistfulness': 57383,\n",
       " 'opposition': 358,\n",
       " 'muser': 49475,\n",
       " 'hampden': 360,\n",
       " 'daarling': 362,\n",
       " 'hangout': 24833,\n",
       " 'weide': 61969,\n",
       " 'heroz': 363,\n",
       " 'aplomb': 364,\n",
       " 'filmsadly': 37122,\n",
       " 'deply': 366,\n",
       " 'lillihamer': 372,\n",
       " 'equating': 368,\n",
       " 'betamax': 369,\n",
       " 'relevent': 370,\n",
       " 'kristoffer': 371,\n",
       " 'dysfuntional': 373,\n",
       " 'rudy': 374,\n",
       " 'occupations': 375,\n",
       " 'odin': 377,\n",
       " 'harbour': 378,\n",
       " 'swaztikas': 379,\n",
       " 'zooming': 380,\n",
       " 'drecky': 63896,\n",
       " 'push': 382,\n",
       " 'minny': 30411,\n",
       " 'baywatch': 383,\n",
       " 'longshoreman': 54,\n",
       " 'resse': 61899,\n",
       " 'rostov': 37125,\n",
       " 'sharks': 61901,\n",
       " 'ulcerating': 386,\n",
       " 'gere': 387,\n",
       " 'chessecake': 388,\n",
       " 'superball': 389,\n",
       " 'reappearing': 390,\n",
       " 'regality': 392,\n",
       " 'blaring': 393,\n",
       " 'principled': 41699,\n",
       " 'arent': 394,\n",
       " 'brits': 395,\n",
       " 'insufficiently': 36836,\n",
       " 'distractive': 29484,\n",
       " 'faceless': 12427,\n",
       " 'rhonda': 396,\n",
       " 'blucher': 397,\n",
       " 'foundas': 398,\n",
       " 'elude': 399,\n",
       " 'resources': 400,\n",
       " 'phillimines': 402,\n",
       " 'plo': 403,\n",
       " 'commentators': 37128,\n",
       " 'bondless': 404,\n",
       " 'choo': 405,\n",
       " 'andorra': 408,\n",
       " 'paired': 407,\n",
       " 'sourpuss': 410,\n",
       " 'buttresses': 411,\n",
       " 'wahtever': 412,\n",
       " 'exhausting': 413,\n",
       " 'nger': 414,\n",
       " 'freddys': 416,\n",
       " 'epically': 417,\n",
       " 'visionaries': 418,\n",
       " 'beats': 419,\n",
       " 'receding': 420,\n",
       " 'importances': 421,\n",
       " 'tokugawa': 422,\n",
       " 'postal': 424,\n",
       " 'flunking': 427,\n",
       " 'addicting': 48504,\n",
       " 'merrill': 64,\n",
       " 'ferzetti': 24844,\n",
       " 'fixates': 429,\n",
       " 'decadence': 68932,\n",
       " 'scenics': 430,\n",
       " 'moodily': 433,\n",
       " 'flowered': 432,\n",
       " 'mutilate': 49487,\n",
       " 'sledgehammer': 434,\n",
       " 'siempre': 435,\n",
       " 'giddy': 67125,\n",
       " 'fling': 37131,\n",
       " 'celestial': 436,\n",
       " 'predictible': 438,\n",
       " 'frilly': 440,\n",
       " 'baskerville': 442,\n",
       " 'sixgun': 61909,\n",
       " 'leiji': 443,\n",
       " 'piana': 444,\n",
       " 'qualifiers': 445,\n",
       " 'roxie': 447,\n",
       " 'granddaughters': 448,\n",
       " 'shittttttttttttttty': 450,\n",
       " 'juaquin': 452,\n",
       " 'councils': 453,\n",
       " 'kazakhstani': 454,\n",
       " 'gesticulations': 455,\n",
       " 'zvonimir': 456,\n",
       " 'casualties': 12436,\n",
       " 'seriousuly': 461,\n",
       " 'levy': 459,\n",
       " 'ridgely': 460,\n",
       " 'pax': 462,\n",
       " 'z': 67,\n",
       " 'insistence': 464,\n",
       " 'mcquarrie': 61913,\n",
       " 'aztecs': 465,\n",
       " 'attendent': 469,\n",
       " 'sewer': 467,\n",
       " 'sanity': 468,\n",
       " 'quatier': 24846,\n",
       " 'ledoyen': 63222,\n",
       " 'jewelry': 470,\n",
       " 'guessing': 471,\n",
       " 'snarky': 473,\n",
       " 'kyun': 474,\n",
       " 'homeward': 478,\n",
       " 'rhythymed': 476,\n",
       " 'preprint': 477,\n",
       " 'mush': 479,\n",
       " 'spoilment': 480,\n",
       " 'singularity': 483,\n",
       " 'perspective': 482,\n",
       " 'chin': 49494,\n",
       " 'quicktime': 484,\n",
       " 'hardworker': 485,\n",
       " 'chestnut': 489,\n",
       " 'kika': 491,\n",
       " 'indiscernible': 488,\n",
       " 'chetniks': 71,\n",
       " 'resorts': 63655,\n",
       " 'beagle': 24851,\n",
       " 'ewers': 494,\n",
       " 'stensvold': 496,\n",
       " 'starkness': 72432,\n",
       " 'hysterics': 497,\n",
       " 'jett': 498,\n",
       " 'knotts': 12439,\n",
       " 'hearst': 499,\n",
       " 'fitz': 500,\n",
       " 'haircut': 73321,\n",
       " 'emilia': 74,\n",
       " 'plod': 53465,\n",
       " 'chestburster': 502,\n",
       " 'lazy': 503,\n",
       " 'reincarnate': 75,\n",
       " 'george': 49497,\n",
       " 'farida': 504,\n",
       " 'fopington': 505,\n",
       " 'incrementally': 506,\n",
       " 'philedelphia': 12444,\n",
       " 'ancestors': 71167,\n",
       " 'inconvenient': 80,\n",
       " 'catatonia': 507,\n",
       " 'waddling': 511,\n",
       " 'wilkes': 512,\n",
       " 'mosley': 513,\n",
       " 'riders': 515,\n",
       " 'mincemeat': 516,\n",
       " 'uswa': 53206,\n",
       " 'jude': 518,\n",
       " 'nuttin': 519,\n",
       " 'anglophile': 520,\n",
       " 'handsaw': 528,\n",
       " 'fail': 522,\n",
       " 'suna': 523,\n",
       " 'cheezoid': 524,\n",
       " 'cuss': 526,\n",
       " 'unafraid': 529,\n",
       " 'dictatorship': 530,\n",
       " 'congratulates': 531,\n",
       " 'stbye': 532,\n",
       " 'crew': 533,\n",
       " 'seldes': 56618,\n",
       " 'reasonability': 535,\n",
       " 'svale': 536,\n",
       " 'cheeseball': 537,\n",
       " 'afield': 538,\n",
       " 'dint': 539,\n",
       " 'geopolitical': 541,\n",
       " 'booked': 542,\n",
       " 'meatballs': 543,\n",
       " 'pondered': 544,\n",
       " 'haver': 546,\n",
       " 'votrian': 12449,\n",
       " 'speculation': 49503,\n",
       " 'curtin': 548,\n",
       " 'unpredictability': 87,\n",
       " 'clouse': 549,\n",
       " 'allover': 550,\n",
       " 'calvero': 53875,\n",
       " 'harrar': 12450,\n",
       " 'nix': 59444,\n",
       " 'emo': 552,\n",
       " 'preoccupations': 53418,\n",
       " 'likeness': 37152,\n",
       " 'centrality': 553,\n",
       " 'eddie': 51987,\n",
       " 'brawny': 554,\n",
       " 'dass': 555,\n",
       " 'depriving': 61928,\n",
       " 'maturely': 556,\n",
       " 'davies': 557,\n",
       " 'simpers': 558,\n",
       " 'jeckyll': 560,\n",
       " 'rereads': 562,\n",
       " 'evangelistic': 565,\n",
       " 'hyped': 564,\n",
       " 'postdates': 569,\n",
       " 'outdated': 567,\n",
       " 'slumps': 568,\n",
       " 'drama': 53761,\n",
       " 'eagerly': 12458,\n",
       " 'rhetorically': 571,\n",
       " 'greenland': 572,\n",
       " 'sumthin': 575,\n",
       " 'anthologya': 37155,\n",
       " 'urdhu': 576,\n",
       " 'putty': 578,\n",
       " 'dark': 579,\n",
       " 'melnick': 581,\n",
       " 'taiwanese': 32428,\n",
       " 'spartan': 583,\n",
       " 'challenging': 584,\n",
       " 'maladies': 61934,\n",
       " 'lunchrooms': 586,\n",
       " 'sheeta': 587,\n",
       " 'ozark': 588,\n",
       " 'wach': 591,\n",
       " 'tights': 12463,\n",
       " 'imperialists': 15438,\n",
       " 'compositor': 593,\n",
       " 'christophe': 594,\n",
       " 'pilcher': 595,\n",
       " 'merde': 596,\n",
       " 'surpassing': 597,\n",
       " 'distasteful': 599,\n",
       " 'philospher': 29063,\n",
       " 'steart': 600,\n",
       " 'neuman': 601,\n",
       " 'radlitch': 602,\n",
       " 'zellweger': 603,\n",
       " 'gnawed': 61938,\n",
       " 'slaying': 604,\n",
       " 'wiesenthal': 37157,\n",
       " 'naming': 11510,\n",
       " 'shouldering': 51729,\n",
       " 'nausem': 605,\n",
       " 'diviner': 606,\n",
       " 'quiz': 96,\n",
       " 'hayek': 607,\n",
       " 'formality': 43678,\n",
       " 'bitingly': 608,\n",
       " 'hanger': 610,\n",
       " 'erotica': 611,\n",
       " 'shoved': 612,\n",
       " 'refering': 614,\n",
       " 'pachebel': 6007,\n",
       " 'handful': 615,\n",
       " 'wantonly': 618,\n",
       " 'explicating': 621,\n",
       " 'apex': 620,\n",
       " 'claustrophobia': 622,\n",
       " 'concurrently': 624,\n",
       " 'schoenaerts': 67543,\n",
       " 'heathrow': 625,\n",
       " 'lecarr': 626,\n",
       " 'tarka': 627,\n",
       " 'chacho': 24875,\n",
       " 'fatalism': 628,\n",
       " 'outfits': 629,\n",
       " 'raitt': 633,\n",
       " 'walberg': 12474,\n",
       " 'amusements': 634,\n",
       " 'sahay': 37158,\n",
       " 'taurus': 54963,\n",
       " 'illegally': 635,\n",
       " 'kangho': 636,\n",
       " 'hoards': 24879,\n",
       " 'erased': 637,\n",
       " 'drowned': 12476,\n",
       " 'thx': 56833,\n",
       " 'besh': 638,\n",
       " 'reminiscence': 62692,\n",
       " 'electrocution': 639,\n",
       " 'somers': 641,\n",
       " 'native': 40366,\n",
       " 'harrassed': 12478,\n",
       " 'zod': 37161,\n",
       " 'hijinks': 642,\n",
       " 'directorship': 643,\n",
       " 'ferdie': 645,\n",
       " 'spells': 646,\n",
       " 'assuredly': 651,\n",
       " 'travelogues': 648,\n",
       " 'hickham': 650,\n",
       " 'advance': 652,\n",
       " 'stanfield': 653,\n",
       " 'litany': 654,\n",
       " 'freer': 655,\n",
       " 'interplanetary': 656,\n",
       " 'kristofferson': 657,\n",
       " 'sleepless': 659,\n",
       " 'zina': 660,\n",
       " 'ghoulish': 661,\n",
       " 'loek': 662,\n",
       " 'pedaling': 663,\n",
       " 'inhabits': 664,\n",
       " 'coasted': 665,\n",
       " 'proportion': 666,\n",
       " 'unenlightened': 17071,\n",
       " 'surrounds': 49522,\n",
       " 'industrial': 669,\n",
       " 'mackendrick': 670,\n",
       " 'ril': 671,\n",
       " 'leaky': 672,\n",
       " 'malevolence': 673,\n",
       " 'muttering': 674,\n",
       " 'portait': 12488,\n",
       " 'burglaries': 677,\n",
       " 'dedicated': 108,\n",
       " 'fondo': 679,\n",
       " 'xxth': 680,\n",
       " 'voyager': 681,\n",
       " 'schwadel': 682,\n",
       " 'grainy': 683,\n",
       " 'idiosyncrasy': 111,\n",
       " 'insular': 685,\n",
       " 'tinny': 687,\n",
       " 'parenthood': 688,\n",
       " 'writing': 689,\n",
       " 'reinforce': 690,\n",
       " 'olden': 12493,\n",
       " 'dari': 692,\n",
       " 'answeryou': 693,\n",
       " 'maggio': 694,\n",
       " 'beauticin': 61950,\n",
       " 'sluggish': 696,\n",
       " 'epitomised': 65341,\n",
       " 'nautilus': 697,\n",
       " 'spills': 698,\n",
       " 'wader': 50968,\n",
       " 'sas': 702,\n",
       " 'instinctive': 703,\n",
       " 'continuation': 705,\n",
       " 'eisner': 706,\n",
       " 'schnitz': 708,\n",
       " 'educates': 709,\n",
       " 'myddleton': 710,\n",
       " 'distinctive': 61955,\n",
       " 'collegiate': 712,\n",
       " 'fleischers': 714,\n",
       " 'nandjiwarra': 715,\n",
       " 'sathoor': 716,\n",
       " 'punched': 717,\n",
       " 'chests': 62179,\n",
       " 'shopper': 61956,\n",
       " 'bresslaw': 718,\n",
       " 'prospers': 719,\n",
       " 'noam': 720,\n",
       " 'fairview': 24897,\n",
       " 'upbraids': 721,\n",
       " 'southern': 722,\n",
       " 'hued': 50470,\n",
       " 'monochromatic': 723,\n",
       " 'outbursts': 29502,\n",
       " 'stinging': 725,\n",
       " 'cadaver': 726,\n",
       " 'goremeister': 727,\n",
       " 'comrades': 728,\n",
       " 'ilkka': 122,\n",
       " 'lockstock': 730,\n",
       " 'wilfully': 731,\n",
       " 'clapton': 733,\n",
       " 'disses': 735,\n",
       " 'progressing': 12501,\n",
       " 'larkin': 736,\n",
       " 'consume': 737,\n",
       " 'turtle': 738,\n",
       " 'wracking': 37181,\n",
       " 'favorably': 742,\n",
       " 'wrost': 743,\n",
       " 'amber': 744,\n",
       " 'blacklisted': 745,\n",
       " 'physiologically': 746,\n",
       " 'contacting': 747,\n",
       " 'jemima': 748,\n",
       " 'mo': 749,\n",
       " 'accordance': 750,\n",
       " 'indescribably': 751,\n",
       " 'discplines': 752,\n",
       " 'deflowering': 53358,\n",
       " 'lebrun': 753,\n",
       " 'ravish': 761,\n",
       " 'struggled': 755,\n",
       " 'falcons': 756,\n",
       " 'towels': 12504,\n",
       " 'spasitc': 759,\n",
       " 'magnolias': 46057,\n",
       " 'ingela': 762,\n",
       " 'etat': 763,\n",
       " 'baton': 764,\n",
       " 'papery': 12506,\n",
       " 'redundant': 765,\n",
       " 'bufoonery': 766,\n",
       " 'amish': 767,\n",
       " 'duduks': 768,\n",
       " 'stark': 37186,\n",
       " 'ingsoc': 770,\n",
       " 'skerrit': 49537,\n",
       " 'anchorpoint': 771,\n",
       " 'torchwood': 772,\n",
       " 'sensibilities': 71175,\n",
       " 'railroaded': 773,\n",
       " 'overlaid': 774,\n",
       " 'superfical': 776,\n",
       " 'orbits': 68870,\n",
       " 'courttv': 777,\n",
       " 'overpraise': 778,\n",
       " 'mccay': 12510,\n",
       " 'busness': 779,\n",
       " 'obliging': 780,\n",
       " 'doubled': 68817,\n",
       " 'abominably': 782,\n",
       " 'brosnon': 784,\n",
       " 'whiteys': 49541,\n",
       " 'aptness': 785,\n",
       " 'imanol': 786,\n",
       " 'sunniness': 787,\n",
       " 'lacanians': 788,\n",
       " 'bobbing': 789,\n",
       " 'nosebleeds': 791,\n",
       " 'rehearse': 795,\n",
       " 'sharpened': 793,\n",
       " 'seaver': 799,\n",
       " 'rift': 796,\n",
       " 'rober': 800,\n",
       " 'erikkson': 801,\n",
       " 'eazy': 803,\n",
       " 'micro': 70524,\n",
       " 'unoriginals': 805,\n",
       " 'woolnough': 806,\n",
       " 'automakers': 808,\n",
       " 'darlanne': 810,\n",
       " 'webby': 64048,\n",
       " 'waxed': 49548,\n",
       " 'gosselaar': 814,\n",
       " 'imagineered': 813,\n",
       " 'escriba': 815,\n",
       " 'propagandized': 816,\n",
       " 'masses': 817,\n",
       " 'offer': 819,\n",
       " 'consciousness': 820,\n",
       " 'swashbucklin': 37193,\n",
       " 'huuuuuuuarrrrghhhhhh': 821,\n",
       " 'slams': 822,\n",
       " 'reigned': 825,\n",
       " 'bgs': 827,\n",
       " 'sipple': 830,\n",
       " 'retrospect': 24908,\n",
       " 'evolves': 829,\n",
       " 'nabokov': 831,\n",
       " 'donnagio': 832,\n",
       " 'kind': 49552,\n",
       " 'veers': 833,\n",
       " 'radical': 834,\n",
       " 'merely': 835,\n",
       " 'visits': 836,\n",
       " 'mis': 837,\n",
       " 'friendkin': 73344,\n",
       " 'remaster': 49554,\n",
       " 'mears': 838,\n",
       " 'allude': 839,\n",
       " 'gadafi': 840,\n",
       " 'nevada': 841,\n",
       " 'brujas': 842,\n",
       " 'barbarellish': 844,\n",
       " 'roos': 849,\n",
       " 'byrnes': 846,\n",
       " 'gamer': 847,\n",
       " 'calabrese': 848,\n",
       " 'raul': 41784,\n",
       " 'misued': 850,\n",
       " 'efx': 851,\n",
       " 'bloodied': 61972,\n",
       " 'gordito': 12523,\n",
       " 'margie': 852,\n",
       " 'peterbogdanovichian': 853,\n",
       " 'hottest': 854,\n",
       " 'neve': 860,\n",
       " 'zaphod': 856,\n",
       " 'puppet': 857,\n",
       " 'cushions': 858,\n",
       " 'fungicide': 69005,\n",
       " 'klowns': 37199,\n",
       " 'banal': 861,\n",
       " 'dorks': 862,\n",
       " 'ferdinandvongalitzien': 870,\n",
       " 'wording': 865,\n",
       " 'gagne': 867,\n",
       " 'shamefacedly': 49558,\n",
       " 'beirut': 868,\n",
       " 'embroiled': 869,\n",
       " 'deconstruction': 33955,\n",
       " 'besot': 871,\n",
       " 'nuttball': 24914,\n",
       " 'incalculable': 55647,\n",
       " 'sorrel': 49562,\n",
       " 'cheoreography': 872,\n",
       " 'langa': 37202,\n",
       " 'devon': 873,\n",
       " 'metallica': 49563,\n",
       " 'carnegie': 874,\n",
       " 'pshaw': 875,\n",
       " 'didnt': 876,\n",
       " 'havarti': 885,\n",
       " 'exploitationer': 29260,\n",
       " 'dandylion': 879,\n",
       " 'toplining': 880,\n",
       " 'ooooooh': 881,\n",
       " 'rpond': 882,\n",
       " 'informs': 883,\n",
       " 'dumbdown': 886,\n",
       " 'teenagery': 888,\n",
       " 'footnote': 889,\n",
       " 'utilities': 48494,\n",
       " 'fudoh': 890,\n",
       " 'machinations': 893,\n",
       " 'gr': 892,\n",
       " 'transaction': 61978,\n",
       " 'rollicking': 894,\n",
       " 'maillard': 898,\n",
       " 'digits': 896,\n",
       " 'fundamentalism': 141,\n",
       " 'practitioner': 53449,\n",
       " 'duologue': 61980,\n",
       " 'etait': 899,\n",
       " 'azimov': 900,\n",
       " 'catalua': 901,\n",
       " 'vote': 902,\n",
       " 'thy': 903,\n",
       " 'icebergs': 904,\n",
       " 'malcontent': 905,\n",
       " 'slandered': 907,\n",
       " 'rotating': 908,\n",
       " 'goal': 910,\n",
       " 'intriguingly': 912,\n",
       " 'vaterland': 53040,\n",
       " 'congregate': 914,\n",
       " 'katsuhito': 146,\n",
       " 'school': 915,\n",
       " 'survivial': 916,\n",
       " 'chimps': 49569,\n",
       " 'ocker': 918,\n",
       " 'drainboard': 145,\n",
       " 'finially': 921,\n",
       " 'unleashing': 922,\n",
       " 'marblehead': 923,\n",
       " 'phds': 12535,\n",
       " 'ende': 150,\n",
       " 'alos': 925,\n",
       " 'denied': 926,\n",
       " 'gamekeeper': 928,\n",
       " 'pecked': 929,\n",
       " 'wanes': 930,\n",
       " 'avtar': 931,\n",
       " 'mothballed': 935,\n",
       " 'concoct': 934,\n",
       " 'gurukant': 940,\n",
       " 'kiya': 937,\n",
       " 'montorsi': 938,\n",
       " 'iikes': 939,\n",
       " 'finger': 69225,\n",
       " 'oyl': 941,\n",
       " 'economics': 942,\n",
       " 'hydros': 943,\n",
       " 'costas': 944,\n",
       " 'fantasic': 945,\n",
       " 'deliriously': 946,\n",
       " 'kildares': 947,\n",
       " 'devito': 948,\n",
       " 'wotw': 12540,\n",
       " 'khakee': 950,\n",
       " 'incipient': 951,\n",
       " 'stipulates': 66780,\n",
       " 'calvados': 43390,\n",
       " 'weld': 952,\n",
       " 'tribes': 953,\n",
       " 'recommended': 954,\n",
       " 'nepotism': 959,\n",
       " 'scapegoat': 962,\n",
       " 'scrimping': 957,\n",
       " 'famines': 964,\n",
       " 'sundown': 961,\n",
       " 'enticing': 965,\n",
       " 'palassio': 966,\n",
       " 'uncompromised': 154,\n",
       " 'guessed': 971,\n",
       " 'missionary': 972,\n",
       " 'fumbling': 973,\n",
       " 'suckling': 975,\n",
       " 'alerted': 976,\n",
       " 'sellars': 977,\n",
       " 'hara': 978,\n",
       " 'thrilling': 157,\n",
       " 'filmwell': 980,\n",
       " 'symptoms': 61993,\n",
       " 'surpass': 12542,\n",
       " 'bhatti': 981,\n",
       " 'workable': 983,\n",
       " 'linz': 28969,\n",
       " 'correct': 984,\n",
       " 'haden': 985,\n",
       " 'eh': 986,\n",
       " 'pulsating': 987,\n",
       " 'misfocused': 989,\n",
       " 'sidesplitter': 990,\n",
       " 'devastates': 991,\n",
       " 'nsa': 56580,\n",
       " 'grubach': 994,\n",
       " 'evre': 61997,\n",
       " 'wanky': 995,\n",
       " 'contrite': 38409,\n",
       " 'harpsichordist': 997,\n",
       " 'preying': 999,\n",
       " 'enactments': 1000,\n",
       " 'marzia': 1003,\n",
       " 'rows': 1002,\n",
       " 'phenominal': 49580,\n",
       " 'asylums': 1004,\n",
       " 'gts': 1006,\n",
       " 'shoudln': 1010,\n",
       " 'hollering': 1008,\n",
       " 'kafkaesque': 1011,\n",
       " 'gaped': 68466,\n",
       " 'flicka': 166,\n",
       " 'bong': 1012,\n",
       " 'asha': 1013,\n",
       " 'warts': 73520,\n",
       " 'pills': 1014,\n",
       " 'oceans': 1015,\n",
       " 'spurn': 1016,\n",
       " 'mxico': 1017,\n",
       " ...}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word2index = {}\n",
    "\n",
    "for i,word in enumerate(vocab):\n",
    "    word2index[word] = i\n",
    "word2index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def update_input_layer(review):\n",
    "    \n",
    "    global layer_0\n",
    "    \n",
    "    # clear out previous state, reset the layer to be all 0s\n",
    "    layer_0 *= 0\n",
    "    for word in review.split(\" \"):\n",
    "        layer_0[0][word2index[word]] += 1\n",
    "\n",
    "update_input_layer(reviews[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 18.,   0.,   0., ...,   0.,   0.,   0.]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layer_0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_target_for_label(label):\n",
    "    if(label == 'POSITIVE'):\n",
    "        return 1\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'POSITIVE'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_target_for_label(labels[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'NEGATIVE'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_target_for_label(labels[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project 3: Building a Neural Network"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "- Start with your neural network from the last chapter\n",
    "- 3 layer neural network\n",
    "- no non-linearity in hidden layer\n",
    "- use our functions to create the training data\n",
    "- create a \"pre_process_data\" function to create vocabulary for our training data generating functions\n",
    "- modify \"train\" to train over the entire corpus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Where to Get Help if You Need it\n",
    "- Re-watch previous week's Udacity Lectures\n",
    "- Chapters 3-5 - [Grokking Deep Learning](https://www.manning.com/books/grokking-deep-learning) - (40% Off: **traskud17**)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import time\n",
    "import sys\n",
    "import numpy as np\n",
    "\n",
    "# Let's tweak our network from before to model these phenomena\n",
    "class SentimentNetwork:\n",
    "    def __init__(self, reviews,labels,hidden_nodes = 10, learning_rate = 0.1):\n",
    "       \n",
    "        # set our random number generator \n",
    "        np.random.seed(1)\n",
    "    \n",
    "        self.pre_process_data(reviews, labels)\n",
    "        \n",
    "        self.init_network(len(self.review_vocab),hidden_nodes, 1, learning_rate)\n",
    "        \n",
    "        \n",
    "    def pre_process_data(self, reviews, labels):\n",
    "        \n",
    "        review_vocab = set()\n",
    "        for review in reviews:\n",
    "            for word in review.split(\" \"):\n",
    "                review_vocab.add(word)\n",
    "        self.review_vocab = list(review_vocab)\n",
    "        \n",
    "        label_vocab = set()\n",
    "        for label in labels:\n",
    "            label_vocab.add(label)\n",
    "        \n",
    "        self.label_vocab = list(label_vocab)\n",
    "        \n",
    "        self.review_vocab_size = len(self.review_vocab)\n",
    "        self.label_vocab_size = len(self.label_vocab)\n",
    "        \n",
    "        self.word2index = {}\n",
    "        for i, word in enumerate(self.review_vocab):\n",
    "            self.word2index[word] = i\n",
    "        \n",
    "        self.label2index = {}\n",
    "        for i, label in enumerate(self.label_vocab):\n",
    "            self.label2index[label] = i\n",
    "         \n",
    "        \n",
    "    def init_network(self, input_nodes, hidden_nodes, output_nodes, learning_rate):\n",
    "        # Set number of nodes in input, hidden and output layers.\n",
    "        self.input_nodes = input_nodes\n",
    "        self.hidden_nodes = hidden_nodes\n",
    "        self.output_nodes = output_nodes\n",
    "\n",
    "        # Initialize weights\n",
    "        self.weights_0_1 = np.zeros((self.input_nodes,self.hidden_nodes))\n",
    "    \n",
    "        self.weights_1_2 = np.random.normal(0.0, self.output_nodes**-0.5, \n",
    "                                                (self.hidden_nodes, self.output_nodes))\n",
    "        \n",
    "        self.learning_rate = learning_rate\n",
    "        \n",
    "        self.layer_0 = np.zeros((1,input_nodes))\n",
    "    \n",
    "        \n",
    "    def update_input_layer(self,review):\n",
    "\n",
    "        # clear out previous state, reset the layer to be all 0s\n",
    "        self.layer_0 *= 0\n",
    "        for word in review.split(\" \"):\n",
    "            if(word in self.word2index.keys()):\n",
    "                self.layer_0[0][self.word2index[word]] += 1\n",
    "                \n",
    "    def get_target_for_label(self,label):\n",
    "        if(label == 'POSITIVE'):\n",
    "            return 1\n",
    "        else:\n",
    "            return 0\n",
    "        \n",
    "    def sigmoid(self,x):\n",
    "        return 1 / (1 + np.exp(-x))\n",
    "    \n",
    "    \n",
    "    def sigmoid_output_2_derivative(self,output):\n",
    "        return output * (1 - output)\n",
    "    \n",
    "    def train(self, training_reviews, training_labels):\n",
    "        \n",
    "        assert(len(training_reviews) == len(training_labels))\n",
    "        \n",
    "        correct_so_far = 0\n",
    "        \n",
    "        start = time.time()\n",
    "        \n",
    "        for i in range(len(training_reviews)):\n",
    "            \n",
    "            review = training_reviews[i]\n",
    "            label = training_labels[i]\n",
    "            \n",
    "            #### Implement the forward pass here ####\n",
    "            ### Forward pass ###\n",
    "\n",
    "            # Input Layer\n",
    "            self.update_input_layer(review)\n",
    "\n",
    "            # Hidden layer\n",
    "            layer_1 = self.layer_0.dot(self.weights_0_1)\n",
    "\n",
    "            # Output layer\n",
    "            layer_2 = self.sigmoid(layer_1.dot(self.weights_1_2))\n",
    "\n",
    "            #### Implement the backward pass here ####\n",
    "            ### Backward pass ###\n",
    "\n",
    "            # TODO: Output error\n",
    "            layer_2_error = layer_2 - self.get_target_for_label(label) # Output layer error is the difference between desired target and actual output.\n",
    "            layer_2_delta = layer_2_error * self.sigmoid_output_2_derivative(layer_2)\n",
    "\n",
    "            # TODO: Backpropagated error\n",
    "            layer_1_error = layer_2_delta.dot(self.weights_1_2.T) # errors propagated to the hidden layer\n",
    "            layer_1_delta = layer_1_error # hidden layer gradients - no nonlinearity so it's the same as the error\n",
    "\n",
    "            # TODO: Update the weights\n",
    "            self.weights_1_2 -= layer_1.T.dot(layer_2_delta) * self.learning_rate # update hidden-to-output weights with gradient descent step\n",
    "            self.weights_0_1 -= self.layer_0.T.dot(layer_1_delta) * self.learning_rate # update input-to-hidden weights with gradient descent step\n",
    "\n",
    "            if(np.abs(layer_2_error) < 0.5):\n",
    "                correct_so_far += 1\n",
    "            \n",
    "            reviews_per_second = i / float(time.time() - start)\n",
    "            \n",
    "            sys.stdout.write(\"\\rProgress:\" + str(100 * i/float(len(training_reviews)))[:4] + \"% Speed(reviews/sec):\" + str(reviews_per_second)[0:5] + \" #Correct:\" + str(correct_so_far) + \" #Trained:\" + str(i+1) + \" Training Accuracy:\" + str(correct_so_far * 100 / float(i+1))[:4] + \"%\")\n",
    "            if(i % 2500 == 0):\n",
    "                print(\"\")\n",
    "    \n",
    "    def test(self, testing_reviews, testing_labels):\n",
    "        \n",
    "        correct = 0\n",
    "        \n",
    "        start = time.time()\n",
    "        \n",
    "        for i in range(len(testing_reviews)):\n",
    "            pred = self.run(testing_reviews[i])\n",
    "            if(pred == testing_labels[i]):\n",
    "                correct += 1\n",
    "            \n",
    "            reviews_per_second = i / float(time.time() - start)\n",
    "            \n",
    "            sys.stdout.write(\"\\rProgress:\" + str(100 * i/float(len(testing_reviews)))[:4] \\\n",
    "                             + \"% Speed(reviews/sec):\" + str(reviews_per_second)[0:5] \\\n",
    "                            + \"% #Correct:\" + str(correct) + \" #Tested:\" + str(i+1) + \" Testing Accuracy:\" + str(correct * 100 / float(i+1))[:4] + \"%\")\n",
    "    \n",
    "    def run(self, review):\n",
    "        \n",
    "        # Input Layer\n",
    "        self.update_input_layer(review.lower())\n",
    "\n",
    "        # Hidden layer\n",
    "        layer_1 = self.layer_0.dot(self.weights_0_1)\n",
    "\n",
    "        # Output layer\n",
    "        layer_2 = self.sigmoid(layer_1.dot(self.weights_1_2))\n",
    "        \n",
    "        if(layer_2[0] > 0.5):\n",
    "            return \"POSITIVE\"\n",
    "        else:\n",
    "            return \"NEGATIVE\"\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "net = SentimentNetwork(reviews[:-1000], labels[:-1000], learning_rate=0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:99.9% Speed(reviews/sec):628.2% #Correct:500 #Tested:1000 Testing Accuracy:50.0%"
     ]
    }
   ],
   "source": [
    "net.test(reviews[-1000:], labels[-1000:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:0.0% Speed(reviews/sec):0.0 #Correct:0 #Trained:1 Training Accuracy:0.0%\n",
      "Progress:10.4% Speed(reviews/sec):88.62 #Correct:1270 #Trained:2501 Training Accuracy:50.7%\n",
      "Progress:20.8% Speed(reviews/sec):85.49 #Correct:2624 #Trained:5001 Training Accuracy:52.4%\n",
      "Progress:31.2% Speed(reviews/sec):85.21 #Correct:4057 #Trained:7501 Training Accuracy:54.0%\n",
      "Progress:41.6% Speed(reviews/sec):84.83 #Correct:5579 #Trained:10001 Training Accuracy:55.7%\n",
      "Progress:52.0% Speed(reviews/sec):84.58 #Correct:7169 #Trained:12501 Training Accuracy:57.3%\n",
      "Progress:62.5% Speed(reviews/sec):85.29 #Correct:8769 #Trained:15001 Training Accuracy:58.4%\n",
      "Progress:72.9% Speed(reviews/sec):85.19 #Correct:10330 #Trained:17501 Training Accuracy:59.0%\n",
      "Progress:83.3% Speed(reviews/sec):85.12 #Correct:12008 #Trained:20001 Training Accuracy:60.0%\n",
      "Progress:93.7% Speed(reviews/sec):84.98 #Correct:13717 #Trained:22501 Training Accuracy:60.9%\n",
      "Progress:97.1% Speed(reviews/sec):84.97 #Correct:14307 #Trained:23325 Training Accuracy:61.3%"
     ]
    }
   ],
   "source": [
    "net.train(reviews[:-1000], labels[:-1000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}