AmazonTrend-Sentiment_Classifier.ipynb

{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "This notebook reads in a number of Amazon product reviews (currently set to 10,000) to a pandas dataframe. Unecessary columns are then removed, and a sentiment column added. Reviews with 5* or 4* are classed as \"positive\", with 1* or 2* negative and those with 3* are ignored. The dataset is divided into a training and test set and the review text for each is cleaned. CountVectoriser is then used to create the bag of words, and a random forest classifier is used to train the model with the training data and then fit the test data. A score is then given at the end.\n",
    "\n",
    "Mostly from https://www.kaggle.com/c/word2vec-nlp-tutorial/details/part-1-for-beginners-bag-of-words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "\n",
    "#first 2 million\n",
    "data = []\n",
    "ncount = 0\n",
    "with open('reviews_Electronics.json') as f:\n",
    "    for line in f:\n",
    "        ncount += 1\n",
    "        if ncount <= 10000:\n",
    "            if ncount%100000 == 0:\n",
    "                print(ncount)\n",
    "            data.append(json.loads(line))\n",
    "\n",
    "df = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "del df[\"unixReviewTime\"]\n",
    "del df[\"reviewTime\"]\n",
    "del df[\"reviewerName\"]\n",
    "del df[\"reviewerID\"]\n",
    "del df[\"helpful\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asin</th>\n",
       "      <th>overall</th>\n",
       "      <th>reviewText</th>\n",
       "      <th>summary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0132793040</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Corey Barker does a great job of explaining Bl...</td>\n",
       "      <td>Very thorough</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0321732944</td>\n",
       "      <td>5.0</td>\n",
       "      <td>While many beginner DVDs try to teach you ever...</td>\n",
       "      <td>Adobe Photoshop CS5 Crash Course with master P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0439886341</td>\n",
       "      <td>1.0</td>\n",
       "      <td>It never worked. My daughter worked to earn th...</td>\n",
       "      <td>absolutely horrible</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0439886341</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Some of the functions did not work properly.  ...</td>\n",
       "      <td>Disappointing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0439886341</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Do not waste your money on this thing it is te...</td>\n",
       "      <td>TERRIBLE DONT WASTE YOUR MONEY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         asin  overall                                         reviewText  \\\n",
       "0  0132793040      5.0  Corey Barker does a great job of explaining Bl...   \n",
       "1  0321732944      5.0  While many beginner DVDs try to teach you ever...   \n",
       "2  0439886341      1.0  It never worked. My daughter worked to earn th...   \n",
       "3  0439886341      3.0  Some of the functions did not work properly.  ...   \n",
       "4  0439886341      1.0  Do not waste your money on this thing it is te...   \n",
       "\n",
       "                                             summary  \n",
       "0                                      Very thorough  \n",
       "1  Adobe Photoshop CS5 Crash Course with master P...  \n",
       "2                                absolutely horrible  \n",
       "3                                      Disappointing  \n",
       "4                     TERRIBLE DONT WASTE YOUR MONEY  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Add a sentiment column. Ignore 3* reviews, 4* and 5* are positive (sentiment=1) and 1* and 2* are negative (sentiment = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df[\"overall\"] = df[\"overall\"].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = df[df[\"overall\"] != 3]\n",
    "df[\"sentiment\"] = df[\"overall\"] >= 4"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Need to make test and training datasets. Say 20% test and 80% train?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn import cross_validation\n",
    "from sklearn import datasets\n",
    "from sklearn import svm\n",
    "\n",
    "train, test = cross_validation.train_test_split(df, test_size = 0.2)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Need to reindex df, train and test to make index go from 0 to len(frame), otherwise looping to parse text will not work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asin</th>\n",
       "      <th>overall</th>\n",
       "      <th>reviewText</th>\n",
       "      <th>summary</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9573212919</td>\n",
       "      <td>2</td>\n",
       "      <td>Sometimes cheap is good. You go a long way wit...</td>\n",
       "      <td>Cheap, malfunctioning machine.</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B00000DM9W</td>\n",
       "      <td>5</td>\n",
       "      <td>After researching shower radios and looking at...</td>\n",
       "      <td>Great Fit and Finish for Shower</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1400599997</td>\n",
       "      <td>5</td>\n",
       "      <td>This is a good item. Even though it's old, it'...</td>\n",
       "      <td>Still a good product</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9966338926</td>\n",
       "      <td>2</td>\n",
       "      <td>Original Review: This cable does the job but b...</td>\n",
       "      <td>Not so good cable, 40\" long - update</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8805002097</td>\n",
       "      <td>5</td>\n",
       "      <td>These lights work great.  They do the job perf...</td>\n",
       "      <td>Great lights!</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         asin  overall                                         reviewText  \\\n",
       "0  9573212919        2  Sometimes cheap is good. You go a long way wit...   \n",
       "1  B00000DM9W        5  After researching shower radios and looking at...   \n",
       "2  1400599997        5  This is a good item. Even though it's old, it'...   \n",
       "3  9966338926        2  Original Review: This cable does the job but b...   \n",
       "4  8805002097        5  These lights work great.  They do the job perf...   \n",
       "\n",
       "                                summary sentiment  \n",
       "0        Cheap, malfunctioning machine.     False  \n",
       "1       Great Fit and Finish for Shower      True  \n",
       "2                  Still a good product      True  \n",
       "3  Not so good cable, 40\" long - update     False  \n",
       "4                         Great lights!      True  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index = range(0,len(df))\n",
    "train.index = range(0,len(train))\n",
    "test.index = range(0,len(test))\n",
    "\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "showing info https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/index.xml\n"
     ]
    }
   ],
   "source": [
    "from bs4 import BeautifulSoup \n",
    "import re\n",
    "import nltk\n",
    "nltk.download()\n",
    "from nltk.corpus import stopwords\n",
    "\n",
    "def review_to_words( raw_review ):\n",
    "    # Function to convert a raw review to a string of words\n",
    "    # The input is a single string (a raw movie review), and \n",
    "    # the output is a single string (a preprocessed movie review)\n",
    "    #\n",
    "    # 1. Remove HTML\n",
    "    review_text = BeautifulSoup(raw_review).get_text() \n",
    "    #\n",
    "    # 2. Remove non-letters        \n",
    "    letters_only = re.sub(\"[^a-zA-Z]\", \" \", review_text) \n",
    "    #\n",
    "    # 3. Convert to lower case, split into individual words\n",
    "    words = letters_only.lower().split()                             \n",
    "    #\n",
    "    # 4. In Python, searching a set is much faster than searching\n",
    "    #   a list, so convert the stop words to a set\n",
    "    stops = set(stopwords.words(\"english\"))                  \n",
    "    # \n",
    "    # 5. Remove stop words\n",
    "    meaningful_words = [w for w in words if not w in stops]   \n",
    "    #\n",
    "    # 6. Join the words back into one string separated by space, \n",
    "    # and return the result.\n",
    "    return( \" \".join( meaningful_words ))   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cleaning and parsing the training set product reviews...\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Applications/anaconda/lib/python3.5/site-packages/bs4/__init__.py:166: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system (\"lxml\"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.\n",
      "\n",
      "To get rid of this warning, change this:\n",
      "\n",
      " BeautifulSoup([your markup])\n",
      "\n",
      "to this:\n",
      "\n",
      " BeautifulSoup([your markup], \"lxml\")\n",
      "\n",
      "  markup_type=markup_type))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Review 1000 of 7380\n",
      "\n",
      "Review 2000 of 7380\n",
      "\n",
      "Review 3000 of 7380\n",
      "\n",
      "Review 4000 of 7380\n",
      "\n",
      "Review 5000 of 7380\n",
      "\n",
      "Review 6000 of 7380\n",
      "\n",
      "Review 7000 of 7380\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_reviews = train[\"reviewText\"].size\n",
    "\n",
    "print(\"Cleaning and parsing the training set product reviews...\\n\")\n",
    "clean_train_reviews = []\n",
    "for i in range( 0, num_reviews ):\n",
    "    # If the index is evenly divisible by 1000, print a message\n",
    "    if( (i+1)%1000 == 0 ):\n",
    "        print(\"Review %d of %d\\n\" % ( i+1, num_reviews ))                                                                    \n",
    "    clean_train_reviews.append( review_to_words( train[\"reviewText\"][i] ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating the bag of words...\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"Creating the bag of words...\\n\")\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "# Initialize the \"CountVectorizer\" object, which is scikit-learn's\n",
    "# bag of words tool.  \n",
    "vectorizer = CountVectorizer(analyzer = \"word\",   \\\n",
    "                             tokenizer = None,    \\\n",
    "                             preprocessor = None, \\\n",
    "                             stop_words = None,   \\\n",
    "                             max_features = 5000) \n",
    "\n",
    "# fit_transform() does two functions: First, it fits the model\n",
    "# and learns the vocabulary; second, it transforms our training data\n",
    "# into feature vectors. The input to fit_transform should be a list of \n",
    "# strings.\n",
    "train_data_features = vectorizer.fit_transform(clean_train_reviews)\n",
    "\n",
    "# Numpy arrays are easy to work with, so convert the result to an \n",
    "# array\n",
    "train_data_features = train_data_features.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['aa', 'aaa', 'abilities', 'ability', 'able', 'absolute', 'absolutely', 'absurd', 'abuse', 'abused', 'ac', 'accept', 'acceptable', 'accepted', 'accepts', 'access', 'accessed', 'accessible', 'accessing', 'accessories', 'accessory', 'accident', 'accidental', 'accidentally', 'accidently', 'accommodate', 'accomodate', 'accomplish', 'according', 'account', 'accounts', 'accuracy', 'accurate', 'accustomed', 'acer', 'acknowledge', 'acquired', 'across', 'act', 'acting', 'action', 'activate', 'activated', 'active', 'activity', 'acts', 'actual', 'actually', 'ad', 'adapt', 'adapter', 'adapters', 'adaptor', 'adaptors', 'add', 'added', 'adding', 'addition', 'additional', 'additionally', 'address', 'addressed', 'addresses', 'adds', 'ade', 'adequate', 'adequately', 'adjust', 'adjustable', 'adjusted', 'adjusting', 'adjustment', 'adjustments', 'adjusts', 'admit', 'admittedly', 'adobe', 'ads', 'adult', 'adults', 'advance', 'advanced', 'advantage', 'advantages', 'advent', 'adventure', 'adventures', 'advertise', 'advertised', 'advertisement', 'advertisements', 'advertises', 'advertising', 'advertized', 'advice', 'advise', 'advised', 'aesthetically', 'aesthetics', 'afc', 'affect', 'affected', 'afford', 'affordable', 'afn', 'afraid', 'africa', 'aftermarket', 'afternoon', 'age', 'aged', 'agent', 'ages', 'ago', 'agree', 'agreed', 'ah', 'ahead', 'aid', 'air', 'airplane', 'airplanes', 'airport', 'al', 'alarm', 'alas', 'albeit', 'album', 'albums', 'alcohol', 'align', 'alike', 'alive', 'allen', 'allot', 'allow', 'allowed', 'allowing', 'allows', 'almost', 'alone', 'along', 'alot', 'already', 'alright', 'also', 'alternative', 'alternatives', 'although', 'altogether', 'aluminum', 'always', 'amateur', 'amazed', 'amazes', 'amazing', 'amazingly', 'amazon', 'amazons', 'ambient', 'america', 'american', 'among', 'amount', 'amounts', 'amp', 'ample', 'amplified', 'amplifier', 'analog', 'anchors', 'ancient', 'android', 'angle', 'angled', 'angles', 'angry', 'animal', 'announced', 'annoyance', 'annoyed', 'annoying', 'another', 'anr', 'answer', 'answered', 'answers', 'ant', 'antenna', 'antennae', 'antennas', 'anti', 'anticipated', 'anticipation', 'anybody', 'anyhow', 'anymore', 'anyone', 'anyplace', 'anything', 'anytime', 'anyway', 'anyways', 'anywhere', 'apart', 'apartment', 'app', 'apparent', 'apparently', 'appeal', 'appealing', 'appear', 'appearance', 'appeared', 'appears', 'apple', 'appliances', 'application', 'applications', 'applied', 'apply', 'appointment', 'appointments', 'appreciate', 'appreciated', 'appropriate', 'appropriately', 'approved', 'approx', 'approximately', 'apps', 'appstore', 'april', 'aps', 'archive', 'area', 'areas', 'arm', 'arms', 'army', 'around', 'arrival', 'arrive', 'arrived', 'arrives', 'arrow', 'art', 'article', 'articles', 'articulates', 'articulating', 'articulation', 'asap', 'aside', 'ask', 'asked', 'asking', 'asleep', 'aspect', 'aspects', 'aspire', 'assemble', 'assembled', 'assembly', 'assistance', 'associate', 'assume', 'assumed', 'assuming', 'assured', 'asus', 'atlas', 'attach', 'attached', 'attaches', 'attaching', 'attachment', 'attempt', 'attempted', 'attempting', 'attempts', 'attention', 'attractive', 'audible', 'audio', 'audiobooks', 'audiophile', 'august', 'aunt', 'australia', 'author', 'authors', 'auto', 'automatic', 'automatically', 'aux', 'av', 'avail', 'availability', 'available', 'average', 'avi', 'avid', 'avoid', 'aware', 'away', 'awesome', 'awful', 'awhile', 'awkward', 'axim', 'baby', 'back', 'backed', 'background', 'backing', 'backlight', 'backlighting', 'backlit', 'backpack', 'backs', 'backup', 'backwards', 'bad', 'badly', 'bag', 'balance', 'ball', 'band', 'bands', 'bandwidth', 'bang', 'bank', 'bar', 'barely', 'bargain', 'barnes', 'barns', 'bars', 'base', 'baseball', 'based', 'basement', 'basic', 'basically', 'basics', 'basis', 'bass', 'batch', 'bath', 'bathroom', 'batteries', 'battery', 'baud', 'bb', 'beach', 'beam', 'bean', 'beat', 'beats', 'beautiful', 'beautifully', 'beauty', 'became', 'becky', 'become', 'becomes', 'becoming', 'bed', 'bedroom', 'bedrooms', 'bedtime', 'beforehand', 'began', 'begin', 'beginning', 'behind', 'believe', 'bells', 'belt', 'bend', 'bending', 'benefit', 'benefits', 'bent', 'besides', 'best', 'bestbuy', 'bet', 'beta', 'better', 'beware', 'beyond', 'bezel', 'bias', 'bible', 'big', 'bigger', 'biggest', 'bike', 'bill', 'binder', 'birds', 'birthday', 'bit', 'bitpim', 'black', 'blackberry', 'blah', 'blame', 'blank', 'blast', 'blessing', 'blew', 'blind', 'blinking', 'block', 'blocked', 'blocking', 'blocks', 'blown', 'blows', 'blu', 'blue', 'blueproton', 'bluetooth', 'blurry', 'bn', 'board', 'body', 'bold', 'bolt', 'bolts', 'bondi', 'bonus', 'book', 'booklet', 'booklight', 'bookmark', 'bookmarking', 'bookmarks', 'books', 'bookstore', 'boom', 'boombox', 'boost', 'booster', 'boot', 'bootable', 'booting', 'border', 'borders', 'bored', 'boring', 'borrow', 'borrowed', 'borrowing', 'bose', 'bother', 'bothered', 'bottle', 'bottom', 'bought', 'bound', 'bow', 'box', 'boxes', 'boy', 'boyfriend', 'boys', 'bracket', 'brackets', 'brainer', 'brand', 'brands', 'bravia', 'break', 'breakage', 'breaker', 'breaking', 'breaks', 'breath', 'breeze', 'brick', 'brief', 'briefcase', 'bright', 'brighter', 'brightest', 'brightness', 'brilliant', 'bring', 'bringing', 'brings', 'broad', 'broadcast', 'broke', 'broken', 'brother', 'brothers', 'brought', 'brown', 'browse', 'browser', 'browsing', 'brush', 'bt', 'btw', 'bubble', 'buck', 'bucks', 'budget', 'buds', 'bug', 'buggy', 'bugs', 'build', 'building', 'built', 'bulb', 'bulk', 'bulky', 'bulletproof', 'bummer', 'bump', 'bumps', 'bunch', 'bundle', 'burn', 'burned', 'burner', 'burning', 'bus', 'business', 'busy', 'butt', 'button', 'buttons', 'buy', 'buyaccessories', 'buyer', 'buyers', 'buying', 'buzz', 'buzzing', 'bypass', 'cabin', 'cabinet', 'cable', 'cables', 'cafe', 'calculator', 'calendar', 'calibration', 'calibre', 'california', 'call', 'called', 'caller', 'calling', 'calls', 'cam', 'camcorder', 'came', 'camera', 'cameras', 'camper', 'camping', 'canada', 'cancel', 'canceling', 'cancellation', 'cancelled', 'cancelling', 'cannon', 'cannot', 'canon', 'cant', 'cap', 'capabilities', 'capability', 'capable', 'capacity', 'capture', 'captured', 'car', 'card', 'cards', 'care', 'careful', 'carefully', 'carried', 'carrier', 'carries', 'carry', 'carrying', 'cars', 'cartoons', 'case', 'cases', 'cash', 'casing', 'casio', 'cassette', 'cassettes', 'cast', 'casual', 'catch', 'categories', 'category', 'caught', 'cause', 'caused', 'causes', 'causing', 'caution', 'caveat', 'cbear', 'cc', 'ccradio', 'cd', 'cdrw', 'cds', 'ce', 'celeste', 'cell', 'cellphone', 'cells', 'cellular', 'center', 'centered', 'central', 'cents', 'century', 'certain', 'certainly', 'certificate', 'certified', 'cf', 'chain', 'chair', 'challenge', 'challenged', 'challenging', 'champ', 'chance', 'chances', 'change', 'changeable', 'changed', 'changer', 'changes', 'changing', 'channel', 'channels', 'chapter', 'chapters', 'character', 'characters', 'charge', 'charged', 'charger', 'chargers', 'charges', 'charging', 'charm', 'chase', 'chat', 'cheap', 'cheaper', 'cheapest', 'cheaply', 'cheapo', 'check', 'checked', 'checking', 'checkout', 'checks', 'cheep', 'cheesy', 'chess', 'chicago', 'child', 'childhood', 'children', 'childrens', 'china', 'chinese', 'chip', 'choice', 'choices', 'choir', 'choose', 'choosing', 'chose', 'chosen', 'christmas', 'chrome', 'church', 'circle', 'circuit', 'circuitry', 'circuits', 'circus', 'city', 'claim', 'claimed', 'claims', 'clamshell', 'clarify', 'clarity', 'clasp', 'class', 'classes', 'classic', 'classical', 'classics', 'classroom', 'classy', 'clean', 'cleaned', 'cleaner', 'cleaners', 'cleaning', 'cleans', 'clear', 'cleared', 'clearer', 'clearly', 'cleveland', 'clever', 'cleverly', 'click', 'clicked', 'clicking', 'clicks', 'client', 'clip', 'clipped', 'clips', 'clock', 'close', 'closed', 'closely', 'closer', 'closet', 'closure', 'cloth', 'clothes', 'cloud', 'club', 'clue', 'clueless', 'clumsy', 'clunky', 'clutter', 'cm', 'co', 'coast', 'coat', 'coating', 'coby', 'code', 'coffee', 'cold', 'collapsible', 'collected', 'collection', 'collections', 'collector', 'college', 'color', 'colored', 'colorful', 'colors', 'colour', 'com', 'combination', 'combinations', 'combine', 'combined', 'combo', 'come', 'comes', 'comfort', 'comfortable', 'comfortably', 'comic', 'comics', 'coming', 'command', 'comment', 'commentary', 'commented', 'comments', 'commercial', 'common', 'communicate', 'communication', 'communications', 'community', 'compact', 'companies', 'companion', 'company', 'comparable', 'comparative', 'compare', 'compared', 'compares', 'comparing', 'comparison', 'comparisons', 'compartment', 'compass', 'compatability', 'compatable', 'compatibility', 'compatible', 'compensate', 'compete', 'competition', 'competitive', 'competitor', 'competitors', 'complain', 'complained', 'complaining', 'complains', 'complaint', 'complaints', 'complete', 'completed', 'completely', 'complex', 'complicated', 'compliment', 'compliments', 'component', 'components', 'compressed', 'compromise', 'compulsive', 'compute', 'computer', 'computers', 'con', 'concept', 'concern', 'concerned', 'concerns', 'concert', 'concluded', 'conclusion', 'concrete', 'condition', 'conditions', 'conference', 'conferencing', 'confidence', 'confident', 'configuration', 'configurations', 'configured', 'confirm', 'confirmation', 'confirmed', 'confortable', 'confused', 'confusing', 'conjunction', 'connect', 'connected', 'connecting', 'connection', 'connections', 'connectivity', 'connector', 'connectors', 'connects', 'cons', 'conserve', 'consider', 'considerable', 'considerably', 'consideration', 'considered', 'considering', 'consistent', 'consistently', 'console', 'constant', 'constantly', 'constructed', 'construction', 'consumer', 'consumers', 'consuming', 'consumption', 'contact', 'contacted', 'contacting', 'contacts', 'contained', 'contains', 'contemplating', 'content', 'contents', 'continue', 'continued', 'continues', 'continuously', 'contrary', 'contrast', 'control', 'controlling', 'controls', 'convenience', 'convenient', 'conveniently', 'conversation', 'conversations', 'conversion', 'convert', 'converted', 'converter', 'converters', 'converting', 'convinced', 'cook', 'cooking', 'cool', 'cooler', 'copied', 'copies', 'copy', 'copying', 'copyright', 'cord', 'cordless', 'cords', 'core', 'corner', 'corners', 'correct', 'corrected', 'correction', 'correctly', 'corrupted', 'cost', 'costco', 'costly', 'costs', 'couch', 'could', 'couldnt', 'count', 'counter', 'countless', 'countries', 'country', 'county', 'couple', 'coupon', 'coupons', 'course', 'cousin', 'cover', 'coverage', 'covered', 'covering', 'covers', 'cpu', 'cr', 'crack', 'cracked', 'crackling', 'cradle', 'crane', 'crank', 'crap', 'crappy', 'crash', 'crashed', 'crashes', 'crazy', 'cream', 'create', 'created', 'creating', 'credit', 'cree', 'crippled', 'crisp', 'criteria', 'critical', 'criticism', 'crooked', 'cross', 'crossword', 'cruise', 'crystal', 'cs', 'cubicle', 'cumbersome', 'cup', 'current', 'currently', 'cursor', 'curve', 'curved', 'custom', 'customer', 'customers', 'customizable', 'customization', 'customize', 'customized', 'cut', 'cute', 'cuts', 'cutting', 'cyanogen', 'cyanogenmod', 'cycle', 'cycles', 'dad', 'daily', 'damage', 'damaged', 'damaging', 'damn', 'dance', 'dark', 'darker', 'darn', 'darned', 'dash', 'data', 'database', 'date', 'daughter', 'daughters', 'day', 'daylight', 'days', 'dc', 'de', 'dead', 'deal', 'dealer', 'dealing', 'deals', 'dealt', 'death', 'dec', 'decades', 'december', 'decent', 'decently', 'deceptive', 'decide', 'decided', 'deciding', 'decision', 'deck', 'decks', 'decrease', 'dedicated', 'deep', 'def', 'default', 'defeats', 'defect', 'defective', 'defects', 'definately', 'definitely', 'definition', 'degradation', 'degree', 'degrees', 'delay', 'delete', 'deleted', 'deleting', 'delicate', 'delighted', 'deliver', 'delivered', 'delivers', 'delivery', 'dell', 'delorme', 'demand', 'demo', 'department', 'depend', 'dependable', 'depending', 'depends', 'deployed', 'depot', 'depth', 'describe', 'described', 'description', 'deserve', 'deserves', 'design', 'designed', 'designs', 'desire', 'desired', 'desk', 'desktop', 'despite', 'destination', 'destroyed', 'detail', 'detailed', 'details', 'detected', 'determine', 'determined', 'develop', 'developed', 'developers', 'device', 'devices', 'devise', 'dial', 'dials', 'diameter', 'dictation', 'dictionary', 'didnt', 'die', 'died', 'dies', 'difference', 'differences', 'different', 'difficult', 'difficulty', 'digital', 'dim', 'dime', 'dimensions', 'dimmer', 'dinner', 'dinosaur', 'direct', 'directed', 'direction', 'directional', 'directions', 'directly', 'directory', 'directv', 'dirt', 'dirty', 'disable', 'disabled', 'disagree', 'disappeared', 'disappoint', 'disappointed', 'disappointing', 'disappointment', 'disaster', 'disc', 'discharge', 'disconnect', 'disconnected', 'disconnecting', 'discontinued', 'discount', 'discover', 'discovered', 'discription', 'discs', 'discuss', 'discussion', 'dish', 'disk', 'disks', 'dislike', 'disney', 'display', 'displayed', 'displaying', 'displayport', 'displays', 'disposable', 'dissapointed', 'dissatisfied', 'distance', 'distances', 'distant', 'distorted', 'distortion', 'diy', 'doc', 'dock', 'docking', 'docs', 'doctor', 'document', 'documentation', 'documents', 'doesnt', 'dog', 'dogs', 'dolby', 'dollar', 'dollars', 'dolphin', 'domain', 'done', 'dont', 'door', 'doors', 'double', 'doubt', 'download', 'downloaded', 'downloading', 'downloads', 'downright', 'downside', 'downsides', 'downstairs', 'dozen', 'dozens', 'dr', 'drag', 'dragging', 'drain', 'drained', 'draining', 'drains', 'dramatically', 'draw', 'drawback', 'drawbacks', 'drawer', 'drawing', 'dream', 'dresser', 'dried', 'drift', 'drill', 'drive', 'driver', 'drivers', 'drives', 'driving', 'drm', 'droid', 'drop', 'dropped', 'dropping', 'drops', 'drove', 'dry', 'drywall', 'dsl', 'dslr', 'dual', 'dud', 'due', 'dull', 'dumb', 'durability', 'durable', 'dust', 'duty', 'dvd', 'dvds', 'dvi', 'dvr', 'dx', 'dxing', 'dying', 'dynex', 'eager', 'ear', 'earbuds', 'eardrums', 'earlier', 'early', 'earphone', 'earphones', 'earpiece', 'ears', 'ease', 'easier', 'easiest', 'easily', 'east', 'easy', 'eat', 'eating', 'eats', 'ebay', 'ebook', 'ebooks', 'echo', 'economical', 'economist', 'ect', 'ed', 'edge', 'edges', 'edit', 'editing', 'edition', 'editions', 'educated', 'eee', 'effect', 'effective', 'effectively', 'effects', 'efficient', 'effort', 'eight', 'eink', 'either', 'eject', 'ejected', 'el', 'elastic', 'elderly', 'electric', 'electrical', 'electronic', 'electronics', 'elegant', 'eliminate', 'eliminated', 'elph', 'else', 'elsewhere', 'em', 'email', 'emailed', 'emails', 'embedded', 'emergency', 'employee', 'empty', 'en', 'enable', 'enabled', 'enables', 'enclosed', 'encounter', 'encountered', 'end', 'ended', 'endless', 'ends', 'energy', 'engine', 'engineer', 'engineered', 'engineering', 'engines', 'english', 'enhance', 'enhanced', 'enjoy', 'enjoyable', 'enjoyed', 'enjoying', 'enjoyment', 'enjoys', 'enlarge', 'enough', 'ensure', 'enter', 'entered', 'entering', 'entertainment', 'entire', 'entirely', 'entry', 'env', 'envelope', 'environment', 'eos', 'episodes', 'epub', 'epubs', 'equal', 'equally', 'equipment', 'equivalent', 'era', 'erase', 'ereader', 'ereaders', 'error', 'errors', 'es', 'esp', 'especially', 'essential', 'essentially', 'estimate', 'estimated', 'etc', 'eu', 'europe', 'even', 'evening', 'evenly', 'event', 'eventually', 'ever', 'every', 'everybody', 'everyday', 'everyone', 'everything', 'everytime', 'everywhere', 'evo', 'ex', 'exact', 'exactly', 'example', 'exceeded', 'exceeds', 'excel', 'excelent', 'excellant', 'excellent', 'except', 'exception', 'exceptional', 'exceptionally', 'excess', 'excessive', 'exchange', 'exchanged', 'excited', 'exciting', 'exclusively', 'excuse', 'exercise', 'exist', 'existed', 'existent', 'existing', 'exists', 'exit', 'expand', 'expandable', 'expansion', 'expect', 'expectation', 'expectations', 'expected', 'expecting', 'expense', 'expensive', 'experience', 'experienced', 'experiences', 'experiencing', 'expert', 'expired', 'explain', 'explained', 'explanation', 'explorer', 'expodisc', 'exposed', 'exposure', 'express', 'expressed', 'extend', 'extended', 'extenders', 'extending', 'extends', 'extension', 'extensions', 'extensive', 'extensively', 'exterior', 'external', 'extra', 'extras', 'extreme', 'extremely', 'eye', 'eyes', 'fabric', 'fabulous', 'face', 'facebook', 'faces', 'facing', 'fact', 'factor', 'factors', 'factory', 'fade', 'fail', 'failed', 'failing', 'fails', 'failure', 'failures', 'faint', 'fair', 'fairly', 'fairness', 'faithful', 'fall', 'fallen', 'falling', 'falls', 'false', 'familiar', 'family', 'fan', 'fancy', 'fans', 'fantastic', 'far', 'fashion', 'fashioned', 'fast', 'fasteners', 'faster', 'fastest', 'fat', 'father', 'fathers', 'fatigue', 'fault', 'faulty', 'faux', 'favor', 'favorite', 'fax', 'fear', 'feature', 'features', 'feb', 'february', 'fedex', 'fee', 'feedback', 'feel', 'feeling', 'feelings', 'feels', 'fees', 'feet', 'fell', 'fellow', 'felt', 'female', 'fence', 'fenix', 'fentonauthor', 'ferrite', 'fewer', 'fi', 'fiance', 'fiction', 'fiddle', 'fiddling', 'fidelity', 'field', 'fifteen', 'fifth', 'fifty', 'fight', 'fighting', 'figure', 'figured', 'figures', 'figuring', 'file', 'files', 'fill', 'filled', 'filling', 'fills', 'film', 'filmed', 'films', 'filter', 'filters', 'final', 'finally', 'find', 'finder', 'finding', 'finds', 'fine', 'finger', 'fingerprints', 'fingers', 'fingertips', 'finish', 'finished', 'finishing', 'finn', 'fire', 'firefox', 'fireplace', 'fires', 'firm', 'firmly', 'firmware', 'first', 'fish', 'fishing', 'fit', 'fits', 'fitted', 'fitting', 'five', 'fix', 'fixed', 'fixes', 'fixing', 'flaky', 'flap', 'flash', 'flashdrive', 'flashed', 'flashes', 'flashing', 'flashlight', 'flashlights', 'flat', 'flatscreen', 'flaw', 'flawless', 'flawlessly', 'flaws', 'fledged', 'flex', 'flexibility', 'flexible', 'flick', 'flicker', 'flickering', 'flight', 'flights', 'flimsy', 'flip', 'flipped', 'flipping', 'floor', 'florida', 'flow', 'fluid', 'flush', 'fly', 'flying', 'fm', 'foam', 'focus', 'fold', 'folded', 'folder', 'folders', 'folding', 'folds', 'folio', 'folks', 'follow', 'followed', 'following', 'follows', 'font', 'fonts', 'food', 'fool', 'fooled', 'foot', 'football', 'footprint', 'force', 'forced', 'foreign', 'foremost', 'forever', 'forget', 'forgot', 'forgotten', 'form', 'format', 'formats', 'formatted', 'formatting', 'former', 'formerly', 'forms', 'forth', 'fortunately', 'fortune', 'forty', 'forum', 'forums', 'forward', 'foster', 'found', 'four', 'fourth', 'fps', 'fraction', 'fragile', 'frame', 'frames', 'frankly', 'free', 'freely', 'frees', 'freeze', 'freezes', 'freezing', 'frequencies', 'frequency', 'frequent', 'frequently', 'fresh', 'friday', 'fridays', 'fried', 'friend', 'friendly', 'friends', 'frills', 'front', 'froze', 'frozen', 'fruit', 'frustrate', 'frustrated', 'frustrating', 'frustration', 'ft', 'fulfilled', 'full', 'fully', 'fun', 'function', 'functional', 'functionality', 'functionally', 'functioned', 'functioning', 'functions', 'funds', 'funny', 'furniture', 'furthermore', 'fuse', 'fuss', 'future', 'fuzzy', 'fyi', 'gadget', 'gadgets', 'gain', 'galaxy', 'gallery', 'game', 'games', 'gaming', 'gap', 'garage', 'garbage', 'garden', 'garmin', 'gas', 'gate', 'gathering', 'gave', 'gb', 'ge', 'gear', 'gears', 'geek', 'geeks', 'gem', 'gen', 'general', 'generally', 'generated', 'generation', 'generations', 'generic', 'gentle', 'gently', 'genuine', 'geographic', 'george', 'gestures', 'get', 'gets', 'getting', 'ghost', 'ghosting', 'ghz', 'giant', 'gift', 'gifts', 'gig', 'gigs', 'gingerbread', 'girl', 'girlfriend', 'give', 'given', 'gives', 'giving', 'gizmo', 'glad', 'gladly', 'glance', 'glare', 'glares', 'glass', 'glasses', 'glitch', 'glitches', 'glossy', 'glove', 'glow', 'glowing', 'glowlight', 'glue', 'glued', 'gmail', 'go', 'goal', 'god', 'goes', 'going', 'gold', 'golf', 'gone', 'gonna', 'good', 'goodies', 'goodness', 'goods', 'google', 'gopro', 'gorgeous', 'got', 'gotta', 'gotten', 'gps', 'gr', 'grab', 'grabbed', 'grade', 'graffiti', 'grand', 'grandaughter', 'grandchildren', 'granddaughter', 'grandkids', 'grandma', 'grandson', 'grandsons', 'granted', 'graphic', 'graphics', 'gray', 'grease', 'great', 'greater', 'greatest', 'greatly', 'greedy', 'green', 'grew', 'grey', 'grip', 'gripe', 'grossly', 'ground', 'grounded', 'grounding', 'group', 'groups', 'grow', 'growing', 'grown', 'grundig', 'gs', 'gsm', 'gtx', 'guarantee', 'guaranteed', 'guard', 'guess', 'guessing', 'guide', 'guides', 'guitar', 'gutenberg', 'guy', 'guys', 'gym', 'ha', 'habit', 'hack', 'hacking', 'hacksaw', 'haha', 'hair', 'half', 'halfway', 'hall', 'hand', 'handbrake', 'handed', 'handful', 'handheld', 'handle', 'handled', 'handles', 'handling', 'hands', 'handspring', 'handwriting', 'handy', 'hang', 'hanging', 'hangs', 'happen', 'happened', 'happening', 'happens', 'happier', 'happily', 'happy', 'hard', 'hardcover', 'harder', 'hardest', 'hardly', 'hardware', 'harry', 'hassle', 'hate', 'hated', 'havent', 'hawaii', 'hcs', 'hd', 'hdmi', 'hdtv', 'hdtvs', 'head', 'headache', 'headaches', 'headband', 'headed', 'heading', 'headphone', 'headphones', 'heads', 'headset', 'headsets', 'hear', 'heard', 'hearing', 'heart', 'hearts', 'heat', 'heaven', 'heavier', 'heavily', 'heavy', 'heck', 'height', 'held', 'hell', 'hello', 'help', 'helped', 'helper', 'helpful', 'helping', 'helps', 'hence', 'hero', 'hesitant', 'hesitate', 'hesitation', 'hex', 'hey', 'hf', 'hh', 'hi', 'hidden', 'hide', 'hides', 'high', 'higher', 'highest', 'highlight', 'highlighted', 'highlighting', 'highlights', 'highly', 'highway', 'hike', 'hiking', 'hinged', 'hinges', 'hint', 'hiss', 'hissing', 'history', 'hit', 'hitch', 'hits', 'hitting', 'hmmm', 'hobby', 'hold', 'holder', 'holders', 'holding', 'holds', 'hole', 'holes', 'holiday', 'holidays', 'holm', 'home', 'homework', 'honest', 'honestly', 'honeycomb', 'honor', 'hook', 'hooked', 'hooking', 'hookup', 'hope', 'hoped', 'hopefully', 'hopes', 'hoping', 'horizontal', 'horrible', 'horribly', 'horse', 'horsepower', 'host', 'hot', 'hotel', 'hotspot', 'hotspots', 'hotsync', 'hour', 'hours', 'house', 'household', 'housing', 'howard', 'however', 'hp', 'hr', 'hrs', 'hs', 'htc', 'html', 'htpc', 'http', 'hubby', 'hubs', 'huck', 'huckleberry', 'huge', 'hulu', 'hum', 'human', 'humidity', 'humming', 'hundred', 'hundreds', 'hung', 'hunt', 'hurry', 'hurt', 'husband', 'husbands', 'hx', 'hybrid', 'hype', 'hz', 'ice', 'icf', 'icon', 'icons', 'id', 'idea', 'ideal', 'ideally', 'ideas', 'identical', 'identify', 'idiot', 'idle', 'ie', 'ignore', 'ignored', 'iguidance', 'ii', 'iii', 'iiic', 'iiix', 'iiixe', 'il', 'ill', 'illustrations', 'im', 'imac', 'image', 'images', 'imaginable', 'imagine', 'immediate', 'immediately', 'imo', 'impact', 'impaired', 'implemented', 'implies', 'import', 'important', 'importantly', 'imported', 'impossible', 'impressed', 'impression', 'impressions', 'impressive', 'improve', 'improved', 'improvement', 'improvements', 'improves', 'inability', 'inaccurate', 'inadequate', 'inadvertently', 'inch', 'inches', 'include', 'included', 'includes', 'including', 'incompatible', 'inconvenience', 'inconvenient', 'incorrect', 'incorrectly', 'increase', 'increased', 'increases', 'increasing', 'increasingly', 'incredible', 'incredibly', 'indeed', 'independent', 'index', 'india', 'indicate', 'indicated', 'indicating', 'indication', 'indicator', 'individual', 'individually', 'indoors', 'industry', 'inexpensive', 'inferior', 'info', 'information', 'informed', 'ing', 'initial', 'initially', 'ink', 'inner', 'input', 'inputs', 'insane', 'insert', 'inserted', 'inserting', 'inside', 'inspire', 'install', 'installation', 'installed', 'installer', 'installing', 'installs', 'instance', 'instant', 'instantly', 'instead', 'instructed', 'instruction', 'instructions', 'instrument', 'insure', 'intact', 'integrated', 'intel', 'intend', 'intended', 'intense', 'intent', 'intention', 'interaction', 'interactive', 'interest', 'interested', 'interesting', 'interface', 'interfaces', 'interfere', 'interference', 'interior', 'intermittent', 'internal', 'internally', 'international', 'internet', 'interstate', 'interviews', 'intrigued', 'introduce', 'introduced', 'intuitive', 'invaluable', 'inventory', 'invest', 'invested', 'investing', 'investment', 'involved', 'involves', 'ion', 'ipad', 'ipads', 'ipaq', 'iphone', 'iphones', 'ipod', 'ipods', 'ips', 'ir', 'irritated', 'irritating', 'island', 'isnt', 'issue', 'issued', 'issues', 'item', 'items', 'itouch', 'itunes', 'ive', 'jabra', 'jack', 'jacks', 'jam', 'jan', 'january', 'japan', 'java', 'jeff', 'jefferson', 'jelly', 'jellybean', 'jet', 'jewel', 'jj', 'job', 'jobs', 'jobsite', 'jockey', 'jodie', 'joe', 'john', 'johnny', 'join', 'joint', 'joints', 'joke', 'jornada', 'jot', 'journal', 'joy', 'jpg', 'judge', 'juice', 'july', 'jumbled', 'jump', 'jumping', 'jumpy', 'june', 'junk', 'junkie', 'justified', 'justify', 'kat', 'kate', 'keep', 'keeper', 'keeping', 'keeps', 'kept', 'key', 'keyboard', 'keychain', 'keypad', 'keys', 'khz', 'kicked', 'kicking', 'kid', 'kidding', 'kids', 'kill', 'killed', 'killer', 'killing', 'kills', 'kind', 'kinda', 'kindel', 'kindle', 'kindles', 'kinds', 'king', 'kingston', 'kit', 'kitchen', 'kitkat', 'kits', 'kitty', 'kmart', 'knew', 'knob', 'knobs', 'knock', 'knocked', 'know', 'knowing', 'knowledge', 'knowledgeable', 'known', 'knows', 'kobo', 'kodak', 'korea', 'korean', 'kudos', 'la', 'label', 'labeled', 'labeling', 'labels', 'lack', 'lacking', 'lacks', 'lady', 'lag', 'lags', 'laid', 'lake', 'lame', 'lamp', 'land', 'landscape', 'lane', 'language', 'languages', 'lanyard', 'lap', 'laptop', 'laptops', 'large', 'larger', 'largest', 'laser', 'laserdisc', 'last', 'lasted', 'lasting', 'lastly', 'lasts', 'latch', 'late', 'lately', 'later', 'latest', 'latitude', 'laugh', 'launcher', 'law', 'lay', 'laying', 'layout', 'lazy', 'lb', 'lbs', 'lcd', 'le', 'lead', 'leading', 'leads', 'lean', 'leaning', 'learn', 'learned', 'learning', 'least', 'leather', 'leave', 'leaves', 'leaving', 'lecture', 'lectures', 'led', 'left', 'lefties', 'lefty', 'leg', 'legal', 'legally', 'leisure', 'lemon', 'lend', 'lendable', 'lending', 'lendme', 'length', 'lengths', 'lenovo', 'lens', 'lenses', 'lent', 'less', 'lesser', 'lesson', 'let', 'lets', 'letter', 'letters', 'letting', 'level', 'leveling', 'levels', 'lg', 'li', 'libraries', 'library', 'lie', 'lied', 'lies', 'life', 'lifesaver', 'lifespan', 'lifetime', 'lift', 'light', 'lighted', 'lighter', 'lighting', 'lights', 'lightweight', 'like', 'liked', 'likely', 'likes', 'likewise', 'liking', 'lil', 'limit', 'limitation', 'limitations', 'limited', 'limits', 'line', 'lined', 'lines', 'lining', 'link', 'linked', 'links', 'linux', 'liquid', 'list', 'listed', 'listen', 'listened', 'listener', 'listening', 'listens', 'listing', 'listings', 'lists', 'lit', 'lite', 'literally', 'literati', 'literature', 'lithium', 'little', 'live', 'lived', 'lives', 'living', 'lmt', 'lo', 'load', 'loaded', 'loading', 'loads', 'loan', 'loaned', 'local', 'locally', 'locate', 'located', 'location', 'locations', 'lock', 'locked', 'locking', 'locks', 'log', 'logged', 'logger', 'logging', 'logical', 'logo', 'lol', 'london', 'long', 'longer', 'longevity', 'look', 'looked', 'looking', 'looks', 'loop', 'loose', 'loosely', 'loosen', 'loosened', 'loosening', 'loosing', 'lose', 'loses', 'losing', 'loss', 'lost', 'lot', 'lots', 'loud', 'louder', 'lousy', 'love', 'loved', 'lovely', 'lover', 'loves', 'loving', 'low', 'lower', 'lowered', 'lowest', 'loyal', 'lp', 'lps', 'luck', 'luckily', 'lucky', 'lug', 'luggage', 'lugging', 'lumen', 'lumens', 'lumia', 'lunch', 'luv', 'lying', 'mac', 'macbook', 'machine', 'machines', 'mad', 'made', 'magazine', 'magazines', 'magellan', 'magic', 'magnet', 'magnetic', 'magnets', 'mah', 'mail', 'mailing', 'mails', 'main', 'mainly', 'maintain', 'maintenance', 'major', 'majority', 'make', 'maker', 'makes', 'making', 'male', 'malfunctioning', 'man', 'manage', 'managed', 'management', 'manager', 'maneuver', 'manner', 'manual', 'manually', 'manuals', 'manufacture', 'manufactured', 'manufacturer', 'manufacturers', 'manufacturing', 'many', 'map', 'maps', 'march', 'margins', 'mark', 'marked', 'market', 'marketed', 'marketing', 'marketplace', 'marks', 'mart', 'mary', 'mas', 'mass', 'massive', 'master', 'mastered', 'match', 'matched', 'matches', 'matching', 'material', 'materials', 'matrix', 'matte', 'matter', 'matters', 'max', 'maxell', 'maximum', 'maxwell', 'may', 'maybe', 'mb', 'mcdonalds', 'mcnally', 'mdr', 'mean', 'meaning', 'means', 'meant', 'measure', 'measured', 'measuring', 'mechanical', 'mechanism', 'media', 'mediocre', 'medium', 'meet', 'meeting', 'meetings', 'meets', 'meg', 'mega', 'member', 'members', 'membership', 'memo', 'memories', 'memory', 'memos', 'mention', 'mentioned', 'mentioning', 'menu', 'menus', 'mess', 'message', 'messages', 'messed', 'messing', 'met', 'metal', 'meter', 'method', 'methods', 'metro', 'mexico', 'mgm', 'mhz', 'mi', 'mic', 'micro', 'microphone', 'microphones', 'microsd', 'microsdhc', 'microsoft', 'microusb', 'mics', 'mid', 'middle', 'mifi', 'might', 'mighty', 'mike', 'mile', 'mileage', 'miles', 'million', 'min', 'mind', 'mine', 'mini', 'minimal', 'minimum', 'minor', 'mins', 'mint', 'minus', 'minute', 'minutes', 'mirror', 'mis', 'misleading', 'miss', 'missed', 'missing', 'mistake', 'mistakes', 'mix', 'mixed', 'mm', 'mo', 'mobi', 'mobile', 'mobility', 'mobilon', 'mod', 'mode', 'model', 'models', 'modem', 'moderate', 'modern', 'modes', 'modification', 'modified', 'modify', 'modifying', 'moisture', 'moleskin', 'moleskine', 'moleskines', 'mom', 'moment', 'moments', 'monday', 'money', 'monitor', 'monitors', 'mono', 'monster', 'month', 'monthly', 'months', 'mood', 'morning', 'mornings', 'mortar', 'mostly', 'mother', 'motherboard', 'motion', 'motorola', 'mount', 'mountains', 'mounted', 'mounting', 'mounts', 'mouse', 'mouth', 'move', 'moved', 'movement', 'moves', 'movie', 'movies', 'moving', 'mp', 'mph', 'ms', 'much', 'muddy', 'muffled', 'multi', 'multiple', 'music', 'musical', 'musician', 'must', 'mute', 'muy', 'mx', 'name', 'named', 'names', 'nano', 'narrow', 'nasty', 'national', 'native', 'natural', 'naturally', 'nature', 'navigate', 'navigating', 'navigation', 'nc', 'nd', 'near', 'nearby', 'nearest', 'nearly', 'neat', 'neatly', 'necessarily', 'necessary', 'necessity', 'neck', 'necklace', 'need', 'needed', 'needing', 'needless', 'needs', 'negative', 'negatives', 'neighbor', 'neighborhood', 'neither', 'nervous', 'net', 'netbook', 'netflix', 'network', 'networking', 'networks', 'never', 'new', 'newer', 'newest', 'news', 'newspaper', 'newspapers', 'next', 'nexus', 'nice', 'nicely', 'nicer', 'niece', 'nifty', 'night', 'nightmare', 'nights', 'nightstand', 'nikon', 'nine', 'nobel', 'noble', 'nobles', 'nobody', 'noise', 'noises', 'noisy', 'nokia', 'non', 'none', 'nonetheless', 'nonsense', 'nook', 'nookbooks', 'nookcolor', 'nooks', 'nope', 'normal', 'normally', 'north', 'notable', 'notch', 'note', 'notebook', 'notebooks', 'noted', 'notepad', 'notepads', 'notes', 'nothing', 'notice', 'noticeable', 'noticed', 'nov', 'novatel', 'novel', 'novels', 'november', 'novice', 'nowhere', 'npr', 'nst', 'nt', 'nuisance', 'null', 'nullification', 'number', 'numbers', 'numerous', 'nut', 'nuts', 'nuvi', 'ny', 'object', 'obsolete', 'obtain', 'obvious', 'obviously', 'occasion', 'occasional', 'occasionally', 'occasions', 'occur', 'oct', 'october', 'odd', 'oem', 'offer', 'offered', 'offering', 'offers', 'office', 'official', 'offset', 'often', 'oh', 'ok', 'okay', 'ol', 'old', 'older', 'olympus', 'onboard', 'one', 'ones', 'online', 'onscreen', 'onto', 'open', 'opened', 'opening', 'opens', 'opera', 'operate', 'operated', 'operates', 'operating', 'operation', 'opinion', 'opinions', 'opportunity', 'opposed', 'opposite', 'opted', 'optical', 'optimized', 'optimum', 'option', 'optional', 'options', 'orange', 'order', 'ordered', 'ordering', 'orders', 'ordinary', 'organization', 'organize', 'organized', 'organizer', 'orientation', 'original', 'originally', 'os', 'ot', 'ota', 'others', 'otherwise', 'ought', 'outdated', 'outdoor', 'outdoors', 'outer', 'outlet', 'outlets', 'outlook', 'output', 'outrageous', 'outside', 'outstanding', 'overall', 'overcome', 'overdrive', 'overlook', 'overly', 'overnight', 'overpriced', 'overseas', 'owl', 'owned', 'owner', 'owners', 'ownership', 'owning', 'owns', 'oxide', 'oz', 'pack', 'package', 'packaged', 'packages', 'packaging', 'packed', 'packing', 'packs', 'pad', 'padded', 'padding', 'pads', 'page', 'pages', 'paid', 'pain', 'painful', 'paint', 'pair', 'pairs', 'palm', 'pan', 'panasonic', 'pandora', 'panel', 'paper', 'paperback', 'papers', 'paperweight', 'par', 'para', 'paragraph', 'parental', 'parents', 'park', 'part', 'partial', 'partially', 'particular', 'particularly', 'partly', 'partner', 'parts', 'party', 'pass', 'passage', 'passages', 'passed', 'password', 'past', 'patch', 'path', 'patience', 'patient', 'patio', 'pattern', 'patterns', 'pause', 'pay', 'payed', 'paying', 'payment', 'paypal', 'pc', 'pcs', 'pda', 'pdf', 'pdfs', 'peace', 'pearl', 'pen', 'pencil', 'penny', 'people', 'per', 'perfect', 'perfectly', 'perform', 'performance', 'performed', 'performing', 'performs', 'perhaps', 'period', 'periodicals', 'periods', 'permanent', 'permanently', 'person', 'personal', 'personalize', 'personally', 'phase', 'phenomenal', 'philips', 'phillips', 'phone', 'phones', 'photo', 'photographer', 'photography', 'photos', 'photoshop', 'physical', 'physically', 'piano', 'pic', 'pick', 'picked', 'picking', 'picks', 'pickup', 'picky', 'pics', 'picture', 'pictured', 'pictures', 'piece', 'pieces', 'pill', 'pilot', 'pin', 'pinch', 'pink', 'pixel', 'pixels', 'place', 'placed', 'placement', 'places', 'placing', 'plain', 'plan', 'plane', 'planned', 'planning', 'plasma', 'plastic', 'plate', 'platform', 'play', 'playback', 'playboy', 'played', 'player', 'players', 'playing', 'plays', 'pleasant', 'pleasantly', 'please', 'pleased', 'pleasing', 'pleasure', 'plenty', 'plot', 'plug', 'plugged', 'plugging', 'plugin', 'plugs', 'plunge', 'plus', 'pm', 'pocket', 'pockets', 'pod', 'podcasts', 'point', 'pointed', 'pointer', 'pointless', 'points', 'policy', 'polk', 'polly', 'pool', 'poor', 'poorly', 'pop', 'popped', 'popping', 'pops', 'popular', 'porch', 'port', 'portability', 'portable', 'portion', 'portrait', 'ports', 'position', 'positioned', 'positions', 'positive', 'possibilities', 'possibility', 'possible', 'possibly', 'post', 'postal', 'posted', 'potential', 'potter', 'pouch', 'pound', 'pounds', 'power', 'powered', 'powerful', 'powering', 'powerpoint', 'practical', 'practically', 'practice', 'praise', 'pre', 'precious', 'precise', 'predecessor', 'prefer', 'preference', 'preferred', 'premium', 'prepared', 'present', 'presentation', 'presented', 'presents', 'preset', 'presets', 'press', 'pressed', 'pressing', 'pressure', 'pretend', 'pretty', 'prevent', 'prevented', 'prevents', 'previous', 'previously', 'price', 'priced', 'priceless', 'prices', 'pricey', 'pricing', 'primarily', 'primary', 'prime', 'print', 'printed', 'printer', 'prints', 'prior', 'priority', 'prize', 'pro', 'probably', 'problem', 'problematic', 'problems', 'procedure', 'proceeded', 'process', 'processor', 'produce', 'produced', 'produces', 'producing', 'product', 'production', 'products', 'professional', 'profile', 'profiles', 'program', 'programmed', 'programming', 'programs', 'progress', 'project', 'projector', 'projects', 'promise', 'promised', 'promises', 'prompt', 'promptly', 'prone', 'proof', 'prop', 'proper', 'properly', 'property', 'proprietary', 'pros', 'protect', 'protected', 'protecting', 'protection', 'protective', 'protector', 'protectors', 'protects', 'proved', 'proven', 'provide', 'provided', 'provider', 'provides', 'providing', 'prs', 'ps', 'pub', 'public', 'published', 'publisher', 'publishers', 'pull', 'pulled', 'pulling', 'pulls', 'puppy', 'purchase', 'purchased', 'purchases', 'purchasing', 'pure', 'purely', 'purple', 'purpose', 'purposes', 'purse', 'push', 'pushed', 'pushing', 'put', 'puts', 'putting', 'puzzles', 'qualities', 'quality', 'quarter', 'que', 'question', 'questionable', 'questions', 'quick', 'quicker', 'quickly', 'quiet', 'quirky', 'quit', 'quite', 'quote', 'rabbit', 'rack', 'radio', 'radios', 'rain', 'raise', 'raised', 'ram', 'ran', 'rand', 'random', 'randomly', 'range', 'rapcap', 'rare', 'rarely', 'rate', 'rated', 'rates', 'rather', 'rating', 'ratings', 'ratio', 'rave', 'ray', 'razr', 'rc', 'rca', 'rd', 'reach', 'reached', 'read', 'readability', 'readable', 'reader', 'readers', 'readily', 'reading', 'readings', 'reads', 'ready', 'real', 'reality', 'realize', 'realized', 'realizing', 'really', 'rear', 'reason', 'reasonable', 'reasonably', 'reasons', 'reboot', 'rebooted', 'rebooting', 'rec', 'recall', 'reccomend', 'reccommend', 'receipt', 'receive', 'received', 'receiver', 'receivers', 'receives', 'receiving', 'recent', 'recently', 'receptacle', 'reception', 'recessed', 'rechargable', 'recharge', 'rechargeable', 'rechargeables', 'rechargeble', 'recharged', 'recharges', 'recharging', 'recieved', 'reciever', 'recipient', 'recliner', 'recognition', 'recognize', 'recognized', 'recognizes', 'recomend', 'recomiendo', 'recommend', 'recommendation', 'recommended', 'recommends', 'record', 'recorded', 'recorder', 'recorders', 'recording', 'recordings', 'records', 'red', 'reduce', 'reduced', 'reduces', 'reducing', 'reduction', 'reel', 'reference', 'references', 'referred', 'reflective', 'reflects', 'refresh', 'refund', 'refunded', 'refurb', 'refurbished', 'refuse', 'refused', 'regard', 'regarding', 'regardless', 'regards', 'register', 'registered', 'registration', 'regret', 'regretted', 'regular', 'regularly', 'related', 'relationship', 'relative', 'relatively', 'relatives', 'relax', 'release', 'released', 'releases', 'releasing', 'reliability', 'reliable', 'reliably', 'reluctant', 'rely', 'remarkable', 'remedy', 'remember', 'reminded', 'reminds', 'remote', 'removable', 'removal', 'remove', 'removed', 'removing', 'rendering', 'rent', 'rental', 'reorder', 'rep', 'repair', 'repaired', 'repairs', 'repeat', 'repeated', 'repeatedly', 'replace', 'replaceable', 'replaced', 'replacement', 'replacements', 'replacing', 'replay', 'reply', 'report', 'reported', 'reporter', 'reporting', 'reports', 'representative', 'represented', 'represents', 'reproduction', 'reps', 'reputation', 'request', 'requested', 'require', 'required', 'requirement', 'requirements', 'requires', 'requiring', 'reread', 'research', 'researched', 'researching', 'reserved', 'reset', 'resetting', 'resist', 'resistant', 'resolution', 'resolutions', 'resolve', 'resolved', 'respect', 'respond', 'responded', 'responding', 'responds', 'response', 'responses', 'responsibility', 'responsive', 'responsiveness', 'rest', 'restart', 'restarted', 'restaurant', 'restocking', 'restore', 'restored', 'restricted', 'restriction', 'restrictions', 'restrictive', 'result', 'resulted', 'resulting', 'results', 'retail', 'retailer', 'retailers', 'retain', 'retrieve', 'retro', 'return', 'returned', 'returning', 'returns', 'reverse', 'review', 'reviewed', 'reviewer', 'reviewers', 'reviewing', 'reviews', 'rewind', 'rewinding', 'rf', 'ribbon', 'rich', 'rid', 'ride', 'rides', 'ridiculous', 'ridiculously', 'riding', 'rig', 'right', 'rights', 'rigid', 'rim', 'ring', 'rings', 'ringtones', 'rip', 'ripoff', 'ripped', 'risk', 'river', 'rma', 'road', 'roads', 'robust', 'rock', 'rocket', 'rocks', 'rod', 'roku', 'role', 'roll', 'rolling', 'rolls', 'rom', 'romance', 'roms', 'room', 'rooms', 'root', 'rooted', 'rooting', 'rot', 'rotate', 'rotation', 'rough', 'roughly', 'round', 'rounded', 'route', 'router', 'routes', 'routing', 'rs', 'rubber', 'rubberized', 'rubbing', 'rugged', 'ruin', 'ruined', 'ruining', 'rule', 'run', 'running', 'runs', 'runtime', 'rural', 'russian', 'rv', 'sa', 'sad', 'sadly', 'safe', 'safely', 'safety', 'sag', 'sagging', 'sags', 'said', 'sale', 'sales', 'salesman', 'salesperson', 'salt', 'sample', 'samples', 'samsung', 'san', 'sandisk', 'sandwich', 'sangean', 'santa', 'sanyo', 'sat', 'satellite', 'satellites', 'satisfaction', 'satisfactory', 'satisfied', 'satisfy', 'save', 'saved', 'saver', 'savers', 'saves', 'saving', 'savior', 'savvy', 'saw', 'sawyer', 'say', 'saying', 'says', 'sc', 'scale', 'scan', 'scanned', 'scanner', 'scared', 'scene', 'scenery', 'scenes', 'schedule', 'school', 'score', 'scrabble', 'scratch', 'scratched', 'scratches', 'screen', 'screens', 'screensaver', 'screensavers', 'screw', 'screwdriver', 'screwed', 'screws', 'script', 'scroll', 'scrolling', 'sd', 'sdhc', 'se', 'seal', 'sealed', 'seamless', 'search', 'searched', 'searching', 'seat', 'second', 'seconds', 'section', 'sections', 'secure', 'secured', 'securely', 'security', 'see', 'seeing', 'seeking', 'seem', 'seemed', 'seems', 'seen', 'sees', 'seldom', 'select', 'selected', 'selecting', 'selection', 'selections', 'selectivity', 'self', 'sell', 'seller', 'sellers', 'selling', 'sells', 'semi', 'sena', 'send', 'sender', 'sending', 'sense', 'sensitive', 'sensitivity', 'sent', 'sentence', 'separate', 'separated', 'separately', 'seperate', 'september', 'serial', 'series', 'serious', 'seriously', 'serve', 'served', 'server', 'servers', 'serves', 'service', 'services', 'sessions', 'set', 'sets', 'setting', 'settings', 'settle', 'settled', 'setup', 'setups', 'seven', 'several', 'severe', 'sex', 'sexy', 'sf', 'sgh', 'shack', 'shade', 'shame', 'shape', 'shaped', 'share', 'sharing', 'sharp', 'sharper', 'sharpness', 'sheet', 'sheets', 'shelf', 'shell', 'shelves', 'sherman', 'shielded', 'shiny', 'ship', 'shipment', 'shipped', 'shipping', 'ships', 'shock', 'shocked', 'shoot', 'shooting', 'shop', 'shopped', 'shopping', 'short', 'shortcomings', 'shorter', 'shortly', 'shortwave', 'shot', 'shots', 'shoulder', 'show', 'showed', 'shower', 'showers', 'showing', 'shown', 'shows', 'shut', 'shutoff', 'shuts', 'side', 'sideload', 'sideloaded', 'sideloading', 'sides', 'sideways', 'sight', 'sign', 'signal', 'signals', 'signed', 'significant', 'significantly', 'signs', 'silicone', 'silly', 'silver', 'similar', 'similarly', 'simple', 'simplicity', 'simply', 'simultaneously', 'since', 'sing', 'singing', 'single', 'sink', 'sister', 'sit', 'site', 'sites', 'sits', 'sitting', 'situation', 'situations', 'six', 'size', 'sized', 'sizes', 'skeptical', 'sketch', 'skills', 'skin', 'skip', 'skipped', 'skipping', 'skips', 'sky', 'skype', 'sleek', 'sleep', 'sleeping', 'sleeve', 'sleeves', 'slide', 'slider', 'slides', 'sliding', 'slight', 'slightest', 'slightly', 'slim', 'slimmer', 'slip', 'slit', 'slot', 'slots', 'slow', 'slower', 'slowly', 'slp', 'slr', 'sluggish', 'small', 'smaller', 'smart', 'smartphone', 'smell', 'smile', 'smoke', 'smooth', 'smoothly', 'snap', 'snapped', 'snappy', 'snaps', 'snow', 'snug', 'snugly', 'soap', 'social', 'socket', 'soft', 'software', 'solar', 'sold', 'solid', 'solidly', 'solution', 'solutions', 'solve', 'solved', 'solves', 'somebody', 'somehow', 'someone', 'something', 'sometime', 'sometimes', 'somewhat', 'somewhere', 'son', 'song', 'songs', 'sons', 'sony', 'soo', 'soon', 'sooner', 'sooo', 'soooo', 'sophisticated', 'sorely', 'sorry', 'sort', 'sorts', 'sound', 'sounded', 'sounding', 'sounds', 'source', 'sources', 'south', 'sp', 'space', 'spacers', 'spacing', 'spade', 'spanish', 'spare', 'speak', 'speaker', 'speakers', 'speaking', 'special', 'specially', 'specific', 'specifically', 'specifications', 'specified', 'specs', 'spectacular', 'speech', 'speed', 'speeds', 'speedy', 'spelling', 'spend', 'spending', 'spent', 'spills', 'spin', 'spine', 'spinning', 'splashed', 'split', 'spoke', 'spoken', 'sports', 'spot', 'spots', 'spouse', 'spray', 'spring', 'sprint', 'square', 'sr', 'sriii', 'st', 'stable', 'stack', 'staff', 'stage', 'stall', 'stand', 'standard', 'standards', 'standby', 'standing', 'stands', 'staples', 'star', 'staring', 'stars', 'start', 'started', 'starter', 'starting', 'starts', 'state', 'stated', 'statement', 'states', 'static', 'stating', 'station', 'stations', 'stay', 'stayed', 'staying', 'stays', 'steady', 'steal', 'steam', 'steel', 'stellar', 'step', 'steps', 'stereo', 'stethoscope', 'stick', 'sticker', 'sticking', 'sticks', 'sticky', 'stiff', 'stil', 'still', 'stinks', 'stitching', 'stock', 'stolen', 'stood', 'stop', 'stopped', 'stopping', 'stops', 'storage', 'store', 'stored', 'stores', 'stories', 'storing', 'storms', 'story', 'str', 'straight', 'straightforward', 'strain', 'straining', 'strange', 'strap', 'straps', 'strategy', 'streaks', 'stream', 'streaming', 'streamlight', 'street', 'streets', 'strength', 'stress', 'stretch', 'string', 'stripped', 'strips', 'strong', 'stronger', 'strongly', 'structure', 'struggle', 'struggled', 'struggles', 'stuck', 'stud', 'student', 'students', 'studio', 'studs', 'study', 'stuff', 'stumbled', 'stunning', 'stupid', 'sturdier', 'sturdy', 'style', 'styles', 'styli', 'styling', 'stylish', 'stylus', 'sub', 'subject', 'subscription', 'subscriptions', 'subsequent', 'substantial', 'substitute', 'subtle', 'subway', 'success', 'successful', 'successfully', 'suck', 'sucked', 'sucker', 'sucks', 'suction', 'sudden', 'suddenly', 'sudoku', 'suede', 'suffer', 'suffered', 'sufficient', 'suggest', 'suggested', 'suggesting', 'suggestion', 'suggestions', 'suggests', 'suit', 'suitable', 'suited', 'suits', 'sum', 'summary', 'summer', 'sun', 'sunday', 'sunglasses', 'sunlight', 'sunny', 'super', 'superadio', 'superb', 'superior', 'superradio', 'supervisor', 'supplement', 'supplied', 'supplier', 'suppliers', 'supplies', 'supply', 'support', 'supported', 'supporting', 'supports', 'suppose', 'supposed', 'supposedly', 'sure', 'surefire', 'surely', 'surf', 'surface', 'surfing', 'surge', 'surprise', 'surprised', 'surprises', 'surprising', 'surprisingly', 'surround', 'survive', 'survived', 'suspect', 'sw', 'swap', 'swapped', 'sway', 'swear', 'sweet', 'swing', 'swings', 'swipe', 'switch', 'switched', 'switches', 'switching', 'swivel', 'swivels', 'symbol', 'sync', 'synchronize', 'syncing', 'system', 'systems', 'tab', 'table', 'tablet', 'tablets', 'tabs', 'tactical', 'tactile', 'tad', 'tag', 'take', 'taken', 'takes', 'taking', 'tale', 'talk', 'talked', 'talking', 'talks', 'tall', 'tap', 'tape', 'taped', 'tapes', 'taping', 'tapping', 'target', 'task', 'tasks', 'taste', 'tax', 'tdk', 'teach', 'teacher', 'tear', 'tech', 'technical', 'technically', 'technician', 'technique', 'techno', 'technologically', 'technology', 'techs', 'tedious', 'teen', 'teenager', 'teeny', 'telephone', 'television', 'televisions', 'tell', 'telling', 'tells', 'temporarily', 'temporary', 'ten', 'tend', 'tendency', 'tends', 'tenergy', 'tension', 'tent', 'terk', 'term', 'terminals', 'terms', 'terrible', 'terribly', 'terrific', 'test', 'tested', 'testing', 'tethered', 'texas', 'text', 'textbook', 'textbooks', 'texts', 'th', 'thailand', 'thank', 'thankfully', 'thanks', 'thanksgiving', 'thatcher', 'thats', 'theater', 'theatre', 'therefore', 'theres', 'thick', 'thicker', 'thickness', 'thier', 'thin', 'thing', 'things', 'thingy', 'think', 'thinking', 'thinks', 'thinner', 'third', 'tho', 'thoroughly', 'though', 'thought', 'thoughts', 'thousand', 'thousands', 'thread', 'three', 'threw', 'thrilled', 'throughout', 'throw', 'throwing', 'thrown', 'thru', 'thumb', 'thumbs', 'thus', 'ti', 'tie', 'tied', 'ties', 'tight', 'tighten', 'tightened', 'tightening', 'tightly', 'til', 'till', 'tilt', 'tilted', 'tilting', 'tilts', 'time', 'timely', 'timer', 'times', 'tin', 'tinker', 'tinny', 'tiny', 'tip', 'tipped', 'tips', 'tired', 'tiring', 'title', 'titles', 'tivo', 'tm', 'tnd', 'today', 'together', 'toggle', 'told', 'tolerable', 'tom', 'tomorrow', 'tomtom', 'ton', 'tone', 'tones', 'tonight', 'tons', 'took', 'tool', 'tools', 'tooth', 'top', 'tops', 'torn', 'toshiba', 'toss', 'tossed', 'total', 'totally', 'tote', 'touch', 'touched', 'touches', 'touching', 'touchpad', 'touchscreen', 'touchy', 'tough', 'touted', 'toward', 'towards', 'towel', 'tower', 'town', 'toy', 'track', 'tracking', 'tracks', 'tractor', 'trade', 'traditional', 'traffic', 'trail', 'trailer', 'train', 'trained', 'training', 'transaction', 'transfer', 'transfered', 'transferred', 'transferring', 'transfers', 'transformer', 'transistor', 'transition', 'transmission', 'transmit', 'transmitter', 'transmitters', 'transmitting', 'trash', 'travel', 'traveled', 'traveling', 'travelled', 'travelling', 'travels', 'tray', 'treadmill', 'treat', 'treated', 'treble', 'tree', 'trek', 'tremendous', 'tremendously', 'trend', 'treo', 'tri', 'trial', 'trick', 'tricky', 'tried', 'tries', 'trim', 'trinidad', 'trip', 'tripad', 'trips', 'trouble', 'troubles', 'troubleshooting', 'truck', 'trucker', 'trucking', 'trucks', 'true', 'truely', 'truly', 'trust', 'trusted', 'truth', 'try', 'trying', 'tub', 'tube', 'tuck', 'tucked', 'tune', 'tuned', 'tuner', 'tuners', 'tunes', 'tuning', 'turn', 'turned', 'turning', 'turns', 'tutorials', 'tv', 'tvs', 'twain', 'tweeter', 'twelve', 'twenty', 'twice', 'twist', 'twitter', 'two', 'type', 'typed', 'types', 'typical', 'typically', 'typing', 'ua', 'ubuntu', 'ud', 'ugly', 'ui', 'uk', 'ultimate', 'ultimately', 'ultra', 'un', 'una', 'unable', 'unacceptable', 'unavailable', 'unbeatable', 'unbelievable', 'uncomfortable', 'underneath', 'underpowered', 'understand', 'understanding', 'understood', 'unexpected', 'unfortunate', 'unfortunately', 'unhappy', 'uniden', 'unique', 'unit', 'united', 'units', 'universal', 'university', 'unknown', 'unless', 'unlike', 'unlikely', 'unlimited', 'unlock', 'unlocked', 'unnecessary', 'unobtrusive', 'unpacked', 'unpacking', 'unpleasant', 'unplug', 'unplugged', 'unplugging', 'unpredictable', 'unreadable', 'unresponsive', 'unsure', 'unusable', 'unused', 'unusual', 'unwieldy', 'upcoming', 'update', 'updated', 'updates', 'updating', 'upgrade', 'upgraded', 'upgrades', 'upgrading', 'upload', 'uploaded', 'uploading', 'upon', 'upper', 'ups', 'upset', 'upside', 'upstairs', 'ur', 'us', 'usa', 'usability', 'usable', 'usage', 'usb', 'use', 'used', 'useful', 'useless', 'user', 'users', 'uses', 'using', 'usps', 'usual', 'usually', 'utility', 'utilize', 'vacation', 'vague', 'valid', 'valley', 'valuable', 'value', 'variable', 'varies', 'variety', 'various', 'vary', 'vast', 'vastly', 'vcr', 'vcrs', 'vehicle', 'velcro', 'vendor', 'vendors', 'verdict', 'verify', 'verizon', 'versatile', 'versatility', 'version', 'versions', 'versus', 'vertical', 'vesa', 'vga', 'vhs', 'via', 'vibrant', 'vice', 'video', 'videos', 'videosecu', 'view', 'viewed', 'viewer', 'viewing', 'vii', 'vinyl', 'virtual', 'virtually', 'visible', 'vision', 'visit', 'visited', 'visor', 'vista', 'visual', 'vivid', 'vizio', 'voice', 'voices', 'voiding', 'voila', 'voip', 'volt', 'voltage', 'volts', 'volume', 'volumes', 'vp', 'vs', 'vx', 'wait', 'waited', 'waiting', 'wake', 'wakes', 'waking', 'wal', 'walgreens', 'walk', 'walked', 'walking', 'walkman', 'wall', 'wallet', 'wallpaper', 'wallpapers', 'walls', 'walmart', 'wanna', 'want', 'wanted', 'wanting', 'wants', 'war', 'warehouse', 'warm', 'warn', 'warned', 'warning', 'warranty', 'warrenty', 'wary', 'washers', 'wasnt', 'wast', 'waste', 'wasted', 'wasting', 'watch', 'watched', 'watches', 'watching', 'water', 'waterproof', 'wave', 'way', 'ways', 'wd', 'weak', 'wear', 'wearing', 'wears', 'weather', 'web', 'website', 'websites', 'week', 'weekend', 'weekends', 'weekly', 'weeks', 'weighs', 'weight', 'weights', 'weird', 'welcome', 'well', 'went', 'west', 'wet', 'whatever', 'whats', 'whatsoever', 'wheel', 'whenever', 'whereas', 'wherever', 'whether', 'whip', 'whistles', 'whitaker', 'white', 'whole', 'whose', 'wi', 'wide', 'wider', 'widescreen', 'width', 'wife', 'wifi', 'wiggle', 'wii', 'wikipedia', 'wild', 'willing', 'win', 'wind', 'winding', 'window', 'windows', 'winner', 'wins', 'winter', 'wipe', 'wiped', 'wipes', 'wire', 'wired', 'wireless', 'wirelessly', 'wires', 'wiring', 'wise', 'wish', 'wished', 'within', 'without', 'withstand', 'woman', 'women', 'wonder', 'wonderful', 'wonderfully', 'wondering', 'wonders', 'wont', 'wood', 'woods', 'woofer', 'word', 'words', 'wore', 'work', 'worked', 'workers', 'working', 'workmanship', 'works', 'world', 'worlds', 'worn', 'worried', 'worries', 'worry', 'worrying', 'worse', 'worst', 'worth', 'worthless', 'worthwhile', 'worthy', 'would', 'wouldnt', 'wound', 'wow', 'wrap', 'wrapped', 'wrench', 'write', 'writer', 'writing', 'written', 'wrong', 'wrote', 'xbox', 'xda', 'xl', 'xlii', 'xmas', 'xoom', 'xp', 'xperia', 'ya', 'yamakasi', 'yard', 'yay', 'yeah', 'year', 'years', 'yellow', 'yes', 'yesterday', 'yet', 'young', 'youtube', 'yr', 'yrs', 'zero', 'zip', 'zipper', 'zire', 'zoom', 'zune']\n"
     ]
    }
   ],
   "source": [
    "vocab = vectorizer.get_feature_names()\n",
    "print(vocab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3590 nook\n",
      "2719 one\n",
      "2549 great\n",
      "2147 use\n",
      "2038 would\n",
      "1872 good\n",
      "1784 like\n",
      "1684 product\n",
      "1665 get\n",
      "1463 works\n",
      "1406 books\n",
      "1400 well\n",
      "1306 price\n",
      "1306 tv\n",
      "1301 bought\n",
      "1287 kindle\n",
      "1244 time\n",
      "1212 buy\n",
      "1191 work\n",
      "1187 easy\n",
      "1162 screen\n",
      "1153 radio\n",
      "1127 read\n",
      "1110 also\n",
      "1038 cable\n",
      "1024 even\n",
      "1000 much\n",
      "995 tablet\n",
      "959 phone\n",
      "945 love\n",
      "933 quality\n",
      "912 really\n",
      "895 back\n",
      "864 used\n",
      "836 still\n",
      "831 card\n",
      "819 got\n",
      "818 battery\n",
      "812 book\n",
      "801 mount\n",
      "792 new\n",
      "791 device\n",
      "775 need\n",
      "772 better\n",
      "762 want\n",
      "758 could\n",
      "740 color\n",
      "737 amazon\n",
      "736 recommend\n",
      "726 little\n",
      "717 reading\n",
      "701 two\n",
      "700 first\n",
      "679 using\n",
      "652 problem\n",
      "651 sound\n",
      "648 reader\n",
      "641 find\n",
      "637 purchased\n",
      "630 go\n",
      "611 way\n",
      "611 worked\n",
      "609 touch\n",
      "606 wall\n",
      "587 best\n",
      "582 case\n",
      "570 store\n",
      "567 since\n",
      "566 thing\n",
      "559 able\n",
      "549 nice\n",
      "547 another\n",
      "546 make\n",
      "539 without\n",
      "529 right\n",
      "527 item\n",
      "527 purchase\n",
      "523 put\n",
      "517 many\n",
      "510 long\n",
      "506 unit\n",
      "499 money\n",
      "498 know\n",
      "497 never\n",
      "494 take\n",
      "489 computer\n",
      "483 free\n",
      "478 fine\n",
      "472 made\n",
      "469 barnes\n",
      "469 charge\n",
      "469 cover\n",
      "468 player\n",
      "464 found\n",
      "462 problems\n",
      "461 old\n",
      "461 see\n",
      "458 lot\n",
      "456 usb\n",
      "451 apps\n",
      "450 perfect\n",
      "448 far\n",
      "443 light\n",
      "443 think\n",
      "441 happy\n",
      "439 around\n",
      "439 noble\n",
      "435 charger\n",
      "425 looking\n",
      "422 years\n",
      "419 cd\n",
      "415 tried\n",
      "414 came\n",
      "413 play\n",
      "413 tapes\n",
      "412 however\n",
      "411 say\n",
      "409 needed\n",
      "407 wanted\n",
      "405 android\n",
      "400 simple\n",
      "396 day\n",
      "394 small\n",
      "391 camera\n",
      "388 install\n",
      "388 though\n",
      "387 music\n",
      "386 going\n",
      "383 something\n",
      "382 page\n",
      "377 excellent\n",
      "373 enough\n",
      "373 sure\n",
      "372 tape\n",
      "371 last\n",
      "367 power\n",
      "366 everything\n",
      "366 ipad\n",
      "364 sony\n",
      "359 people\n",
      "357 months\n",
      "357 turn\n",
      "354 every\n",
      "353 pretty\n",
      "348 set\n",
      "347 batteries\n",
      "344 download\n",
      "343 hard\n",
      "339 fit\n",
      "339 life\n",
      "338 home\n",
      "337 days\n",
      "336 bit\n",
      "336 shower\n",
      "334 library\n",
      "330 look\n",
      "330 perfectly\n",
      "329 received\n",
      "327 fast\n",
      "327 hd\n",
      "327 seems\n",
      "325 times\n",
      "323 makes\n",
      "322 memory\n",
      "320 reviews\n",
      "318 working\n",
      "316 dvd\n",
      "316 keep\n",
      "315 different\n",
      "315 reception\n",
      "315 year\n",
      "312 big\n",
      "311 size\n",
      "310 actually\n",
      "308 service\n",
      "305 cord\n",
      "300 high\n",
      "299 original\n",
      "299 software\n",
      "298 ordered\n",
      "298 sd\n",
      "297 hold\n",
      "296 drive\n",
      "296 less\n",
      "294 available\n",
      "292 worth\n",
      "291 things\n",
      "287 anything\n",
      "287 getting\n",
      "285 adapter\n",
      "285 give\n",
      "285 video\n",
      "284 several\n",
      "283 full\n",
      "282 hours\n",
      "281 took\n",
      "280 bad\n",
      "278 gb\n",
      "277 plug\n",
      "276 highly\n",
      "275 support\n",
      "275 thought\n",
      "272 anyone\n",
      "271 cheap\n",
      "271 gift\n",
      "269 try\n",
      "265 looks\n",
      "264 buying\n",
      "264 customer\n",
      "264 headphones\n",
      "263 ever\n",
      "262 update\n",
      "262 went\n",
      "259 wifi\n",
      "258 app\n",
      "258 cost\n",
      "258 may\n",
      "257 either\n",
      "256 arrived\n",
      "256 said\n",
      "254 nothing\n",
      "254 order\n",
      "253 stations\n",
      "252 return\n",
      "251 easily\n",
      "247 web\n",
      "246 come\n",
      "243 gps\n",
      "243 side\n",
      "241 comes\n",
      "241 exactly\n",
      "240 issue\n",
      "239 features\n",
      "238 always\n",
      "238 etc\n",
      "238 quickly\n",
      "237 overall\n",
      "236 away\n",
      "236 brand\n",
      "236 room\n",
      "235 car\n",
      "234 quite\n",
      "233 left\n",
      "232 ereader\n",
      "231 access\n",
      "231 laptop\n",
      "231 noise\n",
      "231 review\n",
      "231 vcr\n",
      "230 deal\n",
      "230 feel\n",
      "229 system\n",
      "227 hdmi\n",
      "227 internet\n",
      "226 extra\n",
      "226 feature\n",
      "224 mine\n",
      "224 three\n",
      "222 pictures\n",
      "222 second\n",
      "221 already\n",
      "219 help\n",
      "219 picture\n",
      "216 buttons\n",
      "216 job\n",
      "216 maxell\n",
      "215 shipping\n",
      "214 ipod\n",
      "213 box\n",
      "213 minutes\n",
      "212 couple\n",
      "212 might\n",
      "212 pay\n",
      "212 place\n",
      "211 ago\n",
      "211 definitely\n",
      "211 expected\n",
      "210 samsung\n",
      "210 week\n",
      "210 yet\n",
      "209 palm\n",
      "209 replacement\n",
      "206 fact\n",
      "206 version\n",
      "205 longer\n",
      "204 digital\n",
      "203 christmas\n",
      "203 connect\n",
      "203 issues\n",
      "202 decided\n",
      "201 expensive\n",
      "201 games\n",
      "201 top\n",
      "200 data\n",
      "199 end\n",
      "199 micro\n",
      "199 must\n",
      "198 especially\n",
      "198 pc\n",
      "197 almost\n",
      "197 clear\n",
      "197 fm\n",
      "197 instead\n",
      "197 listen\n",
      "195 fits\n",
      "195 real\n",
      "194 cannot\n",
      "194 charging\n",
      "194 local\n",
      "194 weeks\n",
      "193 instructions\n",
      "192 market\n",
      "191 pleased\n",
      "190 installed\n",
      "190 low\n",
      "190 needs\n",
      "189 others\n",
      "188 inch\n",
      "188 month\n",
      "188 volume\n",
      "187 model\n",
      "186 built\n",
      "186 display\n",
      "185 next\n",
      "185 plus\n",
      "184 experience\n",
      "183 button\n",
      "183 cassette\n",
      "183 monitor\n",
      "182 audio\n",
      "182 line\n",
      "181 fire\n",
      "180 gave\n",
      "180 glad\n",
      "180 wife\n",
      "178 although\n",
      "178 large\n",
      "178 probably\n",
      "178 trying\n",
      "177 google\n",
      "177 lcd\n",
      "177 us\n",
      "175 garmin\n",
      "175 online\n",
      "174 reason\n",
      "174 stars\n",
      "174 wrong\n",
      "173 movies\n",
      "173 radios\n",
      "173 seller\n",
      "173 space\n",
      "172 ebooks\n",
      "172 else\n",
      "172 plugged\n",
      "172 run\n",
      "172 sturdy\n",
      "171 cables\n",
      "171 speaker\n",
      "170 wish\n",
      "169 least\n",
      "168 replace\n",
      "167 thanks\n",
      "166 add\n",
      "166 awesome\n",
      "165 carry\n",
      "164 disappointed\n",
      "164 value\n",
      "163 finally\n",
      "163 point\n",
      "163 told\n",
      "162 let\n",
      "161 hear\n",
      "161 house\n",
      "161 wonderful\n",
      "160 cleaner\n",
      "160 vhs\n",
      "160 watch\n",
      "159 ones\n",
      "159 open\n",
      "159 part\n",
      "159 says\n",
      "158 done\n",
      "158 loves\n",
      "157 design\n",
      "157 easier\n",
      "157 hand\n",
      "156 tell\n",
      "156 user\n",
      "155 devices\n",
      "155 email\n",
      "155 format\n",
      "155 recording\n",
      "153 weight\n",
      "152 advertised\n",
      "152 maybe\n",
      "152 mounting\n",
      "152 sometimes\n",
      "151 ebook\n",
      "151 gets\n",
      "151 stores\n",
      "151 super\n",
      "150 pages\n",
      "150 quick\n",
      "150 record\n",
      "149 hardware\n",
      "149 plastic\n",
      "148 included\n",
      "147 move\n",
      "147 products\n",
      "147 send\n",
      "146 company\n",
      "146 daughter\n",
      "146 movie\n",
      "145 connection\n",
      "145 difficult\n",
      "145 started\n",
      "144 option\n",
      "144 station\n",
      "142 antenna\n",
      "142 files\n",
      "142 takes\n",
      "141 change\n",
      "140 enjoy\n",
      "140 jack\n",
      "140 keyboard\n",
      "140 sent\n",
      "139 head\n",
      "138 friends\n",
      "137 fi\n",
      "137 ok\n",
      "137 satisfied\n",
      "136 simply\n",
      "135 mini\n",
      "135 rca\n",
      "135 start\n",
      "135 videos\n",
      "134 ability\n",
      "134 heavy\n",
      "134 husband\n",
      "134 pdf\n",
      "134 seem\n",
      "134 type\n",
      "133 compared\n",
      "133 screws\n",
      "132 allows\n",
      "132 arm\n",
      "132 completely\n",
      "132 epub\n",
      "132 later\n",
      "132 note\n",
      "132 slow\n",
      "132 standard\n",
      "132 text\n",
      "132 turned\n",
      "131 called\n",
      "131 kids\n",
      "131 signal\n",
      "130 cheaper\n",
      "130 readers\n",
      "129 absolutely\n",
      "129 often\n",
      "129 owned\n",
      "128 external\n",
      "128 flat\n",
      "128 piece\n",
      "128 speakers\n",
      "128 spend\n",
      "127 charged\n",
      "127 portable\n",
      "127 uses\n",
      "127 wi\n",
      "126 looked\n",
      "126 mounted\n",
      "126 save\n",
      "126 someone\n",
      "126 within\n",
      "125 check\n",
      "125 due\n",
      "125 half\n",
      "125 unless\n",
      "124 expect\n",
      "124 onto\n",
      "123 flash\n",
      "123 poor\n",
      "123 storage\n",
      "123 wireless\n",
      "122 black\n",
      "122 browser\n",
      "122 clean\n",
      "122 hour\n",
      "122 purchasing\n",
      "122 tablets\n",
      "120 bottom\n",
      "120 com\n",
      "120 limited\n",
      "120 live\n",
      "120 playing\n",
      "120 returned\n",
      "119 course\n",
      "119 downloaded\n",
      "119 via\n",
      "118 making\n",
      "118 paid\n",
      "118 port\n",
      "118 solid\n",
      "118 stuff\n",
      "117 person\n",
      "117 waste\n",
      "116 mp\n",
      "116 rather\n",
      "116 short\n",
      "116 stud\n",
      "116 supposed\n",
      "115 load\n",
      "115 lost\n",
      "115 photos\n",
      "115 travel\n",
      "115 warranty\n",
      "115 whole\n",
      "114 cell\n",
      "113 amazing\n",
      "113 choice\n",
      "113 guess\n",
      "113 installation\n",
      "113 kind\n",
      "112 magazines\n",
      "112 non\n",
      "112 outside\n",
      "112 yes\n",
      "110 area\n",
      "110 running\n",
      "109 credit\n",
      "109 favorite\n",
      "109 ge\n",
      "109 holds\n",
      "109 immediately\n",
      "109 white\n",
      "108 close\n",
      "108 described\n",
      "108 night\n",
      "108 slot\n",
      "108 son\n",
      "108 thank\n",
      "107 believe\n",
      "107 decent\n",
      "107 extremely\n",
      "107 hope\n",
      "107 moleskine\n",
      "106 family\n",
      "106 liked\n",
      "105 bn\n",
      "105 canon\n",
      "105 four\n",
      "105 holding\n",
      "105 inside\n",
      "105 tech\n",
      "104 bag\n",
      "104 paper\n",
      "104 refund\n",
      "104 soon\n",
      "104 sounds\n",
      "103 description\n",
      "103 lots\n",
      "103 number\n",
      "103 site\n",
      "102 call\n",
      "102 connected\n",
      "102 everyone\n",
      "102 galaxy\n",
      "102 level\n",
      "102 options\n",
      "102 performance\n",
      "102 stereo\n",
      "102 understand\n",
      "101 shows\n",
      "100 given\n",
      "100 goes\n",
      "100 range\n",
      "100 strong\n",
      "100 superadio\n",
      "100 upgrade\n",
      "99 comfortable\n",
      "99 function\n",
      "99 means\n",
      "99 switch\n",
      "99 today\n",
      "99 word\n",
      "98 allow\n",
      "98 fantastic\n",
      "98 friend\n",
      "98 handy\n",
      "98 saw\n",
      "98 speed\n",
      "98 transfer\n",
      "98 useful\n",
      "97 anywhere\n",
      "97 loved\n",
      "97 netflix\n",
      "97 seconds\n",
      "96 difference\n",
      "96 package\n",
      "96 windows\n",
      "95 except\n",
      "95 recommended\n",
      "95 regular\n",
      "95 stopped\n",
      "95 trouble\n",
      "95 true\n",
      "95 turning\n",
      "94 anyway\n",
      "94 idea\n",
      "94 ink\n",
      "94 notes\n",
      "94 taking\n",
      "93 cards\n",
      "93 larger\n",
      "93 spent\n",
      "93 useless\n",
      "92 band\n",
      "92 broke\n",
      "92 listening\n",
      "92 office\n",
      "92 priced\n",
      "91 asked\n",
      "91 based\n",
      "91 feels\n",
      "91 interface\n",
      "91 plate\n",
      "91 sold\n",
      "90 amount\n",
      "90 bedroom\n",
      "90 front\n",
      "90 huge\n",
      "90 loud\n",
      "90 older\n",
      "90 wait\n",
      "89 beat\n",
      "89 delivery\n",
      "89 designed\n",
      "89 nookcolor\n",
      "89 os\n",
      "89 pair\n",
      "89 purpose\n",
      "89 seen\n",
      "89 selection\n",
      "89 unfortunately\n",
      "89 weather\n",
      "88 basic\n",
      "88 mind\n",
      "88 pick\n",
      "88 show\n",
      "88 turns\n",
      "88 twice\n",
      "87 compatible\n",
      "87 dont\n",
      "87 fix\n",
      "87 information\n",
      "87 length\n",
      "87 research\n",
      "87 shipped\n",
      "87 star\n",
      "86 content\n",
      "86 downloading\n",
      "86 holes\n",
      "86 name\n",
      "86 search\n",
      "85 adjust\n",
      "85 control\n",
      "85 faster\n",
      "85 fully\n",
      "85 gives\n",
      "85 headset\n",
      "85 matter\n",
      "85 netbook\n",
      "85 seemed\n",
      "85 smaller\n",
      "84 anymore\n",
      "84 complaints\n",
      "84 dollars\n",
      "84 fun\n",
      "84 important\n",
      "84 kept\n",
      "84 led\n",
      "84 past\n",
      "84 resolution\n",
      "84 stuck\n",
      "84 view\n",
      "83 directly\n",
      "83 future\n",
      "83 media\n",
      "83 screw\n",
      "83 similar\n",
      "82 children\n",
      "82 ease\n",
      "82 items\n",
      "82 stand\n",
      "81 considering\n",
      "81 daily\n",
      "81 surprised\n",
      "80 account\n",
      "80 bucks\n",
      "80 condition\n",
      "80 impressed\n",
      "80 inexpensive\n",
      "80 negative\n",
      "80 nuvi\n",
      "80 pocket\n",
      "80 ready\n",
      "80 slightly\n",
      "80 together\n",
      "80 trip\n",
      "79 hands\n",
      "79 leather\n",
      "79 nooks\n",
      "79 phones\n",
      "79 please\n",
      "79 previous\n",
      "79 touchscreen\n",
      "78 beautiful\n",
      "78 browsing\n",
      "78 complaint\n",
      "78 correct\n",
      "78 otherwise\n",
      "78 plenty\n",
      "78 single\n",
      "77 compact\n",
      "77 cool\n",
      "77 electronic\n",
      "77 friendly\n",
      "77 heard\n",
      "77 including\n",
      "77 junk\n",
      "77 pack\n",
      "77 position\n",
      "77 present\n",
      "77 usually\n",
      "77 words\n",
      "76 bolts\n",
      "76 eyes\n",
      "76 gone\n",
      "76 iii\n",
      "76 iphone\n",
      "76 machine\n",
      "76 mail\n",
      "76 major\n",
      "76 microphone\n",
      "76 near\n",
      "76 stop\n",
      "76 tom\n",
      "76 water\n",
      "75 offer\n",
      "75 replaced\n",
      "75 units\n",
      "75 website\n",
      "74 added\n",
      "74 additional\n",
      "74 bigger\n",
      "74 cases\n",
      "74 covers\n",
      "74 ear\n",
      "74 five\n",
      "74 recently\n",
      "74 thinking\n",
      "73 bracket\n",
      "73 care\n",
      "73 charges\n",
      "73 higher\n",
      "73 leave\n",
      "73 setup\n",
      "73 tilt\n",
      "73 world\n",
      "72 bright\n",
      "72 convenient\n",
      "72 dial\n",
      "72 documents\n",
      "72 mode\n",
      "72 tuning\n",
      "71 along\n",
      "71 birthday\n",
      "71 copy\n",
      "71 gotten\n",
      "71 keeps\n",
      "71 notebook\n",
      "71 totally\n",
      "71 waiting\n",
      "70 annoying\n",
      "70 bed\n",
      "70 controls\n",
      "70 fairly\n",
      "70 main\n",
      "70 nc\n",
      "70 nicely\n",
      "70 prefer\n",
      "70 putting\n",
      "70 secure\n",
      "69 ask\n",
      "69 break\n",
      "69 manual\n",
      "69 multiple\n",
      "69 played\n",
      "69 properly\n",
      "69 receive\n",
      "69 third\n",
      "68 ac\n",
      "68 addition\n",
      "68 cleaning\n",
      "68 corner\n",
      "68 durable\n",
      "68 extension\n",
      "68 internal\n",
      "68 mic\n",
      "68 microsd\n",
      "68 normal\n",
      "68 static\n",
      "68 stock\n",
      "68 various\n",
      "68 voice\n",
      "67 apple\n",
      "67 defective\n",
      "67 functionality\n",
      "67 game\n",
      "67 possible\n",
      "67 program\n",
      "67 recorder\n",
      "67 viewing\n",
      "66 angle\n",
      "66 disc\n",
      "66 hang\n",
      "66 lasts\n",
      "66 lg\n",
      "66 prices\n",
      "66 returning\n",
      "66 runs\n",
      "65 bathroom\n",
      "65 choose\n",
      "65 dead\n",
      "65 held\n",
      "65 helpful\n",
      "65 none\n",
      "65 noticed\n",
      "65 pros\n",
      "65 talk\n",
      "65 updates\n",
      "65 wants\n",
      "65 watching\n",
      "64 bass\n",
      "64 connector\n",
      "64 construction\n",
      "64 directions\n",
      "64 figure\n",
      "64 hook\n",
      "64 latest\n",
      "64 list\n",
      "64 lose\n",
      "64 mounts\n",
      "64 nexus\n",
      "64 stylus\n",
      "64 technology\n",
      "64 write\n",
      "63 background\n",
      "63 giving\n",
      "63 heads\n",
      "63 lack\n",
      "63 loaded\n",
      "63 metal\n",
      "63 terrible\n",
      "63 wear\n",
      "62 clearly\n",
      "62 dictionary\n",
      "62 felt\n",
      "62 finding\n",
      "62 network\n",
      "62 news\n",
      "62 root\n",
      "62 stay\n",
      "61 actual\n",
      "61 basically\n",
      "61 business\n",
      "61 current\n",
      "61 drop\n",
      "61 hoping\n",
      "61 lens\n",
      "61 maps\n",
      "61 morning\n",
      "61 plan\n",
      "61 pre\n",
      "61 print\n",
      "61 process\n",
      "61 pull\n",
      "61 rooted\n",
      "61 television\n",
      "61 track\n",
      "60 across\n",
      "60 brightness\n",
      "60 cassettes\n",
      "60 cut\n",
      "60 file\n",
      "60 font\n",
      "60 opinion\n",
      "60 rate\n",
      "60 remove\n",
      "60 solution\n",
      "60 wire\n",
      "59 appears\n",
      "59 certainly\n",
      "59 cons\n",
      "59 electronics\n",
      "59 everywhere\n",
      "59 knew\n",
      "59 lighter\n",
      "59 lightweight\n",
      "59 ordering\n",
      "59 pad\n",
      "59 plays\n",
      "59 reliable\n",
      "59 remember\n",
      "59 required\n",
      "59 requires\n",
      "58 forward\n",
      "58 functions\n",
      "58 handed\n",
      "58 models\n",
      "58 players\n",
      "58 provide\n",
      "58 soft\n",
      "58 suggest\n",
      "58 tiny\n",
      "58 unlike\n",
      "58 wet\n",
      "57 broken\n",
      "57 happened\n",
      "57 info\n",
      "57 lower\n",
      "57 mean\n",
      "57 mentioned\n",
      "57 nearly\n",
      "57 opened\n",
      "57 receiver\n",
      "57 response\n",
      "57 responsive\n",
      "57 sell\n",
      "57 smooth\n",
      "57 technical\n",
      "57 whether\n",
      "56 adobe\n",
      "56 apparently\n",
      "56 class\n",
      "56 clip\n",
      "56 complete\n",
      "56 kit\n",
      "56 packaging\n",
      "56 parts\n",
      "56 purse\n",
      "56 push\n",
      "56 reviewers\n",
      "56 truly\n",
      "55 base\n",
      "55 capability\n",
      "55 changed\n",
      "55 disk\n",
      "55 equipment\n",
      "55 film\n",
      "55 handle\n",
      "55 learn\n",
      "55 likely\n",
      "55 miles\n",
      "55 modem\n",
      "55 paying\n",
      "55 reads\n",
      "55 school\n",
      "55 th\n",
      "55 worse\n",
      "54 attach\n",
      "54 cds\n",
      "54 chance\n",
      "54 costs\n",
      "54 error\n",
      "54 extended\n",
      "54 figured\n",
      "54 functional\n",
      "54 iiix\n",
      "54 improved\n",
      "54 pen\n",
      "54 perhaps\n",
      "54 provided\n",
      "54 public\n",
      "54 rating\n",
      "54 saying\n",
      "54 smart\n",
      "54 superior\n",
      "54 whatever\n",
      "53 coming\n",
      "53 consider\n",
      "53 constantly\n",
      "53 currently\n",
      "53 dark\n",
      "53 deck\n",
      "53 ears\n",
      "53 ended\n",
      "53 hit\n",
      "53 lasted\n",
      "53 menu\n",
      "53 personal\n",
      "53 reasonable\n",
      "53 settings\n",
      "53 total\n",
      "52 cant\n",
      "52 connecting\n",
      "52 despite\n",
      "52 discovered\n",
      "52 excited\n",
      "52 forever\n",
      "52 happens\n",
      "52 sites\n",
      "52 sorry\n",
      "52 vizio\n",
      "51 attached\n",
      "51 become\n",
      "51 channel\n",
      "51 channels\n",
      "51 dropped\n",
      "51 follow\n",
      "51 formats\n",
      "51 luck\n",
      "51 professional\n",
      "51 unable\n",
      "51 worry\n",
      "50 alot\n",
      "50 enjoyed\n",
      "50 ereaders\n",
      "50 helps\n",
      "50 material\n",
      "50 notepad\n",
      "50 ran\n",
      "50 sale\n",
      "50 saved\n",
      "50 style\n",
      "50 tool\n",
      "50 youtube\n",
      "49 applications\n",
      "49 create\n",
      "49 delivered\n",
      "49 expecting\n",
      "49 forget\n",
      "49 graphics\n",
      "49 mistake\n",
      "49 mostly\n",
      "49 operating\n",
      "49 playback\n",
      "49 plugs\n",
      "49 remote\n",
      "49 reset\n",
      "49 rest\n",
      "49 shut\n",
      "49 sit\n",
      "49 stated\n",
      "49 test\n",
      "49 thus\n",
      "49 tight\n",
      "49 tvs\n",
      "49 users\n",
      "49 wide\n",
      "49 writing\n",
      "48 brick\n",
      "48 capacity\n",
      "48 certain\n",
      "48 colors\n",
      "48 decision\n",
      "48 entire\n",
      "48 failed\n",
      "48 fall\n",
      "48 fan\n",
      "48 hate\n",
      "48 inserted\n",
      "48 key\n",
      "48 mobile\n",
      "48 offered\n",
      "48 offers\n",
      "48 results\n",
      "48 shop\n",
      "48 somewhat\n",
      "48 sort\n",
      "48 trust\n",
      "47 bring\n",
      "47 date\n",
      "47 early\n",
      "47 eventually\n",
      "47 fixed\n",
      "47 flimsy\n",
      "47 glare\n",
      "47 horrible\n",
      "47 loose\n",
      "47 meant\n",
      "47 mom\n",
      "47 red\n",
      "47 stick\n",
      "47 tools\n",
      "46 automatically\n",
      "46 customers\n",
      "46 desk\n",
      "46 elsewhere\n",
      "46 expectations\n",
      "46 finger\n",
      "46 firmware\n",
      "46 gig\n",
      "46 impossible\n",
      "46 middle\n",
      "46 missing\n",
      "46 navigate\n",
      "46 period\n",
      "46 programs\n",
      "46 tested\n",
      "46 thin\n",
      "46 updated\n",
      "45 address\n",
      "45 apart\n",
      "45 beware\n",
      "45 blue\n",
      "45 carrying\n",
      "45 cause\n",
      "45 convert\n",
      "45 died\n",
      "45 drill\n",
      "45 dvds\n",
      "45 elastic\n",
      "45 lights\n",
      "45 moved\n",
      "45 necessary\n",
      "45 oh\n",
      "45 packaged\n",
      "45 places\n",
      "45 selling\n",
      "45 six\n",
      "44 behind\n",
      "44 blank\n",
      "44 classic\n",
      "44 fault\n",
      "44 feet\n",
      "44 generation\n",
      "44 grade\n",
      "44 happen\n",
      "44 navigation\n",
      "44 per\n",
      "44 policy\n",
      "44 screens\n",
      "44 share\n",
      "44 shelf\n",
      "44 sitting\n",
      "44 special\n",
      "44 story\n",
      "44 supports\n",
      "44 throw\n",
      "44 tuner\n",
      "44 vendor\n",
      "44 weak\n",
      "43 adding\n",
      "43 angry\n",
      "43 avoid\n",
      "43 bother\n",
      "43 cameras\n",
      "43 chose\n",
      "43 custom\n",
      "43 dell\n",
      "43 kingston\n",
      "43 lets\n",
      "43 magazine\n",
      "43 repair\n",
      "43 road\n",
      "43 sensitive\n",
      "43 truck\n",
      "42 accessories\n",
      "42 affordable\n",
      "42 backup\n",
      "42 boot\n",
      "42 fair\n",
      "42 hassle\n",
      "42 include\n",
      "42 mark\n",
      "42 mother\n",
      "42 newer\n",
      "42 obviously\n",
      "42 originally\n",
      "42 pain\n",
      "42 rechargeable\n",
      "42 route\n",
      "42 songs\n",
      "42 types\n",
      "41 adapters\n",
      "41 bluetooth\n",
      "41 clock\n",
      "41 closed\n",
      "41 compare\n",
      "41 desktop\n",
      "41 dual\n",
      "41 enjoying\n",
      "41 finish\n",
      "41 form\n",
      "41 hp\n",
      "41 htc\n",
      "41 image\n",
      "41 kindles\n",
      "41 lag\n",
      "41 mac\n",
      "41 mention\n",
      "41 minor\n",
      "41 minute\n",
      "41 mm\n",
      "41 nd\n",
      "41 okay\n",
      "41 physical\n",
      "41 protect\n",
      "41 realize\n",
      "41 reasons\n",
      "41 shape\n",
      "41 showed\n",
      "41 tab\n",
      "41 talking\n",
      "41 versions\n",
      "41 worst\n",
      "40 arms\n",
      "40 brands\n",
      "40 camcorder\n",
      "40 checked\n",
      "40 earlier\n",
      "40 exact\n",
      "40 example\n",
      "40 eye\n",
      "40 flashlight\n",
      "40 frequently\n",
      "40 intuitive\n",
      "40 learned\n",
      "40 link\n",
      "40 location\n",
      "40 message\n",
      "40 moment\n",
      "40 outlet\n",
      "40 pro\n",
      "40 protection\n",
      "40 reasonably\n",
      "40 require\n",
      "40 separate\n",
      "40 series\n",
      "40 setting\n",
      "40 source\n",
      "40 spot\n",
      "40 table\n",
      "40 tons\n",
      "40 wrench\n",
      "39 alone\n",
      "39 alternative\n",
      "39 answer\n",
      "39 application\n",
      "39 awful\n",
      "39 bargain\n",
      "39 beyond\n",
      "39 build\n",
      "39 cancelling\n",
      "39 dry\n",
      "39 ebay\n",
      "39 everyday\n",
      "39 face\n",
      "39 fold\n",
      "39 hooked\n",
      "39 ii\n",
      "39 input\n",
      "39 intended\n",
      "39 kitchen\n",
      "39 lbs\n",
      "39 questions\n",
      "39 rom\n",
      "39 scratches\n",
      "39 seriously\n",
      "39 sets\n",
      "39 signals\n",
      "39 thick\n",
      "39 wow\n",
      "38 analog\n",
      "38 average\n",
      "38 bolt\n",
      "38 bonus\n",
      "38 center\n",
      "38 cleaned\n",
      "38 concerned\n",
      "38 contact\n",
      "38 contacted\n",
      "38 downside\n",
      "38 general\n",
      "38 heavier\n",
      "38 hot\n",
      "38 improve\n",
      "38 installing\n",
      "38 magellan\n",
      "38 match\n",
      "38 moving\n",
      "38 neither\n",
      "38 opening\n",
      "38 picked\n",
      "38 sharp\n",
      "38 sleep\n",
      "38 straight\n",
      "38 title\n",
      "38 tune\n",
      "37 articulating\n",
      "37 barely\n",
      "37 biggest\n",
      "37 blackberry\n",
      "37 chargers\n",
      "37 charm\n",
      "37 comment\n",
      "37 computers\n",
      "37 contrast\n",
      "37 crisp\n",
      "37 direct\n",
      "37 driver\n",
      "37 dx\n",
      "37 fingers\n",
      "37 followed\n",
      "37 imagine\n",
      "37 incredibly\n",
      "37 known\n",
      "37 lock\n",
      "37 loop\n",
      "37 party\n",
      "37 press\n",
      "37 protector\n",
      "37 provides\n",
      "37 refurbished\n",
      "37 shopping\n",
      "37 slide\n",
      "37 specifically\n",
      "37 variety\n",
      "37 worried\n",
      "37 zoom\n",
      "36 adequate\n",
      "36 advantage\n",
      "36 brought\n",
      "36 bulky\n",
      "36 capable\n",
      "36 click\n",
      "36 continue\n",
      "36 correctly\n",
      "36 effort\n",
      "36 fell\n",
      "36 forth\n",
      "36 frustrating\n",
      "36 ft\n",
      "36 net\n",
      "36 notice\n",
      "36 occasionally\n",
      "36 panel\n",
      "36 pop\n",
      "36 post\n",
      "36 previously\n",
      "36 rated\n",
      "36 rc\n",
      "36 removed\n",
      "36 ship\n",
      "36 state\n",
      "36 states\n",
      "36 swing\n",
      "36 timer\n",
      "36 vesa\n",
      "36 vs\n",
      "35 adaptor\n",
      "35 adjustment\n",
      "35 airplane\n",
      "35 appear\n",
      "35 appreciate\n",
      "35 aware\n",
      "35 capabilities\n",
      "35 child\n",
      "35 clarity\n",
      "35 comparison\n",
      "35 didnt\n",
      "35 distance\n",
      "35 ends\n",
      "35 facebook\n",
      "35 folks\n",
      "35 hanging\n",
      "35 happier\n",
      "35 hdtv\n",
      "35 hole\n",
      "35 id\n",
      "35 im\n",
      "35 insert\n",
      "35 listed\n",
      "35 mb\n",
      "35 pandora\n",
      "35 recorded\n",
      "35 register\n",
      "35 relatively\n",
      "35 town\n",
      "34 acer\n",
      "34 admit\n",
      "34 ahead\n",
      "34 bose\n",
      "34 careful\n",
      "34 chip\n",
      "34 complain\n",
      "34 cute\n",
      "34 decide\n",
      "34 downloads\n",
      "34 generic\n",
      "34 initially\n",
      "34 pdfs\n",
      "34 performs\n",
      "34 promptly\n",
      "34 securely\n",
      "34 sister\n",
      "34 sized\n",
      "34 sync\n",
      "34 transmitter\n",
      "34 upon\n",
      "34 walmart\n",
      "34 ways\n",
      "33 accurate\n",
      "33 belt\n",
      "33 caller\n",
      "33 country\n",
      "33 doubt\n",
      "33 edge\n",
      "33 experienced\n",
      "33 headphone\n",
      "33 hundreds\n",
      "33 interference\n",
      "33 keeping\n",
      "33 lend\n",
      "33 likes\n",
      "33 living\n",
      "33 mainly\n",
      "33 manufacturer\n",
      "33 operate\n",
      "33 output\n",
      "33 particular\n",
      "33 personally\n",
      "33 photo\n",
      "33 pics\n",
      "33 pleasure\n",
      "33 promised\n",
      "33 realized\n",
      "33 recharge\n",
      "33 released\n",
      "33 retail\n",
      "33 rubber\n",
      "33 specific\n",
      "33 stays\n",
      "33 surf\n",
      "33 timely\n",
      "33 tired\n",
      "33 traveling\n",
      "33 whatsoever\n",
      "33 wrote\n",
      "32 air\n",
      "32 asking\n",
      "32 bands\n",
      "32 began\n",
      "32 birds\n",
      "32 browse\n",
      "32 changes\n",
      "32 default\n",
      "32 delete\n",
      "32 direction\n",
      "32 expandable\n",
      "32 factor\n",
      "32 factory\n",
      "32 fancy\n",
      "32 flawlessly\n",
      "32 gopro\n",
      "32 highlight\n",
      "32 honestly\n",
      "32 images\n",
      "32 interested\n",
      "32 keys\n",
      "32 man\n",
      "32 min\n",
      "32 motion\n",
      "32 outstanding\n",
      "32 processor\n",
      "32 proprietary\n",
      "32 quit\n",
      "32 suppose\n",
      "32 therefore\n",
      "32 thousands\n",
      "32 vacation\n",
      "32 verizon\n",
      "31 allowed\n",
      "31 areas\n",
      "31 auto\n",
      "31 borrow\n",
      "31 clips\n",
      "31 collection\n",
      "31 dirty\n",
      "31 dish\n",
      "31 dvr\n",
      "31 edit\n",
      "31 flip\n",
      "31 folders\n",
      "31 guys\n",
      "31 hopefully\n",
      "31 ideal\n",
      "31 investment\n",
      "31 learning\n",
      "31 monitors\n",
      "31 nobles\n",
      "31 poorly\n",
      "31 powered\n",
      "31 sending\n",
      "31 sizes\n",
      "31 somewhere\n",
      "31 spending\n",
      "31 stable\n",
      "31 strap\n",
      "31 surprise\n",
      "31 wonder\n",
      "30 acceptable\n",
      "30 adds\n",
      "30 bias\n",
      "30 buyer\n",
      "30 caused\n",
      "30 china\n",
      "30 constant\n",
      "30 depending\n",
      "30 distant\n",
      "30 entertainment\n",
      "30 exchange\n",
      "30 foot\n",
      "30 frequency\n",
      "30 garbage\n",
      "30 hardly\n",
      "30 leaving\n",
      "30 loading\n",
      "30 manner\n",
      "30 map\n",
      "30 miss\n",
      "30 motorola\n",
      "30 picks\n",
      "30 purchases\n",
      "30 rand\n",
      "30 receiving\n",
      "30 result\n",
      "30 seeing\n",
      "30 speak\n",
      "30 surfing\n",
      "30 ten\n",
      "30 thats\n",
      "30 tone\n",
      "30 trips\n",
      "30 written\n",
      "29 articles\n",
      "29 asus\n",
      "29 breeze\n",
      "29 busy\n",
      "29 double\n",
      "29 drawback\n",
      "29 edition\n",
      "29 editions\n",
      "29 freeze\n",
      "29 guy\n",
      "29 includes\n",
      "29 late\n",
      "29 oem\n",
      "29 panasonic\n",
      "29 placed\n",
      "29 points\n",
      "29 recent\n",
      "29 recognize\n",
      "29 recordings\n",
      "29 release\n",
      "29 safe\n",
      "29 sense\n",
      "29 solved\n",
      "29 st\n",
      "29 stiff\n",
      "29 street\n",
      "29 thrilled\n",
      "29 tip\n",
      "29 treble\n",
      "29 trick\n",
      "29 willing\n",
      "28 advice\n",
      "28 became\n",
      "28 city\n",
      "28 compartment\n",
      "28 convenience\n",
      "28 covered\n",
      "28 crap\n",
      "28 damaged\n",
      "28 drag\n",
      "28 driving\n",
      "28 emails\n",
      "28 environment\n",
      "28 fail\n",
      "28 flight\n",
      "28 hi\n",
      "28 notebooks\n",
      "28 particularly\n",
      "28 positive\n",
      "28 powerful\n",
      "28 pricey\n",
      "28 quiet\n",
      "28 rd\n",
      "28 reach\n",
      "28 recomend\n",
      "28 sawyer\n",
      "28 select\n",
      "28 serious\n",
      "28 shown\n",
      "28 skeptical\n",
      "28 snap\n",
      "28 surprisingly\n",
      "28 taken\n",
      "28 thru\n",
      "28 wasted\n",
      "28 weighs\n",
      "27 adjustments\n",
      "27 age\n",
      "27 agree\n",
      "27 backlit\n",
      "27 beats\n",
      "27 beautifully\n",
      "27 bookstore\n",
      "27 calibre\n",
      "27 calls\n",
      "27 cheapest\n",
      "27 combo\n",
      "27 cords\n",
      "27 doesnt\n",
      "27 droid\n",
      "27 elph\n",
      "27 increase\n",
      "27 jacks\n",
      "27 knows\n",
      "27 lol\n",
      "27 parents\n",
      "27 pass\n",
      "27 pda\n",
      "27 primarily\n",
      "27 replaceable\n",
      "27 researched\n",
      "27 slight\n",
      "27 slip\n",
      "27 step\n",
      "27 superradio\n",
      "27 swivel\n",
      "27 tend\n",
      "27 titles\n",
      "27 universal\n",
      "27 virtually\n",
      "27 wont\n",
      "27 young\n",
      "26 adjustable\n",
      "26 angles\n",
      "26 besides\n",
      "26 brings\n",
      "26 canada\n",
      "26 checking\n",
      "26 claims\n",
      "26 connections\n",
      "26 dedicated\n",
      "26 disappointing\n",
      "26 dust\n",
      "26 duty\n",
      "26 harder\n",
      "26 helped\n",
      "26 hung\n",
      "26 impressive\n",
      "26 loosen\n",
      "26 luckily\n",
      "26 met\n",
      "26 newest\n",
      "26 noticeable\n",
      "26 operation\n",
      "26 overpriced\n",
      "26 plain\n",
      "26 question\n",
      "26 replacing\n",
      "26 rooting\n",
      "26 sad\n",
      "26 sales\n",
      "26 satellite\n",
      "26 shelves\n",
      "26 spare\n",
      "26 starting\n",
      "26 stops\n",
      "26 sun\n",
      "26 tap\n",
      "26 terms\n",
      "26 tivo\n",
      "26 towards\n",
      "26 usage\n",
      "26 wanting\n",
      "26 wonderfully\n",
      "26 yesterday\n",
      "25 accessory\n",
      "25 attempt\n",
      "25 backlight\n",
      "25 bill\n",
      "25 board\n",
      "25 brother\n",
      "25 building\n",
      "25 cancellation\n",
      "25 changing\n",
      "25 contacts\n",
      "25 crystal\n",
      "25 drivers\n",
      "25 drm\n",
      "25 emailed\n",
      "25 english\n",
      "25 floor\n",
      "25 following\n",
      "25 frame\n",
      "25 glass\n",
      "25 ground\n",
      "25 inches\n",
      "25 instantly\n",
      "25 instruction\n",
      "25 june\n",
      "25 label\n",
      "25 losing\n",
      "25 manually\n",
      "25 meets\n",
      "25 needing\n",
      "25 packed\n",
      "25 plane\n",
      "25 prior\n",
      "25 protects\n",
      "25 ray\n",
      "25 recieved\n",
      "25 recognized\n",
      "25 rooms\n",
      "25 saver\n",
      "25 searching\n",
      "25 skype\n",
      "25 tdk\n",
      "25 tells\n",
      "25 terrific\n",
      "25 tough\n",
      "25 typing\n",
      "25 whenever\n",
      "25 window\n",
      "25 worthless\n",
      "24 allowing\n",
      "24 burner\n",
      "24 calling\n",
      "24 choices\n",
      "24 comfort\n",
      "24 common\n",
      "24 comparing\n",
      "24 cumbersome\n",
      "24 dad\n",
      "24 daughters\n",
      "24 difficulty\n",
      "24 europe\n",
      "24 feeling\n",
      "24 fill\n",
      "24 freezing\n",
      "24 hesitate\n",
      "24 hidden\n",
      "24 initial\n",
      "24 instant\n",
      "24 itunes\n",
      "24 kid\n",
      "24 libraries\n",
      "24 lines\n",
      "24 mcnally\n",
      "24 numbers\n",
      "24 paperback\n",
      "24 pieces\n",
      "24 popular\n",
      "24 potential\n",
      "24 presets\n",
      "24 resolved\n",
      "24 scratch\n",
      "24 self\n",
      "24 seven\n",
      "24 shack\n",
      "24 shot\n",
      "24 smartphone\n",
      "24 strongly\n",
      "24 sucks\n",
      "24 sunlight\n",
      "24 telephone\n",
      "24 tracking\n",
      "24 tries\n",
      "24 upgraded\n",
      "24 usual\n",
      "23 ad\n",
      "23 awhile\n",
      "23 beginning\n",
      "23 college\n",
      "23 comments\n",
      "23 competition\n",
      "23 constructed\n",
      "23 damage\n",
      "23 de\n",
      "23 desired\n",
      "23 die\n",
      "23 drain\n",
      "23 earbuds\n",
      "23 edges\n",
      "23 exceptional\n",
      "23 expansion\n",
      "23 final\n",
      "23 force\n",
      "23 gadget\n",
      "23 gen\n",
      "23 generally\n",
      "23 icon\n",
      "23 incredible\n",
      "23 jornada\n",
      "23 moleskin\n",
      "23 pulled\n",
      "23 ram\n",
      "23 readable\n",
      "23 regret\n",
      "23 ridiculous\n",
      "23 router\n",
      "23 saves\n",
      "23 sells\n",
      "23 sleek\n",
      "23 sources\n",
      "23 specs\n",
      "23 steps\n",
      "23 swipe\n",
      "23 upload\n",
      "23 weird\n",
      "23 yeah\n",
      "22 arrive\n",
      "22 automatic\n",
      "22 avid\n",
      "22 breaking\n",
      "22 bunch\n",
      "22 carefully\n",
      "22 cheaply\n",
      "22 claim\n",
      "22 companies\n",
      "22 consumer\n",
      "22 discontinued\n",
      "22 door\n",
      "22 dozen\n",
      "22 easiest\n",
      "22 electrical\n",
      "22 expand\n",
      "22 feedback\n",
      "22 friday\n",
      "22 green\n",
      "22 law\n",
      "22 magnetic\n",
      "22 managed\n",
      "22 owner\n",
      "22 pictured\n",
      "22 planning\n",
      "22 practical\n",
      "22 preset\n",
      "22 primary\n",
      "22 puts\n",
      "22 reviewer\n",
      "22 risk\n",
      "22 rock\n",
      "22 security\n",
      "22 sensitivity\n",
      "22 shame\n",
      "22 shipment\n",
      "22 sides\n",
      "22 sits\n",
      "22 starts\n",
      "22 stupid\n",
      "22 suggested\n",
      "22 toshiba\n",
      "22 touching\n",
      "22 trade\n",
      "22 upgrades\n",
      "22 vcrs\n",
      "22 videosecu\n",
      "22 waited\n",
      "22 waterproof\n",
      "22 whistles\n",
      "22 xoom\n",
      "21 accept\n",
      "21 adjusted\n",
      "21 attention\n",
      "21 balance\n",
      "21 bells\n",
      "21 bent\n",
      "21 burn\n",
      "21 comparable\n",
      "21 complicated\n",
      "21 con\n",
      "21 connectors\n",
      "21 connects\n",
      "21 conversion\n",
      "21 converted\n",
      "21 drives\n",
      "21 durability\n",
      "21 dvi\n",
      "21 effect\n",
      "21 efficient\n",
      "21 eink\n",
      "21 enter\n",
      "21 fax\n",
      "21 fiction\n",
      "21 fidelity\n",
      "21 field\n",
      "21 freezes\n",
      "21 gold\n",
      "21 headsets\n",
      "21 honest\n",
      "21 international\n",
      "21 joke\n",
      "21 lacks\n",
      "21 lighting\n",
      "21 listing\n",
      "21 locked\n",
      "21 macbook\n",
      "21 meet\n",
      "21 microsoft\n",
      "21 nokia\n",
      "21 noted\n",
      "21 obvious\n",
      "21 password\n",
      "21 perform\n",
      "21 performed\n",
      "21 pin\n",
      "21 plugging\n",
      "21 portion\n",
      "21 prevent\n",
      "21 project\n",
      "21 researching\n",
      "21 sandisk\n",
      "21 saving\n",
      "21 scrabble\n",
      "21 searched\n",
      "21 skipping\n",
      "21 smoothly\n",
      "21 sounded\n",
      "21 strain\n",
      "21 sufficient\n",
      "21 surface\n",
      "21 switching\n",
      "21 telling\n",
      "21 usa\n",
      "21 vision\n",
      "21 zero\n",
      "20 amazed\n",
      "20 aside\n",
      "20 assume\n",
      "20 awkward\n",
      "20 bar\n",
      "20 blah\n",
      "20 boy\n",
      "20 breaks\n",
      "20 buyers\n",
      "20 cc\n",
      "20 chess\n",
      "20 clicking\n",
      "20 department\n",
      "20 displays\n",
      "20 dollar\n",
      "20 effective\n",
      "20 falling\n",
      "20 finder\n",
      "20 flexible\n",
      "20 fonts\n",
      "20 granted\n",
      "20 hesitant\n",
      "20 hrs\n",
      "20 hundred\n",
      "20 kinda\n",
      "20 loss\n",
      "20 management\n",
      "20 multi\n",
      "20 nowhere\n",
      "20 numerous\n",
      "20 nuts\n",
      "20 organize\n",
      "20 outlets\n",
      "20 owners\n",
      "20 proper\n",
      "20 respond\n",
      "20 restart\n",
      "20 sellers\n",
      "20 sideload\n",
      "20 situation\n",
      "20 sounding\n",
      "20 steal\n",
      "20 stored\n",
      "20 supplied\n",
      "20 supply\n",
      "20 systems\n",
      "20 ton\n",
      "20 transferring\n",
      "20 walk\n",
      "19 aa\n",
      "19 accessible\n",
      "19 according\n",
      "19 amazingly\n",
      "19 anytime\n",
      "19 attractive\n",
      "19 benefit\n",
      "19 brackets\n",
      "19 cells\n",
      "19 complained\n",
      "19 complaining\n",
      "19 concrete\n",
      "19 connectivity\n",
      "19 crazy\n",
      "19 definately\n",
      "19 deliver\n",
      "19 disappointment\n",
      "19 discover\n",
      "19 earphones\n",
      "19 entirely\n",
      "19 fee\n",
      "19 fraction\n",
      "19 frustrated\n",
      "19 heck\n",
      "19 holder\n",
      "19 hoped\n",
      "19 icf\n",
      "19 joints\n",
      "19 laptops\n",
      "19 levels\n",
      "19 limit\n",
      "19 listened\n",
      "19 locally\n",
      "19 located\n",
      "19 log\n",
      "19 mart\n",
      "19 mechanism\n",
      "19 mgm\n",
      "19 north\n",
      "19 pattern\n",
      "19 picking\n",
      "19 ports\n",
      "19 possibly\n",
      "19 preferred\n",
      "19 printed\n",
      "19 protected\n",
      "19 randomly\n",
      "19 regarding\n",
      "19 rough\n",
      "19 secured\n",
      "19 shoot\n",
      "19 shorter\n",
      "19 showing\n",
      "19 slim\n",
      "19 song\n",
      "19 speaking\n",
      "19 strength\n",
      "19 summary\n",
      "19 suspect\n",
      "19 taping\n",
      "19 target\n",
      "19 till\n",
      "19 ui\n",
      "19 uniden\n",
      "19 ups\n",
      "19 wires\n",
      "19 wiring\n",
      "19 yr\n",
      "18 accidentally\n",
      "18 ads\n",
      "18 adult\n",
      "18 advertising\n",
      "18 advised\n",
      "18 american\n",
      "18 appearance\n",
      "18 blu\n",
      "18 brainer\n",
      "18 ce\n",
      "18 cm\n",
      "18 concern\n",
      "18 confusing\n",
      "18 counter\n",
      "18 crack\n",
      "18 cracked\n",
      "18 definition\n",
      "18 degree\n",
      "18 discs\n",
      "18 drops\n",
      "18 east\n",
      "18 engine\n",
      "18 enjoyable\n",
      "18 extras\n",
      "18 failure\n",
      "18 flap\n",
      "18 gadgets\n",
      "18 granddaughter\n",
      "18 grandson\n",
      "18 greatest\n",
      "18 greatly\n",
      "18 hearing\n",
      "18 hey\n",
      "18 hurt\n",
      "18 informed\n",
      "18 limits\n",
      "18 manage\n",
      "18 medium\n",
      "18 mono\n",
      "18 moves\n",
      "18 normally\n",
      "18 periods\n",
      "18 pixel\n",
      "18 pixels\n",
      "18 platform\n",
      "18 pleasantly\n",
      "18 practically\n",
      "18 prime\n",
      "18 programming\n",
      "18 prompt\n",
      "18 protective\n",
      "18 pulling\n",
      "18 purposes\n",
      "18 rarely\n",
      "18 rep\n",
      "18 skip\n",
      "18 speech\n",
      "18 sprint\n",
      "18 superb\n",
      "18 supported\n",
      "18 surround\n",
      "18 tends\n",
      "18 threw\n",
      "18 tighten\n",
      "18 transferred\n",
      "18 twain\n",
      "18 upset\n",
      "18 upside\n",
      "18 usable\n",
      "18 versatile\n",
      "18 versus\n",
      "18 walking\n",
      "18 watched\n",
      "18 websites\n",
      "17 absolute\n",
      "17 active\n",
      "17 adjusting\n",
      "17 anyways\n",
      "17 article\n",
      "17 barns\n",
      "17 beach\n",
      "17 becomes\n",
      "17 blown\n",
      "17 bookmarks\n",
      "17 bottle\n",
      "17 bus\n",
      "17 canceling\n",
      "17 conversation\n",
      "17 cup\n",
      "17 empty\n",
      "17 enable\n",
      "17 es\n",
      "17 essentially\n",
      "17 extend\n",
      "17 father\n",
      "17 finished\n",
      "17 folder\n",
      "17 fortunately\n",
      "17 froze\n",
      "17 garage\n",
      "17 gifts\n",
      "17 glitches\n",
      "17 glow\n",
      "17 glowlight\n",
      "17 hulu\n",
      "17 indeed\n",
      "17 indicator\n",
      "17 interest\n",
      "17 interesting\n",
      "17 joy\n",
      "17 knob\n",
      "17 letters\n",
      "17 limitations\n",
      "17 literally\n",
      "17 lives\n",
      "17 locate\n",
      "17 locations\n",
      "17 manager\n",
      "17 microsdhc\n",
      "17 movement\n",
      "17 native\n",
      "17 natural\n",
      "17 npr\n",
      "17 occasional\n",
      "17 organized\n",
      "17 owning\n",
      "17 par\n",
      "17 phillips\n",
      "17 pinch\n",
      "17 pleasant\n",
      "17 posted\n",
      "17 pressure\n",
      "17 production\n",
      "17 proof\n",
      "17 reduce\n",
      "17 reduction\n",
      "17 reply\n",
      "17 rid\n",
      "17 sag\n",
      "17 scratched\n",
      "17 selected\n",
      "17 shell\n",
      "17 situations\n",
      "17 socket\n",
      "17 sooner\n",
      "17 square\n",
      "17 stating\n",
      "17 sudoku\n",
      "17 talked\n",
      "17 toy\n",
      "17 tracks\n",
      "17 tuned\n",
      "17 unusable\n",
      "17 voltage\n",
      "17 wal\n",
      "17 win\n",
      "17 wise\n",
      "17 yellow\n",
      "17 yrs\n",
      "16 action\n",
      "16 attachment\n",
      "16 author\n",
      "16 baby\n",
      "16 becoming\n",
      "16 block\n",
      "16 bug\n",
      "16 buggy\n",
      "16 bugs\n",
      "16 camping\n",
      "16 causes\n",
      "16 cbear\n",
      "16 classes\n",
      "16 clunky\n",
      "16 comics\n",
      "16 conditions\n",
      "16 configuration\n",
      "16 continues\n",
      "16 created\n",
      "16 cs\n",
      "16 cyanogenmod\n",
      "16 displayed\n",
      "16 distortion\n",
      "16 eight\n",
      "16 evo\n",
      "16 existing\n",
      "16 filled\n",
      "16 functioning\n",
      "16 gaming\n",
      "16 grab\n",
      "16 gym\n",
      "16 handling\n",
      "16 hero\n",
      "16 identical\n",
      "16 improvement\n",
      "16 increased\n",
      "16 itouch\n",
      "16 jot\n",
      "16 jump\n",
      "16 la\n",
      "16 lacking\n",
      "16 lasting\n",
      "16 lit\n",
      "16 lucky\n",
      "16 marks\n",
      "16 master\n",
      "16 meaning\n",
      "16 messages\n",
      "16 mhz\n",
      "16 minimal\n",
      "16 misleading\n",
      "16 monster\n",
      "16 narrow\n",
      "16 neat\n",
      "16 noisy\n",
      "16 nt\n",
      "16 odd\n",
      "16 offering\n",
      "16 official\n",
      "16 packs\n",
      "16 pads\n",
      "16 pilot\n",
      "16 pink\n",
      "16 pockets\n",
      "16 printer\n",
      "16 promise\n",
      "16 pure\n",
      "16 receivers\n",
      "16 recommendation\n",
      "16 reference\n",
      "16 refused\n",
      "16 registered\n",
      "16 regularly\n",
      "16 removable\n",
      "16 resistant\n",
      "16 resolve\n",
      "16 returns\n",
      "16 routes\n",
      "16 scale\n",
      "16 schedule\n",
      "16 section\n",
      "16 sight\n",
      "16 sign\n",
      "16 somehow\n",
      "16 sorts\n",
      "16 sports\n",
      "16 tag\n",
      "16 task\n",
      "16 textbooks\n",
      "16 tilts\n",
      "16 tnd\n",
      "16 toward\n",
      "16 warning\n",
      "15 advantages\n",
      "15 america\n",
      "15 anti\n",
      "15 appeared\n",
      "15 basement\n",
      "15 breakage\n",
      "15 breaker\n",
      "15 buck\n",
      "15 budget\n",
      "15 cabinet\n",
      "15 causing\n",
      "15 characters\n",
      "15 circuit\n",
      "15 combination\n",
      "15 compatibility\n",
      "15 confused\n",
      "15 contacting\n",
      "15 contents\n",
      "15 cordless\n",
      "15 dc\n",
      "15 deciding\n",
      "15 detail\n",
      "15 details\n",
      "15 dies\n",
      "15 discount\n",
      "15 dock\n",
      "15 draw\n",
      "15 eject\n",
      "15 electric\n",
      "15 elegant\n",
      "15 exception\n",
      "15 flights\n",
      "15 frequencies\n",
      "15 frustration\n",
      "15 gonna\n",
      "15 grip\n",
      "15 havent\n",
      "15 hitch\n",
      "15 homework\n",
      "15 iiixe\n",
      "15 importantly\n",
      "15 industry\n",
      "15 knobs\n",
      "15 knowing\n",
      "15 language\n",
      "15 leaves\n",
      "15 logger\n",
      "15 louder\n",
      "15 manufactured\n",
      "15 maxwell\n",
      "15 memories\n",
      "15 missed\n",
      "15 modern\n",
      "15 ms\n",
      "15 musical\n",
      "15 needless\n",
      "15 nicer\n",
      "15 noises\n",
      "15 null\n",
      "15 opted\n",
      "15 patience\n",
      "15 plasma\n",
      "15 profile\n",
      "15 pulls\n",
      "15 regardless\n",
      "15 removing\n",
      "15 responded\n",
      "15 ride\n",
      "15 rip\n",
      "15 ripped\n",
      "15 savvy\n",
      "15 solve\n",
      "15 sr\n",
      "15 steady\n",
      "15 strange\n",
      "15 straps\n",
      "15 streaming\n",
      "15 thickness\n",
      "15 touchpad\n",
      "15 traffic\n",
      "15 trash\n",
      "15 typical\n",
      "15 ultra\n",
      "15 un\n",
      "15 unique\n",
      "15 virtual\n",
      "15 volt\n",
      "15 vx\n",
      "15 walls\n",
      "15 wearing\n",
      "15 worn\n",
      "15 wrapped\n",
      "15 xl\n",
      "15 zune\n",
      "14 afraid\n",
      "14 alarm\n",
      "14 antennas\n",
      "14 anybody\n",
      "14 arrival\n",
      "14 art\n",
      "14 aspect\n",
      "14 attaching\n",
      "14 backpack\n",
      "14 bend\n",
      "14 bet\n",
      "14 bookmark\n",
      "14 boom\n",
      "14 borrowed\n",
      "14 boxes\n",
      "14 bulk\n",
      "14 cars\n",
      "14 catch\n",
      "14 cellphone\n",
      "14 cents\n",
      "14 chair\n",
      "14 church\n",
      "14 classics\n",
      "14 coffee\n",
      "14 community\n",
      "14 conclusion\n",
      "14 considered\n",
      "14 countries\n",
      "14 crane\n",
      "14 cycle\n",
      "14 darn\n",
      "14 delay\n",
      "14 developed\n",
      "14 directv\n",
      "14 disks\n",
      "14 dumb\n",
      "14 enabled\n",
      "14 expense\n",
      "14 explain\n",
      "14 exposed\n",
      "14 falls\n",
      "14 false\n",
      "14 faulty\n",
      "14 flashing\n",
      "14 flaw\n",
      "14 flawless\n",
      "14 flexibility\n",
      "14 focus\n",
      "14 forgot\n",
      "14 forums\n",
      "14 glasses\n",
      "14 grundig\n",
      "14 hack\n",
      "14 handled\n",
      "14 height\n",
      "14 hello\n",
      "14 highlighting\n",
      "14 highlights\n",
      "14 hz\n",
      "14 journal\n",
      "14 killer\n",
      "14 kinds\n",
      "14 knock\n",
      "14 korea\n",
      "14 loving\n",
      "14 magnet\n",
      "14 materials\n",
      "14 max\n",
      "14 meg\n",
      "14 mess\n",
      "14 minimum\n",
      "14 mortar\n",
      "14 navigating\n",
      "14 nearby\n",
      "14 nearest\n",
      "14 negatives\n",
      "14 nobel\n",
      "14 nobody\n",
      "14 november\n",
      "14 outdoor\n",
      "14 outer\n",
      "14 playboy\n",
      "14 pressing\n",
      "14 produce\n",
      "14 pushed\n",
      "14 quicker\n",
      "14 reccomend\n",
      "14 registration\n",
      "14 report\n",
      "14 requiring\n",
      "14 rewind\n",
      "14 rich\n",
      "14 rocks\n",
      "14 ruined\n",
      "14 satisfactory\n",
      "14 scan\n",
      "14 scanner\n",
      "14 scroll\n",
      "14 sealed\n",
      "14 serial\n",
      "14 shuts\n",
      "14 significant\n",
      "14 silver\n",
      "14 slots\n",
      "14 slower\n",
      "14 sluggish\n",
      "14 stands\n",
      "14 student\n",
      "14 study\n",
      "14 stylish\n",
      "14 suction\n",
      "14 switched\n",
      "14 swivels\n",
      "14 thoroughly\n",
      "14 tinny\n",
      "14 tricky\n",
      "14 twenty\n",
      "14 unplug\n",
      "14 verdict\n",
      "14 viewer\n",
      "14 visit\n",
      "14 wherever\n",
      "13 act\n",
      "13 affect\n",
      "13 ample\n",
      "13 aspire\n",
      "13 assured\n",
      "13 availability\n",
      "13 backed\n",
      "13 bars\n",
      "13 basis\n",
      "13 begin\n",
      "13 boyfriend\n",
      "13 brilliant\n",
      "13 broadcast\n",
      "13 brothers\n",
      "13 burning\n",
      "13 carries\n",
      "13 caught\n",
      "13 chrome\n",
      "13 clearer\n",
      "13 comfortably\n",
      "13 consideration\n",
      "13 converter\n",
      "13 count\n",
      "13 crappy\n",
      "13 crash\n",
      "13 cyanogen\n",
      "13 deep\n",
      "13 disconnected\n",
      "13 dog\n",
      "13 ejected\n",
      "13 endless\n",
      "13 fear\n",
      "13 filter\n",
      "13 fly\n",
      "13 formatted\n",
      "13 formatting\n",
      "13 foster\n",
      "13 grandchildren\n",
      "13 group\n",
      "13 hell\n",
      "13 improvements\n",
      "13 interactive\n",
      "13 interior\n",
      "13 july\n",
      "13 labeled\n",
      "13 lady\n",
      "13 lastly\n",
      "13 layout\n",
      "13 letter\n",
      "13 lo\n",
      "13 loads\n",
      "13 mad\n",
      "13 majority\n",
      "13 member\n",
      "13 members\n",
      "13 menus\n",
      "13 monthly\n",
      "13 names\n",
      "13 nope\n",
      "13 outdoors\n",
      "13 overseas\n",
      "13 pan\n",
      "13 papers\n",
      "13 penny\n",
      "13 physically\n",
      "13 popped\n",
      "13 premium\n",
      "13 pricing\n",
      "13 projector\n",
      "13 prs\n",
      "13 raised\n",
      "13 repeated\n",
      "13 reporter\n",
      "13 reproduction\n",
      "13 request\n",
      "13 reverse\n",
      "13 rs\n",
      "13 rv\n",
      "13 san\n",
      "13 sat\n",
      "13 serves\n",
      "13 services\n",
      "13 settled\n",
      "13 sharper\n",
      "13 shocked\n",
      "13 shortly\n",
      "13 significantly\n",
      "13 slowly\n",
      "13 social\n",
      "13 spoke\n",
      "13 starter\n",
      "13 stories\n",
      "13 studs\n",
      "13 suddenly\n",
      "13 supporting\n",
      "13 sweet\n",
      "13 testing\n",
      "13 visible\n",
      "13 wallpaper\n",
      "13 whereas\n",
      "13 wired\n",
      "13 wondering\n",
      "13 wore\n",
      "13 wrap\n",
      "12 accepted\n",
      "12 accommodate\n",
      "12 accuracy\n",
      "12 addresses\n",
      "12 ambient\n",
      "12 assumed\n",
      "12 attempting\n",
      "12 axim\n",
      "12 backwards\n",
      "12 bang\n",
      "12 bank\n",
      "12 bible\n",
      "12 boys\n",
      "12 btw\n",
      "12 buds\n",
      "12 bummer\n",
      "12 cancel\n",
      "12 casing\n",
      "12 chinese\n",
      "12 competitor\n",
      "12 components\n",
      "12 concept\n",
      "12 copied\n",
      "12 cpu\n",
      "12 cr\n",
      "12 cradle\n",
      "12 cross\n",
      "12 degrees\n",
      "12 delorme\n",
      "12 demo\n",
      "12 differences\n",
      "12 dirt\n",
      "12 evening\n",
      "12 exchanged\n",
      "12 experiences\n",
      "12 extensive\n",
      "12 fails\n",
      "12 feb\n",
      "12 february\n",
      "12 fees\n",
      "12 figuring\n",
      "12 flaws\n",
      "12 folds\n",
      "12 forced\n",
      "12 fragile\n",
      "12 frankly\n",
      "12 geek\n",
      "12 gem\n",
      "12 ghz\n",
      "12 gorgeous\n",
      "12 gutenberg\n",
      "12 heart\n",
      "12 hissing\n",
      "12 hitting\n",
      "12 hotel\n",
      "12 huck\n",
      "12 ie\n",
      "12 improves\n",
      "12 inconvenience\n",
      "12 indicated\n",
      "12 inputs\n",
      "12 intend\n",
      "12 ipads\n",
      "12 january\n",
      "12 knowledge\n",
      "12 labels\n",
      "12 laser\n",
      "12 laying\n",
      "12 lemon\n",
      "12 lesson\n",
      "12 lifetime\n",
      "12 matches\n",
      "12 mechanical\n",
      "12 method\n",
      "12 million\n",
      "12 mins\n",
      "12 modified\n",
      "12 muy\n",
      "12 newspaper\n",
      "12 nightmare\n",
      "12 notch\n",
      "12 ny\n",
      "12 organizer\n",
      "12 overdrive\n",
      "12 padding\n",
      "12 patient\n",
      "12 placement\n",
      "12 pleasing\n",
      "12 plugin\n",
      "12 portrait\n",
      "12 positions\n",
      "12 practice\n",
      "12 proven\n",
      "12 providing\n",
      "12 recharging\n",
      "12 reduced\n",
      "12 retailers\n",
      "12 santa\n",
      "12 scared\n",
      "12 served\n",
      "12 sharing\n",
      "12 skills\n",
      "12 sliding\n",
      "12 snug\n",
      "12 solidly\n",
      "12 south\n",
      "12 staff\n",
      "12 stress\n",
      "12 studio\n",
      "12 subscription\n",
      "12 substantial\n",
      "12 success\n",
      "12 successfully\n",
      "12 supplier\n",
      "12 tabs\n",
      "12 thinner\n",
      "12 tied\n",
      "12 tightened\n",
      "12 treo\n",
      "12 typically\n",
      "12 unbeatable\n",
      "12 united\n",
      "12 unlock\n",
      "12 uploaded\n",
      "12 ur\n",
      "12 wished\n",
      "11 abuse\n",
      "11 accessing\n",
      "11 advanced\n",
      "11 advise\n",
      "11 afford\n",
      "11 airplanes\n",
      "11 amp\n",
      "11 applied\n",
      "11 articulation\n",
      "11 assembly\n",
      "11 attaches\n",
      "11 attempts\n",
      "11 audiobooks\n",
      "11 avail\n",
      "11 bb\n",
      "11 becky\n",
      "11 body\n",
      "11 brighter\n",
      "11 bubble\n",
      "11 carried\n",
      "11 category\n",
      "11 ccradio\n",
      "11 certified\n",
      "11 chain\n",
      "11 chapter\n",
      "11 chat\n",
      "11 claimed\n",
      "11 closure\n",
      "11 code\n",
      "11 colorful\n",
      "11 combined\n",
      "11 corners\n",
      "11 couch\n",
      "11 creating\n",
      "11 curve\n",
      "11 customize\n",
      "11 cutting\n",
      "11 darker\n",
      "11 dealer\n",
      "11 dealing\n",
      "11 defect\n",
      "11 depends\n",
      "11 desire\n",
      "11 determined\n",
      "11 disabled\n",
      "11 docs\n",
      "11 doctor\n",
      "11 dsl\n",
      "11 exceeded\n",
      "11 exceptionally\n",
      "11 extends\n",
      "11 fade\n",
      "11 favor\n",
      "11 female\n",
      "11 fixes\n",
      "11 flipping\n",
      "11 folding\n",
      "11 frozen\n",
      "11 funny\n",
      "11 fyi\n",
      "11 gentle\n",
      "11 girlfriend\n",
      "11 god\n",
      "11 grey\n",
      "11 ha\n",
      "11 headache\n",
      "11 highest\n",
      "11 holiday\n",
      "11 honeycomb\n",
      "11 hotspot\n",
      "11 housing\n",
      "11 impression\n",
      "11 indicate\n",
      "11 inferior\n",
      "11 jelly\n",
      "11 khz\n",
      "11 kobo\n",
      "11 landscape\n",
      "11 largest\n",
      "11 launcher\n",
      "11 liquid\n",
      "11 lovely\n",
      "11 marked\n",
      "11 mediocre\n",
      "11 messed\n",
      "11 muffled\n",
      "11 national\n",
      "11 nervous\n",
      "11 niece\n",
      "11 novels\n",
      "11 nst\n",
      "11 nut\n",
      "11 opportunity\n",
      "11 owns\n",
      "11 packing\n",
      "11 painful\n",
      "11 passed\n",
      "11 photography\n",
      "11 popping\n",
      "11 pops\n",
      "11 pouch\n",
      "11 pounds\n",
      "11 problematic\n",
      "11 provider\n",
      "11 ratings\n",
      "11 readily\n",
      "11 reboot\n",
      "11 recharges\n",
      "11 recognition\n",
      "11 refuse\n",
      "11 repeat\n",
      "11 replacements\n",
      "11 requirements\n",
      "11 retailer\n",
      "11 reviewing\n",
      "11 rigid\n",
      "11 ring\n",
      "11 ringtones\n",
      "11 river\n",
      "11 robust\n",
      "11 roku\n",
      "11 screwed\n",
      "11 selections\n",
      "11 sentence\n",
      "11 serve\n",
      "11 silly\n",
      "11 skin\n",
      "11 snapped\n",
      "11 snow\n",
      "11 spin\n",
      "11 spoken\n",
      "11 storing\n",
      "11 str\n",
      "11 string\n",
      "11 subject\n",
      "11 suck\n",
      "11 summer\n",
      "11 tactical\n",
      "11 tension\n",
      "11 terribly\n",
      "11 thumb\n",
      "11 tightly\n",
      "11 tomorrow\n",
      "11 traditional\n",
      "11 trial\n",
      "11 tube\n",
      "11 ugly\n",
      "11 uk\n",
      "11 ultimately\n",
      "11 uncomfortable\n",
      "11 unsure\n",
      "11 usability\n",
      "11 valuable\n",
      "11 visor\n",
      "11 weekend\n",
      "11 wipe\n",
      "11 writer\n",
      "11 xbox\n",
      "11 yard\n",
      "10 accidently\n",
      "10 activate\n",
      "10 advance\n",
      "10 alcohol\n",
      "10 allot\n",
      "10 anchors\n",
      "10 appointments\n",
      "10 appreciated\n",
      "10 appropriate\n",
      "10 archive\n",
      "10 asleep\n",
      "10 bezel\n",
      "10 blame\n",
      "10 bravia\n",
      "10 brief\n",
      "10 calendar\n",
      "10 cam\n",
      "10 cancelled\n",
      "10 cast\n",
      "10 choosing\n",
      "10 classical\n",
      "10 clicked\n",
      "10 closely\n",
      "10 clumsy\n",
      "10 colored\n",
      "10 competitive\n",
      "10 competitors\n",
      "10 compliments\n",
      "10 component\n",
      "10 countless\n",
      "10 crank\n",
      "10 customized\n",
      "10 death\n",
      "10 deleted\n",
      "10 delighted\n",
      "10 detailed\n",
      "10 disconnect\n",
      "10 disney\n",
      "10 documentation\n",
      "10 drift\n",
      "10 editing\n",
      "10 em\n",
      "10 enables\n",
      "10 entry\n",
      "10 equal\n",
      "10 essential\n",
      "10 exceeds\n",
      "10 expired\n",
      "10 fashioned\n",
      "10 fiddling\n",
      "10 firm\n",
      "10 flatscreen\n",
      "10 fluid\n",
      "10 frequent\n",
      "10 girl\n",
      "10 glove\n",
      "10 goodness\n",
      "10 graphic\n",
      "10 greater\n",
      "10 guide\n",
      "10 hair\n",
      "10 handful\n",
      "10 happening\n",
      "10 household\n",
      "10 imo\n",
      "10 individual\n",
      "10 instance\n",
      "10 ipaq\n",
      "10 ipods\n",
      "10 isnt\n",
      "10 ive\n",
      "10 korean\n",
      "10 land\n",
      "10 lap\n",
      "10 lb\n",
      "10 liking\n",
      "10 lined\n",
      "10 literature\n",
      "10 loan\n",
      "10 loses\n",
      "10 lying\n",
      "10 machines\n",
      "10 manufacturing\n",
      "10 marketing\n",
      "10 massive\n",
      "10 matte\n",
      "10 maximum\n",
      "10 mdr\n",
      "10 meetings\n",
      "10 mid\n",
      "10 mile\n",
      "10 moderate\n",
      "10 modify\n",
      "10 mouse\n",
      "10 mute\n",
      "10 necessarily\n",
      "10 onboard\n",
      "10 opens\n",
      "10 optical\n",
      "10 optional\n",
      "10 outdated\n",
      "10 outrageous\n",
      "10 pause\n",
      "10 planned\n",
      "10 positioned\n",
      "10 prepared\n",
      "10 priority\n",
      "10 produced\n",
      "10 protecting\n",
      "10 ps\n",
      "10 reached\n",
      "10 recorders\n",
      "10 reel\n",
      "10 regards\n",
      "10 rely\n",
      "10 rent\n",
      "10 repaired\n",
      "10 reported\n",
      "10 requested\n",
      "10 reviewed\n",
      "10 rf\n",
      "10 roll\n",
      "10 rotate\n",
      "10 roughly\n",
      "10 round\n",
      "10 rugged\n",
      "10 rural\n",
      "10 sample\n",
      "10 samples\n",
      "10 scrolling\n",
      "10 sdhc\n",
      "10 seperate\n",
      "10 sgh\n",
      "10 shortcomings\n",
      "10 simplicity\n",
      "10 snaps\n",
      "10 soo\n",
      "10 specifications\n",
      "10 speedy\n",
      "10 steel\n",
      "10 sticks\n",
      "10 stream\n",
      "10 students\n",
      "10 supposedly\n",
      "10 switches\n",
      "10 taped\n",
      "10 throughout\n",
      "10 thrown\n",
      "10 troubleshooting\n",
      "10 tweeter\n",
      "10 twitter\n",
      "10 unknown\n",
      "10 unplugged\n",
      "10 valid\n",
      "10 vast\n",
      "10 viewed\n",
      "10 wake\n",
      "10 walked\n",
      "10 warehouse\n",
      "10 warm\n",
      "10 washers\n",
      "10 whitaker\n",
      "10 wii\n",
      "10 woman\n",
      "10 xlii\n",
      "10 xmas\n",
      "9 accepts\n",
      "9 accident\n",
      "9 accomodate\n",
      "9 accustomed\n",
      "9 acting\n",
      "9 album\n",
      "9 altogether\n",
      "9 among\n",
      "9 antennae\n",
      "9 apartment\n",
      "9 apparent\n",
      "9 appeal\n",
      "9 approximately\n",
      "9 april\n",
      "9 asap\n",
      "9 assemble\n",
      "9 assistance\n",
      "9 atlas\n",
      "9 audiophile\n",
      "9 av\n",
      "9 badly\n",
      "9 bean\n",
      "9 beauty\n",
      "9 blind\n",
      "9 bondi\n",
      "9 booklet\n",
      "9 bookmarking\n",
      "9 borrowing\n",
      "9 california\n",
      "9 caution\n",
      "9 cdrw\n",
      "9 centered\n",
      "9 changer\n",
      "9 chapters\n",
      "9 cleans\n",
      "9 cleared\n",
      "9 co\n",
      "9 commented\n",
      "9 companion\n",
      "9 compete\n",
      "9 consistently\n",
      "9 contained\n",
      "9 converting\n",
      "9 costly\n",
      "9 customizable\n",
      "9 cuts\n",
      "9 december\n",
      "9 decks\n",
      "9 def\n",
      "9 defects\n",
      "9 deserve\n",
      "9 destroyed\n",
      "9 determine\n",
      "9 directional\n",
      "9 disable\n",
      "9 doc\n",
      "9 document\n",
      "9 dr\n",
      "9 drawbacks\n",
      "9 drawer\n",
      "9 dream\n",
      "9 drywall\n",
      "9 dying\n",
      "9 eat\n",
      "9 engineer\n",
      "9 engineered\n",
      "9 ensure\n",
      "9 estimated\n",
      "9 event\n",
      "9 expectation\n",
      "9 expert\n",
      "9 explained\n",
      "9 extensions\n",
      "9 fabric\n",
      "9 facing\n",
      "9 familiar\n",
      "9 fashion\n",
      "9 fastest\n",
      "9 filters\n",
      "9 fish\n",
      "9 flipped\n",
      "9 foreign\n",
      "9 forum\n",
      "9 fps\n",
      "9 frames\n",
      "9 frills\n",
      "9 grand\n",
      "9 handspring\n",
      "9 hangs\n",
      "9 hated\n",
      "9 helping\n",
      "9 hiking\n",
      "9 hobby\n",
      "9 hooking\n",
      "9 hubby\n",
      "9 human\n",
      "9 inconvenient\n",
      "9 incorrect\n",
      "9 individually\n",
      "9 indoors\n",
      "9 inserting\n",
      "9 intent\n",
      "9 invest\n",
      "9 irritating\n",
      "9 issued\n",
      "9 jodie\n",
      "9 lead\n",
      "9 lectures\n",
      "9 lendme\n",
      "9 lent\n",
      "9 lie\n",
      "9 limitation\n",
      "9 linux\n",
      "9 lite\n",
      "9 lived\n",
      "9 logical\n",
      "9 lousy\n",
      "9 maintain\n",
      "9 manufacturers\n",
      "9 mass\n",
      "9 matrix\n",
      "9 matters\n",
      "9 membership\n",
      "9 memo\n",
      "9 mifi\n",
      "9 mixed\n",
      "9 modes\n",
      "9 moments\n",
      "9 notepads\n",
      "9 offset\n",
      "9 opposed\n",
      "9 organization\n",
      "9 overly\n",
      "9 ownership\n",
      "9 paint\n",
      "9 paragraph\n",
      "9 partial\n",
      "9 performing\n",
      "9 permanently\n",
      "9 philips\n",
      "9 pod\n",
      "9 potter\n",
      "9 prevents\n",
      "9 produces\n",
      "9 property\n",
      "9 protectors\n",
      "9 proved\n",
      "9 published\n",
      "9 rec\n",
      "9 receipt\n",
      "9 recharged\n",
      "9 records\n",
      "9 refresh\n",
      "9 related\n",
      "9 repeatedly\n",
      "9 representative\n",
      "9 reputation\n",
      "9 retrieve\n",
      "9 riding\n",
      "9 rights\n",
      "9 rod\n",
      "9 sa\n",
      "9 safely\n",
      "9 sagging\n",
      "9 selectivity\n",
      "9 separately\n",
      "9 shade\n",
      "9 shaped\n",
      "9 sherman\n",
      "9 ships\n",
      "9 shoulder\n",
      "9 showers\n",
      "9 signs\n",
      "9 silicone\n",
      "9 sink\n",
      "9 snugly\n",
      "9 specified\n",
      "9 spine\n",
      "9 spots\n",
      "9 standing\n",
      "9 stretch\n",
      "9 styli\n",
      "9 subscriptions\n",
      "9 suggestions\n",
      "9 suitable\n",
      "9 supervisor\n",
      "9 supplies\n",
      "9 swings\n",
      "9 tax\n",
      "9 tent\n",
      "9 thinks\n",
      "9 throwing\n",
      "9 tilted\n",
      "9 tomtom\n",
      "9 transmit\n",
      "9 travelling\n",
      "9 understood\n",
      "9 unnecessary\n",
      "9 vertical\n",
      "9 visual\n",
      "9 vivid\n",
      "9 voila\n",
      "9 warn\n",
      "9 wheel\n",
      "9 whose\n",
      "9 wider\n",
      "9 widescreen\n",
      "9 width\n",
      "9 wind\n",
      "9 winner\n",
      "9 wood\n",
      "9 worlds\n",
      "9 xda\n",
      "9 xp\n",
      "9 yay\n",
      "8 aaa\n",
      "8 accounts\n",
      "8 adaptors\n",
      "8 additionally\n",
      "8 adjusts\n",
      "8 advertized\n",
      "8 afn\n",
      "8 agreed\n",
      "8 airport\n",
      "8 annoyance\n",
      "8 aps\n",
      "8 assuming\n",
      "8 attempted\n",
      "8 august\n",
      "8 aunt\n",
      "8 backing\n",
      "8 bandwidth\n",
      "8 basics\n",
      "8 bending\n",
      "8 blew\n",
      "8 blocked\n",
      "8 blows\n",
      "8 booting\n",
      "8 briefcase\n",
      "8 bulb\n",
      "8 bump\n",
      "8 burned\n",
      "8 buzz\n",
      "8 challenge\n",
      "8 childrens\n",
      "8 circus\n",
      "8 clasp\n",
      "8 classy\n",
      "8 cleaners\n",
      "8 clicks\n",
      "8 closer\n",
      "8 coast\n",
      "8 confirm\n",
      "8 considerably\n",
      "8 consistent\n",
      "8 continued\n",
      "8 cook\n",
      "8 copies\n",
      "8 corrected\n",
      "8 couldnt\n",
      "8 coupon\n",
      "8 crackling\n",
      "8 crashed\n",
      "8 crippled\n",
      "8 critical\n",
      "8 damn\n",
      "8 dash\n",
      "8 deals\n",
      "8 dec\n",
      "8 decently\n",
      "8 degradation\n",
      "8 delicate\n",
      "8 delivers\n",
      "8 dim\n",
      "8 disappoint\n",
      "8 discuss\n",
      "8 displayport\n",
      "8 disposable\n",
      "8 dissatisfied\n",
      "8 docking\n",
      "8 dolphin\n",
      "8 domain\n",
      "8 downsides\n",
      "8 drains\n",
      "8 el\n",
      "8 eliminated\n",
      "8 emergency\n",
      "8 en\n",
      "8 energy\n",
      "8 enjoyment\n",
      "8 env\n",
      "8 epubs\n",
      "8 equally\n",
      "8 excuse\n",
      "8 exit\n",
      "8 experiencing\n",
      "8 explanation\n",
      "8 express\n",
      "8 extreme\n",
      "8 failing\n",
      "8 faint\n",
      "8 fallen\n",
      "8 fat\n",
      "8 ferrite\n",
      "8 fight\n",
      "8 filmed\n",
      "8 fingertips\n",
      "8 flush\n",
      "8 foremost\n",
      "8 fourth\n",
      "8 fuzzy\n",
      "8 geeks\n",
      "8 gladly\n",
      "8 grandaughter\n",
      "8 gray\n",
      "8 habit\n",
      "8 handheld\n",
      "8 hardcover\n",
      "8 headaches\n",
      "8 headband\n",
      "8 heavily\n",
      "8 hide\n",
      "8 history\n",
      "8 hits\n",
      "8 hs\n",
      "8 hurry\n",
      "8 ignored\n",
      "8 ill\n",
      "8 impact\n",
      "8 intention\n",
      "8 invested\n",
      "8 ips\n",
      "8 jefferson\n",
      "8 john\n",
      "8 johnny\n",
      "8 judge\n",
      "8 kindel\n",
      "8 kits\n",
      "8 kitty\n",
      "8 kodak\n",
      "8 lay\n",
      "8 lazy\n",
      "8 lmt\n",
      "8 locks\n",
      "8 loosing\n",
      "8 lp\n",
      "8 lumia\n",
      "8 luv\n",
      "8 male\n",
      "8 matching\n",
      "8 mexico\n",
      "8 microusb\n",
      "8 mistakes\n",
      "8 mobi\n",
      "8 mouth\n",
      "8 newspapers\n",
      "8 nights\n",
      "8 nine\n",
      "8 novice\n",
      "8 operates\n",
      "8 orange\n",
      "8 orientation\n",
      "8 overnight\n",
      "8 park\n",
      "8 patio\n",
      "8 personalize\n",
      "8 pic\n",
      "8 picky\n",
      "8 pointed\n",
      "8 polly\n",
      "8 precise\n",
      "8 presentation\n",
      "8 pressed\n",
      "8 programmed\n",
      "8 publishers\n",
      "8 que\n",
      "8 rare\n",
      "8 reality\n",
      "8 reccommend\n",
      "8 rechargable\n",
      "8 recognizes\n",
      "8 refunded\n",
      "8 refurb\n",
      "8 remarkable\n",
      "8 repairs\n",
      "8 reports\n",
      "8 requirement\n",
      "8 responds\n",
      "8 restrictions\n",
      "8 ridiculously\n",
      "8 rig\n",
      "8 rotation\n",
      "8 rubberized\n",
      "8 rule\n",
      "8 sangean\n",
      "8 screensaver\n",
      "8 screwdriver\n",
      "8 sena\n",
      "8 september\n",
      "8 servers\n",
      "8 shiny\n",
      "8 shots\n",
      "8 sideloaded\n",
      "8 similarly\n",
      "8 singing\n",
      "8 slider\n",
      "8 solutions\n",
      "8 somebody\n",
      "8 sometime\n",
      "8 sp\n",
      "8 spanish\n",
      "8 speeds\n",
      "8 statement\n",
      "8 stayed\n",
      "8 stellar\n",
      "8 sticking\n",
      "8 stopping\n",
      "8 straightforward\n",
      "8 streets\n",
      "8 struggled\n",
      "8 substitute\n",
      "8 suggestion\n",
      "8 syncing\n",
      "8 teach\n",
      "8 term\n",
      "8 texts\n",
      "8 thumbs\n",
      "8 tightening\n",
      "8 tops\n",
      "8 transaction\n",
      "8 transfered\n",
      "8 transformer\n",
      "8 travels\n",
      "8 treat\n",
      "8 understanding\n",
      "8 unhappy\n",
      "8 updating\n",
      "8 upstairs\n",
      "8 utilize\n",
      "8 verify\n",
      "8 vibrant\n",
      "8 vista\n",
      "8 voices\n",
      "8 volumes\n",
      "8 wasnt\n",
      "8 weekly\n",
      "8 wild\n",
      "8 wins\n",
      "8 withstand\n",
      "8 worthy\n",
      "8 yamakasi\n",
      "7 accidental\n",
      "7 activity\n",
      "7 addressed\n",
      "7 adequately\n",
      "7 adventures\n",
      "7 advertise\n",
      "7 advertisement\n",
      "7 advertises\n",
      "7 aesthetics\n",
      "7 aftermarket\n",
      "7 afternoon\n",
      "7 aid\n",
      "7 alas\n",
      "7 align\n",
      "7 allen\n",
      "7 aluminum\n",
      "7 amounts\n",
      "7 amplified\n",
      "7 annoyed\n",
      "7 arrow\n",
      "7 aspects\n",
      "7 assembled\n",
      "7 associate\n",
      "7 ball\n",
      "7 baseball\n",
      "7 bike\n",
      "7 blast\n",
      "7 bored\n",
      "7 calibration\n",
      "7 capture\n",
      "7 cash\n",
      "7 casio\n",
      "7 casual\n",
      "7 categories\n",
      "7 century\n",
      "7 chances\n",
      "7 cheapo\n",
      "7 client\n",
      "7 cloud\n",
      "7 club\n",
      "7 coating\n",
      "7 coby\n",
      "7 cold\n",
      "7 comic\n",
      "7 communication\n",
      "7 compass\n",
      "7 compatable\n",
      "7 complex\n",
      "7 confirmed\n",
      "7 contrary\n",
      "7 conversations\n",
      "7 convinced\n",
      "7 coverage\n",
      "7 crooked\n",
      "7 crossword\n",
      "7 cruise\n",
      "7 cursor\n",
      "7 cycles\n",
      "7 damaging\n",
      "7 darned\n",
      "7 deceptive\n",
      "7 deleting\n",
      "7 demand\n",
      "7 dependable\n",
      "7 deserves\n",
      "7 destination\n",
      "7 detected\n",
      "7 dinner\n",
      "7 directed\n",
      "7 disaster\n",
      "7 discussion\n",
      "7 doors\n",
      "7 drawing\n",
      "7 dried\n",
      "7 dropping\n",
      "7 drove\n",
      "7 dynex\n",
      "7 earphone\n",
      "7 economist\n",
      "7 eee\n",
      "7 effectively\n",
      "7 effects\n",
      "7 embedded\n",
      "7 enclosed\n",
      "7 enhanced\n",
      "7 enlarge\n",
      "7 eos\n",
      "7 episodes\n",
      "7 equivalent\n",
      "7 erase\n",
      "7 esp\n",
      "7 everybody\n",
      "7 ex\n",
      "7 excellant\n",
      "7 exclusively\n",
      "7 exercise\n",
      "7 exist\n",
      "7 exterior\n",
      "7 fabulous\n",
      "7 fence\n",
      "7 fenix\n",
      "7 fewer\n",
      "7 fiance\n",
      "7 fifty\n",
      "7 finn\n",
      "7 fitting\n",
      "7 flashes\n",
      "7 flickering\n",
      "7 flow\n",
      "7 flying\n",
      "7 folio\n",
      "7 fooled\n",
      "7 fresh\n",
      "7 functionally\n",
      "7 fuse\n",
      "7 fuss\n",
      "7 gain\n",
      "7 gallery\n",
      "7 gently\n",
      "7 glossy\n",
      "7 glued\n",
      "7 gotta\n",
      "7 handles\n",
      "7 happily\n",
      "7 hence\n",
      "7 hex\n",
      "7 hh\n",
      "7 hides\n",
      "7 hopes\n",
      "7 huckleberry\n",
      "7 humming\n",
      "7 inability\n",
      "7 incompatible\n",
      "7 increases\n",
      "7 indication\n",
      "7 insane\n",
      "7 inspire\n",
      "7 installs\n",
      "7 instructed\n",
      "7 intrigued\n",
      "7 introduced\n",
      "7 involves\n",
      "7 jabra\n",
      "7 jam\n",
      "7 jewel\n",
      "7 jj\n",
      "7 joint\n",
      "7 jpg\n",
      "7 justify\n",
      "7 kate\n",
      "7 keeper\n",
      "7 kicked\n",
      "7 kudos\n",
      "7 lags\n",
      "7 laid\n",
      "7 laserdisc\n",
      "7 latch\n",
      "7 lean\n",
      "7 lefty\n",
      "7 leg\n",
      "7 lending\n",
      "7 lift\n",
      "7 lil\n",
      "7 links\n",
      "7 locking\n",
      "7 logo\n",
      "7 loosened\n",
      "7 lover\n",
      "7 mah\n",
      "7 manufacture\n",
      "7 marketplace\n",
      "7 measured\n",
      "7 messing\n",
      "7 metro\n",
      "7 mi\n",
      "7 microphones\n",
      "7 mighty\n",
      "7 mike\n",
      "7 mileage\n",
      "7 named\n",
      "7 necklace\n",
      "7 networking\n",
      "7 networks\n",
      "7 nikon\n",
      "7 nonsense\n",
      "7 nookbooks\n",
      "7 nov\n",
      "7 novel\n",
      "7 object\n",
      "7 obsolete\n",
      "7 oct\n",
      "7 october\n",
      "7 onscreen\n",
      "7 outlook\n",
      "7 packages\n",
      "7 padded\n",
      "7 pairs\n",
      "7 para\n",
      "7 parental\n",
      "7 passages\n",
      "7 patch\n",
      "7 patterns\n",
      "7 payed\n",
      "7 pcs\n",
      "7 pearl\n",
      "7 permanent\n",
      "7 phase\n",
      "7 photographer\n",
      "7 piano\n",
      "7 pickup\n",
      "7 pill\n",
      "7 placing\n",
      "7 porch\n",
      "7 pound\n",
      "7 presented\n",
      "7 presents\n",
      "7 prints\n",
      "7 pub\n",
      "7 pushing\n",
      "7 qualities\n",
      "7 rain\n",
      "7 random\n",
      "7 rates\n",
      "7 razr\n",
      "7 realizing\n",
      "7 rear\n",
      "7 recall\n",
      "7 recipient\n",
      "7 reduces\n",
      "7 reflects\n",
      "7 regretted\n",
      "7 relative\n",
      "7 reminded\n",
      "7 reminds\n",
      "7 reporting\n",
      "7 reserved\n",
      "7 resetting\n",
      "7 responding\n",
      "7 responsibility\n",
      "7 restocking\n",
      "7 restore\n",
      "7 restored\n",
      "7 restricted\n",
      "7 resulted\n",
      "7 retro\n",
      "7 role\n",
      "7 rolling\n",
      "7 routing\n",
      "7 ruining\n",
      "7 runtime\n",
      "7 sadly\n",
      "7 salesman\n",
      "7 salesperson\n",
      "7 sanyo\n",
      "7 satellites\n",
      "7 satisfy\n",
      "7 sc\n",
      "7 scene\n",
      "7 scenes\n",
      "7 seldom\n",
      "7 server\n",
      "7 sessions\n",
      "7 sexy\n",
      "7 sheets\n",
      "7 sideloading\n",
      "7 simultaneously\n",
      "7 skipped\n",
      "7 sleeve\n",
      "7 slimmer\n",
      "7 smell\n",
      "7 solar\n",
      "7 sons\n",
      "7 sooo\n",
      "7 sophisticated\n",
      "7 spacers\n",
      "7 spacing\n",
      "7 spade\n",
      "7 spinning\n",
      "7 spouse\n",
      "7 spray\n",
      "7 sriii\n",
      "7 steam\n",
      "7 sticky\n",
      "7 stitching\n",
      "7 storms\n",
      "7 sturdier\n",
      "7 sub\n",
      "7 suit\n",
      "7 suited\n",
      "7 sum\n",
      "7 surefire\n",
      "7 swap\n",
      "7 tasks\n",
      "7 taste\n",
      "7 tear\n",
      "7 televisions\n",
      "7 temporary\n",
      "7 tendency\n",
      "7 thankfully\n",
      "7 thicker\n",
      "7 tho\n",
      "7 thousand\n",
      "7 tips\n",
      "7 tolerable\n",
      "7 touches\n",
      "7 traveled\n",
      "7 tree\n",
      "7 tremendous\n",
      "7 truely\n",
      "7 truth\n",
      "7 tunes\n",
      "7 ua\n",
      "7 unacceptable\n",
      "7 upgrading\n",
      "7 upper\n",
      "7 utility\n",
      "7 vary\n",
      "7 vehicle\n",
      "7 velcro\n",
      "7 voip\n",
      "7 waking\n",
      "7 walgreens\n",
      "7 wanna\n",
      "7 wd\n",
      "7 wirelessly\n",
      "7 woofer\n",
      "7 worrying\n",
      "7 wouldnt\n",
      "7 zip\n",
      "6 abilities\n",
      "6 absurd\n",
      "6 acquired\n",
      "6 ade\n",
      "6 admittedly\n",
      "6 adults\n",
      "6 adventure\n",
      "6 aesthetically\n",
      "6 afc\n",
      "6 affected\n",
      "6 ages\n",
      "6 albums\n",
      "6 alike\n",
      "6 alright\n",
      "6 amazons\n",
      "6 angled\n",
      "6 answered\n",
      "6 anticipated\n",
      "6 anticipation\n",
      "6 apply\n",
      "6 appointment\n",
      "6 appstore\n",
      "6 army\n",
      "6 articulates\n",
      "6 audible\n",
      "6 backlighting\n",
      "6 backs\n",
      "6 baud\n",
      "6 bedtime\n",
      "6 bestbuy\n",
      "6 beta\n",
      "6 blinking\n",
      "6 blocks\n",
      "6 bold\n",
      "6 booklight\n",
      "6 boombox\n",
      "6 boost\n",
      "6 border\n",
      "6 boring\n",
      "6 bothered\n",
      "6 breath\n",
      "6 bringing\n",
      "6 brush\n",
      "6 bulletproof\n",
      "6 buyaccessories\n",
      "6 cabin\n",
      "6 cafe\n",
      "6 calculator\n",
      "6 cannon\n",
      "6 carrier\n",
      "6 celeste\n",
      "6 central\n",
      "6 cf\n",
      "6 challenged\n",
      "6 character\n",
      "6 chicago\n",
      "6 childhood\n",
      "6 chosen\n",
      "6 circuitry\n",
      "6 cleveland\n",
      "6 colour\n",
      "6 commercial\n",
      "6 communications\n",
      "6 compares\n",
      "6 completed\n",
      "6 compressed\n",
      "6 concluded\n",
      "6 conferencing\n",
      "6 confidence\n",
      "6 configured\n",
      "6 conjunction\n",
      "6 conserve\n",
      "6 consumers\n",
      "6 consuming\n",
      "6 consumption\n",
      "6 continuously\n",
      "6 conveniently\n",
      "6 copying\n",
      "6 core\n",
      "6 costco\n",
      "6 cousin\n",
      "6 crashes\n",
      "6 cream\n",
      "6 criteria\n",
      "6 decades\n",
      "6 defeats\n",
      "6 developers\n",
      "6 devise\n",
      "6 diameter\n",
      "6 dictation\n",
      "6 dinosaur\n",
      "6 directory\n",
      "6 disagree\n",
      "6 distorted\n",
      "6 dogs\n",
      "6 dolby\n",
      "6 downright\n",
      "6 dozens\n",
      "6 dragging\n",
      "6 dramatically\n",
      "6 dslr\n",
      "6 dxing\n",
      "6 eager\n",
      "6 earpiece\n",
      "6 eating\n",
      "6 economical\n",
      "6 ed\n",
      "6 employee\n",
      "6 encounter\n",
      "6 encountered\n",
      "6 enhance\n",
      "6 enjoys\n",
      "6 entered\n",
      "6 entering\n",
      "6 envelope\n",
      "6 era\n",
      "6 eu\n",
      "6 everytime\n",
      "6 excel\n",
      "6 exciting\n",
      "6 existed\n",
      "6 expodisc\n",
      "6 extenders\n",
      "6 extending\n",
      "6 factors\n",
      "6 failures\n",
      "6 fedex\n",
      "6 fifth\n",
      "6 fighting\n",
      "6 figures\n",
      "6 fires\n",
      "6 firmly\n",
      "6 fixing\n",
      "6 flashlights\n",
      "6 foam\n",
      "6 folded\n",
      "6 fool\n",
      "6 football\n",
      "6 forgotten\n",
      "6 fridays\n",
      "6 functioned\n",
      "6 funds\n",
      "6 furthermore\n",
      "6 geographic\n",
      "6 ghost\n",
      "6 gigs\n",
      "6 gingerbread\n",
      "6 glitch\n",
      "6 glowing\n",
      "6 glue\n",
      "6 goodies\n",
      "6 grandma\n",
      "6 gripe\n",
      "6 growing\n",
      "6 grown\n",
      "6 gtx\n",
      "6 guarantee\n",
      "6 guard\n",
      "6 guessing\n",
      "6 hawaii\n",
      "6 headed\n",
      "6 heading\n",
      "6 hesitation\n",
      "6 highlighted\n",
      "6 highway\n",
      "6 hiss\n",
      "6 holders\n",
      "6 holidays\n",
      "6 honor\n",
      "6 hookup\n",
      "6 iiic\n",
      "6 immediate\n",
      "6 inaccurate\n",
      "6 incorrectly\n",
      "6 increasing\n",
      "6 instrument\n",
      "6 integrated\n",
      "6 interfere\n",
      "6 intermittent\n",
      "6 internally\n",
      "6 investing\n",
      "6 involved\n",
      "6 ion\n",
      "6 japan\n",
      "6 jeff\n",
      "6 jellybean\n",
      "6 jumping\n",
      "6 kat\n",
      "6 keypad\n",
      "6 knowledgeable\n",
      "6 lame\n",
      "6 lamp\n",
      "6 lane\n",
      "6 lanyard\n",
      "6 latitude\n",
      "6 laugh\n",
      "6 leading\n",
      "6 leads\n",
      "6 leaning\n",
      "6 lefties\n",
      "6 legal\n",
      "6 lenovo\n",
      "6 lenses\n",
      "6 loaned\n",
      "6 logging\n",
      "6 longevity\n",
      "6 maintenance\n",
      "6 maker\n",
      "6 manuals\n",
      "6 march\n",
      "6 mas\n",
      "6 matched\n",
      "6 measure\n",
      "6 measuring\n",
      "6 mentioning\n",
      "6 meter\n",
      "6 mics\n",
      "6 minus\n",
      "6 moleskines\n",
      "6 mood\n",
      "6 mornings\n",
      "6 mph\n",
      "6 naturally\n",
      "6 neatly\n",
      "6 neck\n",
      "6 neighbor\n",
      "6 neighborhood\n",
      "6 notable\n",
      "6 nullification\n",
      "6 obtain\n",
      "6 operated\n",
      "6 opposite\n",
      "6 orders\n",
      "6 ought\n",
      "6 overlook\n",
      "6 owl\n",
      "6 oz\n",
      "6 paperweight\n",
      "6 partially\n",
      "6 partly\n",
      "6 partner\n",
      "6 payment\n",
      "6 pencil\n",
      "6 pointer\n",
      "6 portability\n",
      "6 possibilities\n",
      "6 postal\n",
      "6 powering\n",
      "6 praise\n",
      "6 preference\n",
      "6 prevented\n",
      "6 procedure\n",
      "6 producing\n",
      "6 profiles\n",
      "6 progress\n",
      "6 projects\n",
      "6 promises\n",
      "6 prone\n",
      "6 prop\n",
      "6 publisher\n",
      "6 purely\n",
      "6 purple\n",
      "6 questionable\n",
      "6 rack\n",
      "6 rapcap\n",
      "6 ratio\n",
      "6 readings\n",
      "6 recessed\n",
      "6 recliner\n",
      "6 reflective\n",
      "6 regard\n",
      "6 relax\n",
      "6 releases\n",
      "6 reliably\n",
      "6 remedy\n",
      "6 removal\n",
      "6 rental\n",
      "6 reorder\n",
      "6 resulting\n",
      "6 rides\n",
      "6 rma\n",
      "6 rolls\n",
      "6 rot\n",
      "6 rounded\n",
      "6 rubbing\n",
      "6 ruin\n",
      "6 safety\n",
      "6 salt\n",
      "6 savior\n",
      "6 scanned\n",
      "6 score\n",
      "6 script\n",
      "6 seal\n",
      "6 sees\n",
      "6 selecting\n",
      "6 semi\n",
      "6 severe\n",
      "6 sheet\n",
      "6 shock\n",
      "6 shutoff\n",
      "6 sleeping\n",
      "6 sleeves\n",
      "6 slides\n",
      "6 slit\n",
      "6 slp\n",
      "6 slr\n",
      "6 smoke\n",
      "6 snappy\n",
      "6 soooo\n",
      "6 spectacular\n",
      "6 spelling\n",
      "6 split\n",
      "6 standards\n",
      "6 staying\n",
      "6 stripped\n",
      "6 stunning\n",
      "6 styling\n",
      "6 suggests\n",
      "6 sunglasses\n",
      "6 supplement\n",
      "6 surge\n",
      "6 survived\n",
      "6 sw\n",
      "6 swapped\n",
      "6 talks\n",
      "6 technically\n",
      "6 techno\n",
      "6 tedious\n",
      "6 terminals\n",
      "6 thanksgiving\n",
      "6 theater\n",
      "6 thoughts\n",
      "6 tie\n",
      "6 ties\n",
      "6 til\n",
      "6 tower\n",
      "6 trail\n",
      "6 trailer\n",
      "6 trained\n",
      "6 transistor\n",
      "6 transition\n",
      "6 transmission\n",
      "6 tray\n",
      "6 trek\n",
      "6 troubles\n",
      "6 trusted\n",
      "6 tuck\n",
      "6 ultimate\n",
      "6 unbelievable\n",
      "6 underneath\n",
      "6 unexpected\n",
      "6 unfortunate\n",
      "6 unlocked\n",
      "6 unpredictable\n",
      "6 unresponsive\n",
      "6 unused\n",
      "6 uploading\n",
      "6 vague\n",
      "6 vendors\n",
      "6 versatility\n",
      "6 vii\n",
      "6 whip\n",
      "6 wiggle\n",
      "6 wikipedia\n",
      "6 wiped\n",
      "6 wipes\n",
      "6 woods\n",
      "6 workmanship\n",
      "6 worries\n",
      "6 worthwhile\n",
      "6 ya\n",
      "6 zipper\n",
      "5 accessed\n",
      "5 accomplish\n",
      "5 acknowledge\n",
      "5 activated\n",
      "5 acts\n",
      "5 adapt\n",
      "5 advent\n",
      "5 advertisements\n",
      "5 aged\n",
      "5 agent\n",
      "5 alternatives\n",
      "5 amateur\n",
      "5 amazes\n",
      "5 amplifier\n",
      "5 ancient\n",
      "5 announced\n",
      "5 answers\n",
      "5 anyhow\n",
      "5 approved\n",
      "5 approx\n",
      "5 arrives\n",
      "5 australia\n",
      "5 authors\n",
      "5 aux\n",
      "5 avi\n",
      "5 batch\n",
      "5 bath\n",
      "5 beam\n",
      "5 bedrooms\n",
      "5 beforehand\n",
      "5 benefits\n",
      "5 binder\n",
      "5 bitpim\n",
      "5 blessing\n",
      "5 blocking\n",
      "5 blueproton\n",
      "5 blurry\n",
      "5 booster\n",
      "5 bootable\n",
      "5 borders\n",
      "5 bound\n",
      "5 bow\n",
      "5 brightest\n",
      "5 broad\n",
      "5 brown\n",
      "5 bt\n",
      "5 bumps\n",
      "5 bundle\n",
      "5 butt\n",
      "5 buzzing\n",
      "5 bypass\n",
      "5 camper\n",
      "5 cap\n",
      "5 captured\n",
      "5 cartoons\n",
      "5 caveat\n",
      "5 cellular\n",
      "5 chase\n",
      "5 checkout\n",
      "5 checks\n",
      "5 circle\n",
      "5 classroom\n",
      "5 clever\n",
      "5 cloth\n",
      "5 clothes\n",
      "5 clueless\n",
      "5 collections\n",
      "5 collector\n",
      "5 combine\n",
      "5 command\n",
      "5 commentary\n",
      "5 communicate\n",
      "5 compensate\n",
      "5 compromise\n",
      "5 concerns\n",
      "5 conference\n",
      "5 confident\n",
      "5 confirmation\n",
      "5 considerable\n",
      "5 contains\n",
      "5 correction\n",
      "5 corrupted\n",
      "5 county\n",
      "5 coupons\n",
      "5 covering\n",
      "5 cree\n",
      "5 criticism\n",
      "5 cubicle\n",
      "5 curved\n",
      "5 customization\n",
      "5 dance\n",
      "5 database\n",
      "5 daylight\n",
      "5 dealt\n",
      "5 decrease\n",
      "5 depend\n",
      "5 deployed\n",
      "5 depot\n",
      "5 depth\n",
      "5 describe\n",
      "5 designs\n",
      "5 develop\n",
      "5 dials\n",
      "5 dime\n",
      "5 dimensions\n",
      "5 disappeared\n",
      "5 discharge\n",
      "5 disconnecting\n",
      "5 discription\n",
      "5 dislike\n",
      "5 displaying\n",
      "5 dissapointed\n",
      "5 distances\n",
      "5 diy\n",
      "5 downstairs\n",
      "5 drained\n",
      "5 draining\n",
      "5 dresser\n",
      "5 dud\n",
      "5 dull\n",
      "5 eardrums\n",
      "5 eats\n",
      "5 echo\n",
      "5 ect\n",
      "5 educated\n",
      "5 elderly\n",
      "5 eliminate\n",
      "5 engineering\n",
      "5 engines\n",
      "5 errors\n",
      "5 estimate\n",
      "5 evenly\n",
      "5 excelent\n",
      "5 excess\n",
      "5 excessive\n",
      "5 existent\n",
      "5 exists\n",
      "5 explorer\n",
      "5 exposure\n",
      "5 expressed\n",
      "5 extensively\n",
      "5 faces\n",
      "5 fairness\n",
      "5 faithful\n",
      "5 fans\n",
      "5 fasteners\n",
      "5 fathers\n",
      "5 fatigue\n",
      "5 faux\n",
      "5 feelings\n",
      "5 fiddle\n",
      "5 filling\n",
      "5 films\n",
      "5 finds\n",
      "5 fingerprints\n",
      "5 finishing\n",
      "5 firefox\n",
      "5 fishing\n",
      "5 flaky\n",
      "5 fledged\n",
      "5 flick\n",
      "5 florida\n",
      "5 food\n",
      "5 footprint\n",
      "5 former\n",
      "5 freely\n",
      "5 furniture\n",
      "5 garden\n",
      "5 gear\n",
      "5 gears\n",
      "5 generated\n",
      "5 george\n",
      "5 ghosting\n",
      "5 giant\n",
      "5 gizmo\n",
      "5 glance\n",
      "5 gmail\n",
      "5 grabbed\n",
      "5 grandkids\n",
      "5 grease\n",
      "5 greedy\n",
      "5 grossly\n",
      "5 grounded\n",
      "5 groups\n",
      "5 grow\n",
      "5 gs\n",
      "5 guaranteed\n",
      "5 guitar\n",
      "5 hall\n",
      "5 handbrake\n",
      "5 handwriting\n",
      "5 hardest\n",
      "5 harry\n",
      "5 heat\n",
      "5 hike\n",
      "5 holm\n",
      "5 hr\n",
      "5 http\n",
      "5 hubs\n",
      "5 humidity\n",
      "5 hunt\n",
      "5 hx\n",
      "5 ice\n",
      "5 icons\n",
      "5 ideas\n",
      "5 identify\n",
      "5 idiot\n",
      "5 ignore\n",
      "5 il\n",
      "5 imac\n",
      "5 impaired\n",
      "5 import\n",
      "5 index\n",
      "5 indicating\n",
      "5 ing\n",
      "5 inner\n",
      "5 installer\n",
      "5 interfaces\n",
      "5 interstate\n",
      "5 invaluable\n",
      "5 island\n",
      "5 joe\n",
      "5 juice\n",
      "5 jumbled\n",
      "5 jumpy\n",
      "5 keychain\n",
      "5 kidding\n",
      "5 killed\n",
      "5 kitkat\n",
      "5 knocked\n",
      "5 labeling\n",
      "5 lake\n",
      "5 lately\n",
      "5 le\n",
      "5 leisure\n",
      "5 lesser\n",
      "5 li\n",
      "5 lied\n",
      "5 lies\n",
      "5 lighted\n",
      "5 lining\n",
      "5 listens\n",
      "5 lists\n",
      "5 logged\n",
      "5 lowered\n",
      "5 lowest\n",
      "5 lps\n",
      "5 lug\n",
      "5 lugging\n",
      "5 lumen\n",
      "5 lunch\n",
      "5 magic\n",
      "5 magnets\n",
      "5 mailing\n",
      "5 mails\n",
      "5 malfunctioning\n",
      "5 maneuver\n",
      "5 margins\n",
      "5 marketed\n",
      "5 mary\n",
      "5 mastered\n",
      "5 mcdonalds\n",
      "5 meeting\n",
      "5 mega\n",
      "5 memos\n",
      "5 methods\n",
      "5 mint\n",
      "5 mirror\n",
      "5 mis\n",
      "5 mix\n",
      "5 mo\n",
      "5 mobility\n",
      "5 mobilon\n",
      "5 mod\n",
      "5 modification\n",
      "5 modifying\n",
      "5 moisture\n",
      "5 monday\n",
      "5 motherboard\n",
      "5 mountains\n",
      "5 muddy\n",
      "5 musician\n",
      "5 mx\n",
      "5 nano\n",
      "5 nasty\n",
      "5 nature\n",
      "5 necessity\n",
      "5 nifty\n",
      "5 nightstand\n",
      "5 nonetheless\n",
      "5 novatel\n",
      "5 nuisance\n",
      "5 occasion\n",
      "5 occasions\n",
      "5 occur\n",
      "5 ol\n",
      "5 olympus\n",
      "5 opera\n",
      "5 opinions\n",
      "5 optimized\n",
      "5 optimum\n",
      "5 ordinary\n",
      "5 ot\n",
      "5 ota\n",
      "5 overcome\n",
      "5 oxide\n",
      "5 passage\n",
      "5 path\n",
      "5 paypal\n",
      "5 peace\n",
      "5 periodicals\n",
      "5 phenomenal\n",
      "5 photoshop\n",
      "5 plot\n",
      "5 plunge\n",
      "5 pm\n",
      "5 podcasts\n",
      "5 pointless\n",
      "5 polk\n",
      "5 pool\n",
      "5 possibility\n",
      "5 powerpoint\n",
      "5 precious\n",
      "5 predecessor\n",
      "5 pretend\n",
      "5 priceless\n",
      "5 prize\n",
      "5 proceeded\n",
      "5 puppy\n",
      "5 puzzles\n",
      "5 quarter\n",
      "5 quirky\n",
      "5 quote\n",
      "5 rabbit\n",
      "5 raise\n",
      "5 rave\n",
      "5 readability\n",
      "5 rebooted\n",
      "5 rebooting\n",
      "5 receives\n",
      "5 receptacle\n",
      "5 rechargeables\n",
      "5 rechargeble\n",
      "5 reciever\n",
      "5 recomiendo\n",
      "5 recommends\n",
      "5 reducing\n",
      "5 references\n",
      "5 referred\n",
      "5 relationship\n",
      "5 relatives\n",
      "5 releasing\n",
      "5 reliability\n",
      "5 reluctant\n",
      "5 rendering\n",
      "5 replay\n",
      "5 represented\n",
      "5 represents\n",
      "5 reps\n",
      "5 reread\n",
      "5 resist\n",
      "5 resolutions\n",
      "5 respect\n",
      "5 responses\n",
      "5 restarted\n",
      "5 restaurant\n",
      "5 restriction\n",
      "5 restrictive\n",
      "5 retain\n",
      "5 rewinding\n",
      "5 ribbon\n",
      "5 rim\n",
      "5 rings\n",
      "5 ripoff\n",
      "5 roads\n",
      "5 rocket\n",
      "5 romance\n",
      "5 roms\n",
      "5 russian\n",
      "5 sags\n",
      "5 sandwich\n",
      "5 satisfaction\n",
      "5 savers\n",
      "5 scenery\n",
      "5 screensavers\n",
      "5 se\n",
      "5 seamless\n",
      "5 seat\n",
      "5 sections\n",
      "5 seeking\n",
      "5 sender\n",
      "5 separated\n",
      "5 settle\n",
      "5 setups\n",
      "5 sharpness\n",
      "5 shielded\n",
      "5 shooting\n",
      "5 shopped\n",
      "5 shortwave\n",
      "5 sideways\n",
      "5 signed\n",
      "5 sing\n",
      "5 sketch\n",
      "5 skips\n",
      "5 sky\n",
      "5 slightest\n",
      "5 smile\n",
      "5 soap\n",
      "5 solves\n",
      "5 sorely\n",
      "5 specially\n",
      "5 spills\n",
      "5 splashed\n",
      "5 spring\n",
      "5 stage\n",
      "5 standby\n",
      "5 staples\n",
      "5 staring\n",
      "5 stinks\n",
      "5 stolen\n",
      "5 streaks\n",
      "5 stronger\n",
      "5 styles\n",
      "5 subsequent\n",
      "5 sucked\n",
      "5 suffer\n",
      "5 suffered\n",
      "5 suggesting\n",
      "5 sunday\n",
      "5 surprises\n",
      "5 tad\n",
      "5 teacher\n",
      "5 technician\n",
      "5 technologically\n",
      "5 techs\n",
      "5 teen\n",
      "5 teenager\n",
      "5 teeny\n",
      "5 tenergy\n",
      "5 texas\n",
      "5 thailand\n",
      "5 thatcher\n",
      "5 theatre\n",
      "5 theres\n",
      "5 thingy\n",
      "5 ti\n",
      "5 tilting\n",
      "5 tm\n",
      "5 toggle\n",
      "5 tones\n",
      "5 tonight\n",
      "5 torn\n",
      "5 toss\n",
      "5 touched\n",
      "5 training\n",
      "5 transfers\n",
      "5 transmitting\n",
      "5 trim\n",
      "5 tub\n",
      "5 tucked\n",
      "5 tuners\n",
      "5 twist\n",
      "5 ud\n",
      "5 university\n",
      "5 unlimited\n",
      "5 unobtrusive\n",
      "5 unpacked\n",
      "5 unpacking\n",
      "5 unpleasant\n",
      "5 unreadable\n",
      "5 unusual\n",
      "5 unwieldy\n",
      "5 usps\n",
      "5 valley\n",
      "5 variable\n",
      "5 varies\n",
      "5 vastly\n",
      "5 vga\n",
      "5 vice\n",
      "5 vinyl\n",
      "5 visited\n",
      "5 voiding\n",
      "5 volts\n",
      "5 vp\n",
      "5 wakes\n",
      "5 walkman\n",
      "5 wallet\n",
      "5 wallpapers\n",
      "5 war\n",
      "5 warned\n",
      "5 warrenty\n",
      "5 wary\n",
      "5 wast\n",
      "5 wasting\n",
      "5 watches\n",
      "5 wave\n",
      "5 wears\n",
      "5 weekends\n",
      "5 weights\n",
      "5 welcome\n",
      "5 west\n",
      "5 whats\n",
      "5 winding\n",
      "5 winter\n",
      "5 women\n",
      "5 wonders\n",
      "5 workers\n",
      "5 wound\n",
      "5 xperia\n",
      "5 zire\n",
      "4 abused\n",
      "4 africa\n",
      "4 ah\n",
      "4 al\n",
      "4 albeit\n",
      "4 alive\n",
      "4 animal\n",
      "4 anr\n",
      "4 ant\n",
      "4 anyplace\n",
      "4 appealing\n",
      "4 appliances\n",
      "4 appropriately\n",
      "4 certificate\n",
      "4 challenging\n",
      "4 champ\n",
      "4 changeable\n",
      "4 cheep\n",
      "4 cheesy\n",
      "4 choir\n",
      "4 circuits\n",
      "4 clamshell\n",
      "4 clarify\n",
      "4 cleverly\n",
      "4 clipped\n",
      "4 closet\n",
      "4 clue\n",
      "4 clutter\n",
      "4 coat\n",
      "4 collapsible\n",
      "4 collected\n",
      "4 combinations\n",
      "4 comparative\n",
      "4 comparisons\n",
      "4 compatability\n",
      "4 complains\n",
      "4 compliment\n",
      "4 compulsive\n",
      "4 compute\n",
      "4 concert\n",
      "4 configurations\n",
      "4 confortable\n",
      "4 console\n",
      "4 contemplating\n",
      "4 controlling\n",
      "4 converters\n",
      "4 cooking\n",
      "4 cooler\n",
      "4 copyright\n",
      "4 dimmer\n",
      "4 fellow\n",
      "4 fentonauthor\n",
      "4 fifteen\n",
      "4 fills\n",
      "4 fireplace\n",
      "4 fitted\n",
      "4 flashdrive\n",
      "4 flashed\n",
      "4 flex\n",
      "4 flicker\n",
      "4 follows\n",
      "4 formerly\n",
      "4 forms\n",
      "4 fortune\n",
      "4 forty\n",
      "4 frees\n",
      "4 fried\n",
      "4 fruit\n",
      "4 frustrate\n",
      "4 fulfilled\n",
      "4 gap\n",
      "4 gas\n",
      "4 gate\n",
      "4 gathering\n",
      "4 generations\n",
      "4 genuine\n",
      "4 gestures\n",
      "4 glares\n",
      "4 goal\n",
      "4 golf\n",
      "4 goods\n",
      "4 gr\n",
      "4 graffiti\n",
      "4 grandsons\n",
      "4 grew\n",
      "4 grounding\n",
      "4 gsm\n",
      "4 guides\n",
      "4 hacking\n",
      "4 hacksaw\n",
      "4 haha\n",
      "4 halfway\n",
      "4 hcs\n",
      "4 hdtvs\n",
      "4 hearts\n",
      "4 heaven\n",
      "4 helper\n",
      "4 hf\n",
      "4 hinged\n",
      "4 hinges\n",
      "4 hint\n",
      "4 hmmm\n",
      "4 horizontal\n",
      "4 horribly\n",
      "4 horse\n",
      "4 horsepower\n",
      "4 host\n",
      "4 hotspots\n",
      "4 hotsync\n",
      "4 howard\n",
      "4 html\n",
      "4 htpc\n",
      "4 hum\n",
      "4 husbands\n",
      "4 hybrid\n",
      "4 hype\n",
      "4 ideally\n",
      "4 idle\n",
      "4 iguidance\n",
      "4 illustrations\n",
      "4 imaginable\n",
      "4 implemented\n",
      "4 implies\n",
      "4 imported\n",
      "4 impressions\n",
      "4 inadequate\n",
      "4 inadvertently\n",
      "4 increasingly\n",
      "4 independent\n",
      "4 india\n",
      "4 insure\n",
      "4 intact\n",
      "4 intel\n",
      "4 intense\n",
      "4 interaction\n",
      "4 interviews\n",
      "4 introduce\n",
      "4 inventory\n",
      "4 iphones\n",
      "4 ir\n",
      "4 irritated\n",
      "4 jan\n",
      "4 java\n",
      "4 jet\n",
      "4 jobs\n",
      "4 jobsite\n",
      "4 jockey\n",
      "4 join\n",
      "4 junkie\n",
      "4 justified\n",
      "4 kicking\n",
      "4 kill\n",
      "4 killing\n",
      "4 kills\n",
      "4 king\n",
      "4 kmart\n",
      "4 languages\n",
      "4 lecture\n",
      "4 legally\n",
      "4 lendable\n",
      "4 lengths\n",
      "4 letting\n",
      "4 leveling\n",
      "4 lifesaver\n",
      "4 lifespan\n",
      "4 likewise\n",
      "4 linked\n",
      "4 listener\n",
      "4 listings\n",
      "4 literati\n",
      "4 lithium\n",
      "4 london\n",
      "4 loosely\n",
      "4 loosening\n",
      "4 loyal\n",
      "4 luggage\n",
      "4 lumens\n",
      "4 responsiveness\n",
      "4 sex\n",
      "4 sf\n",
      "4 stack\n",
      "4 stall\n",
      "4 stethoscope\n",
      "4 sticker\n",
      "4 stil\n",
      "4 stood\n",
      "4 straining\n",
      "4 strategy\n",
      "4 streamlight\n",
      "4 strips\n",
      "4 structure\n",
      "4 struggle\n",
      "4 struggles\n",
      "4 stumbled\n",
      "4 subtle\n",
      "4 subway\n",
      "4 successful\n",
      "4 sucker\n",
      "4 sudden\n",
      "4 suede\n",
      "4 suits\n",
      "4 sunny\n",
      "4 suppliers\n",
      "4 surely\n",
      "4 surprising\n",
      "4 survive\n",
      "4 sway\n",
      "4 swear\n",
      "4 symbol\n",
      "4 synchronize\n",
      "4 tactile\n",
      "4 tale\n",
      "4 tall\n",
      "4 tapping\n",
      "4 technique\n",
      "4 temporarily\n",
      "4 terk\n",
      "4 tethered\n",
      "4 textbook\n",
      "4 thier\n",
      "4 thread\n",
      "4 tin\n",
      "4 tinker\n",
      "4 tipped\n",
      "4 tiring\n",
      "4 tooth\n",
      "4 tossed\n",
      "4 tote\n",
      "4 touchy\n",
      "4 touted\n",
      "4 towel\n",
      "4 tractor\n",
      "4 train\n",
      "4 transmitters\n",
      "4 travelled\n",
      "4 treadmill\n",
      "4 treated\n",
      "4 tremendously\n",
      "4 trend\n",
      "4 tri\n",
      "4 trinidad\n",
      "4 tripad\n",
      "4 trucker\n",
      "4 trucking\n",
      "4 trucks\n",
      "4 tutorials\n",
      "4 twelve\n",
      "4 typed\n",
      "4 ubuntu\n",
      "4 una\n",
      "4 unavailable\n",
      "4 underpowered\n",
      "4 unlikely\n",
      "4 unplugging\n",
      "4 upcoming\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Sum up the counts of each vocabulary word\n",
    "dist = np.sum(train_data_features, axis=0)\n",
    "\n",
    "# For each, print the vocabulary word and the number of times it \n",
    "# appears in the training set\n",
    "counted = zip(vocab, dist)\n",
    "for tag, count in sorted(counted, key=lambda counted: counted[1], reverse=True):\n",
    "    print(count, tag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training the random forest...\n"
     ]
    }
   ],
   "source": [
    "print(\"Training the random forest...\")\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "# Initialize a Random Forest classifier with 100 trees\n",
    "forest = RandomForestClassifier(n_estimators = 100) \n",
    "\n",
    "# Fit the forest to the training set, using the bag of words as \n",
    "# features and the sentiment labels as the response variable\n",
    "#\n",
    "# This may take a few minutes to run\n",
    "forest = forest.fit( train_data_features, train[\"sentiment\"] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cleaning and parsing the test set movie reviews...\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Applications/anaconda/lib/python3.5/site-packages/bs4/__init__.py:166: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system (\"lxml\"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.\n",
      "\n",
      "To get rid of this warning, change this:\n",
      "\n",
      " BeautifulSoup([your markup])\n",
      "\n",
      "to this:\n",
      "\n",
      " BeautifulSoup([your markup], \"lxml\")\n",
      "\n",
      "  markup_type=markup_type))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Review 1000 of 1845\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Create an empty list and append the clean reviews one by one\n",
    "num_reviews = len(test[\"reviewText\"])\n",
    "clean_test_reviews = [] \n",
    "\n",
    "print(\"Cleaning and parsing the test set movie reviews...\\n\")\n",
    "for i in range(0,num_reviews):\n",
    "    if( (i+1) % 1000 == 0 ):\n",
    "        print(\"Review %d of %d\\n\" % (i+1, num_reviews))\n",
    "    clean_review = review_to_words( test[\"reviewText\"][i] )\n",
    "    clean_test_reviews.append( clean_review )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asin</th>\n",
       "      <th>predicted_sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1400532655</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B00000J08Q</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8862935307</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8862935293</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9984984354</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1400532655</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B00000DM9R</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1400532655</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1400532655</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>B00000J0E8</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>7214047977</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>9966694544</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>9966303405</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>9985673581</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>9966288953</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0972683275</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>7214047977</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>996629662X</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1615527613</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>9966696482</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          asin predicted_sentiment\n",
       "0   1400532655               False\n",
       "1   B00000J08Q                True\n",
       "2   8862935307                True\n",
       "3   8862935293                True\n",
       "4   9984984354                True\n",
       "5   1400532655                True\n",
       "6   B00000DM9R                True\n",
       "7   1400532655               False\n",
       "8   1400532655                True\n",
       "9   B00000J0E8               False\n",
       "10  7214047977                True\n",
       "11  9966694544                True\n",
       "12  9966303405                True\n",
       "13  9985673581                True\n",
       "14  9966288953               False\n",
       "15  0972683275                True\n",
       "16  7214047977                True\n",
       "17  996629662X                True\n",
       "18  1615527613                True\n",
       "19  9966696482                True"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get a bag of words for the test set, and convert to a numpy array\n",
    "test_data_features = vectorizer.transform(clean_test_reviews)\n",
    "test_data_features = test_data_features.toarray()\n",
    "\n",
    "# Use the random forest to make sentiment label predictions\n",
    "result = forest.predict(test_data_features)\n",
    "\n",
    "# Copy the results to a pandas dataframe with an \"id\" column and\n",
    "# a \"sentiment\" column\n",
    "output = pd.DataFrame( data={\"asin\":test[\"asin\"], \"predicted_sentiment\":result} )\n",
    "\n",
    "output.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.874796747967\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Applications/anaconda/lib/python3.5/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n",
      "/Applications/anaconda/lib/python3.5/site-packages/ipykernel/__main__.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    }
   ],
   "source": [
    "test[\"predicted_sentiment\"] = output[\"predicted_sentiment\"]\n",
    "test[\"modelCorrect\"] = test[\"sentiment\"] == test[\"predicted_sentiment\"]\n",
    "test_score = (test[\"modelCorrect\"] == 1).sum() / test[\"modelCorrect\"].count()\n",
    "print(test_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}