Week 2 Exercise

Hi, I’m Chandrasekhar

In this exercise, we’re to take data from the files given to us and perform some exploratory analysis on it. We can really do whatever we want to explore the data and I chose a Summary alongside a matrix and a fancy word cloud. Do enjoy reading this!

Let’s get the files out first (forgive the folder name but it just had to be that!)

setwd("D:/E_Drive/lolololol/7th sem/Coursera")
b <- readLines("final/en_US/en_US.blogs.txt", warn=FALSE, encoding="UTF-8")
t <- readLines("final/en_US/en_US.twitter.txt", warn=FALSE, encoding="UTF-8")
n <- readLines("final/en_US/en_US.news.txt", warn=FALSE, encoding="UTF-8")

I’m creating a sample of 2.5% for each dataset. This is just to get a feel of the data as it’s too big to physically glance the entire thing.

ts <- sample(t, length(t)*.025)
ns <- sample(n, length(n)*.025)
bs <- sample(b, length(b)*.025)
length(ts)
## [1] 59003
length(ns)
## [1] 1931
length(bs)
## [1] 22482
cs <- c(ts, bs, ns)
length(cs)
## [1] 83416

Let’s just print a quick summary of each set. I’ve formatted it as the heading followed by 5 lines of code

print("Twitter")
## [1] "Twitter"
print(head(t))
## [1] "How are you? Btw thanks for the RT. You gonna be in DC anytime soon? Love to see you. Been way, way too long."  
## [2] "When you meet someone special... you'll know. Your heart will beat more rapidly and you'll smile for no reason."
## [3] "they've decided its more fun if I don't."                                                                       
## [4] "So Tired D; Played Lazer Tag & Ran A LOT D; Ughh Going To Sleep Like In 5 Minutes ;)"                           
## [5] "Words from a complete stranger! Made my birthday even better :)"                                                
## [6] "First Cubs game ever! Wrigley field is gorgeous. This is perfect. Go Cubs Go!"
print("News")
## [1] "News"
print(head(n))
## [1] "He wasn't home alone, apparently."                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [2] "The St. Louis plant had to close. It would die of old age. Workers had been making cars there since the onset of mass automotive production in the 1920s."                                                                                                                                                                                                                                                                                                                                                         
## [3] "WSU's plans quickly became a hot topic on local online sites. Though most people applauded plans for the new biomedical center, many deplored the potential loss of the building."                                                                                                                                                                                                                                                                                                                                 
## [4] "The Alaimo Group of Mount Holly was up for a contract last fall to evaluate and suggest improvements to Trenton Water Works. But campaign finance records released this week show the two employees donated a total of $4,500 to the political action committee (PAC) Partners for Progress in early June. Partners for Progress reported it gave more than $10,000 in both direct and in-kind contributions to Mayor Tony Mack in the two weeks leading up to his victory in the mayoral runoff election June 15."
## [5] "And when it's often difficult to predict a law's impact, legislators should think twice before carrying any bill. Is it absolutely necessary? Is it an issue serious enough to merit their attention? Will it definitely not make the situation worse?"                                                                                                                                                                                                                                                            
## [6] "There was a certain amount of scoffing going around a few years ago when the NFL decided to move the draft from the weekend to prime time -- eventually splitting off the first round to a separate day."
print("Blogs")
## [1] "Blogs"
print(head(b))
## [1] "In the years thereafter, most of the Oil fields and platforms were named after pagan “gods”."                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [2] "We love you Mr. Brown."                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [3] "Chad has been awesome with the kids and holding down the fort while I work later than usual! The kids have been busy together playing Skylander on the XBox together, after Kyan cashed in his $$$ from his piggy bank. He wanted that game so bad and used his gift card from his birthday he has been saving and the money to get it (he never taps into that thing either, that is how we know he wanted it so bad). We made him count all of his money to make sure that he had enough! It was very cute to watch his reaction when he realized he did! He also does a very good job of letting Lola feel like she is playing too, by letting her switch out the characters! She loves it almost as much as him."
## [4] "so anyways, i am going to share some home decor inspiration that i have been storing in my folder on the puter. i have all these amazing images stored away ready to come to life when we get our home."                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [5] "With graduation season right around the corner, Nancy has whipped up a fun set to help you out with not only your graduation cards and gifts, but any occasion that brings on a change in one's life. I stamped the images in Memento Tuxedo Black and cut them out with circle Nestabilities. I embossed the kraft and red cardstock with TE's new Stars Impressions Plate, which is double sided and gives you 2 fantastic patterns. You can see how to use the Impressions Plates in this tutorial Taylor created. Just one pass through your die cut machine using the Embossing Pad Kit is all you need to do - super easy!"                                                                                    
## [6] "If you have an alternative argument, let's hear it! :)"

We will now attempt to clean up the data.It might look confusing but the basic idea is to strip the data and remove all sorts of extra material like punctuation, numbers, formatting etc. We then make a Matrix of words so that we can easily perform operations on it.

library(tm)
## Loading required package: NLP
cp <- VCorpus(VectorSource(cs))
cp <- tm_map(cp, stripWhitespace)
cp <- tm_map(cp, removePunctuation)
cp <- tm_map(cp, removeNumbers)
cp <- tm_map(cp, tolower)
cp <- tm_map(cp, PlainTextDocument)
cp <- tm_map(cp, removeWords, stopwords("english"))
library(textmineR)
## Loading required package: Matrix
## 
## Attaching package: 'textmineR'
## The following object is masked from 'package:Matrix':
## 
##     update
## The following object is masked from 'package:stats':
## 
##     update
library(tm)
  library(RWeka)
tdm <- TermDocumentMatrix(cp, control=list(tokenize = NGramTokenizer))

findFreqTerms(tdm, lowfreq = 10)
##     [1] "– ’m"                       "– ’s"                      
##     [3] "– can"                      "– don’t"                   
##     [5] "– even"                     "– one"                     
##     [7] "‘em"                        "’d like"                   
##     [9] "’d never"                   "’ll"                       
##    [11] "’ll get"                    "’ll give"                  
##    [13] "’ll just"                   "’ll need"                  
##    [15] "’ll never"                  "’ll see"                   
##    [17] "’m also"                    "’m going"                  
##    [19] "’m happy"                   "’m just"                   
##    [21] "’m pretty"                  "’m really"                 
##    [23] "’m saying"                  "’m sorry"                  
##    [25] "’m still"                   "’m sure"                   
##    [27] "’m talking"                 "’m trying"                 
##    [29] "’re"                        "’re going"                 
##    [31] "’re just"                   "’re looking"               
##    [33] "’re talking"                "’s ’s"                     
##    [35] "’s almost"                  "’s also"                   
##    [37] "’s always"                  "’s another"                
##    [39] "’s easy"                    "’s first"                  
##    [41] "’s going"                   "’s good"                   
##    [43] "’s great"                   "’s hard"                   
##    [45] "’s important"               "’s just"                   
##    [47] "’s like"                    "’s lot"                    
##    [49] "’s much"                    "’s nothing"                
##    [51] "’s one"                     "’s pretty"                 
##    [53] "’s quite"                   "’s really"                 
##    [55] "’s something"               "’s still"                  
##    [57] "’s time"                    "’s true"                   
##    [59] "’ve"                        "’ve already"               
##    [61] "’ve ever"                   "’ve found"                 
##    [63] "’ve got"                    "’ve heard"                 
##    [65] "’ve never"                  "’ve read"                  
##    [67] "’ve seen"                   "“ ”"                       
##    [69] "“ can"                      "“ don’t"                   
##    [71] "“ good"                     "“ just"                    
##    [73] "“ know"                     "“ love"                    
##    [75] "“ need"                     "“ one"                     
##    [77] "“ think"                    "“ want"                    
##    [79] "“ will"                     "“’m"                       
##    [81] "“’re"                       "“’s"                       
##    [83] "“don’t"                     "“good"                     
##    [85] "“just"                      "“oh"                       
##    [87] "“well"                      "” said"                    
##    [89] "aaron"                      "abandon"                   
##    [91] "abandoned"                  "abbey"                     
##    [93] "abby"                       "abc"                       
##    [95] "abilities"                  "ability"                   
##    [97] "able"                       "able get"                  
##    [99] "able keep"                  "able make"                 
##   [101] "able see"                   "aboard"                    
##   [103] "abortion"                   "abq"                       
##   [105] "abraham"                    "abroad"                    
##   [107] "abs"                        "absence"                   
##   [109] "absent"                     "absolute"                  
##   [111] "absolutely"                 "absolutely nothing"        
##   [113] "absolution"                 "abstract"                  
##   [115] "absurd"                     "abt"                       
##   [117] "abundance"                  "abundant"                  
##   [119] "abuse"                      "abused"                    
##   [121] "abusive"                    "abv"                       
##   [123] "academic"                   "academy"                   
##   [125] "acc"                        "accent"                    
##   [127] "accents"                    "accept"                    
##   [129] "acceptable"                 "acceptance"                
##   [131] "accepted"                   "accepting"                 
##   [133] "access"                     "accessible"                
##   [135] "accessories"                "accident"                  
##   [137] "accidentally"               "accidents"                 
##   [139] "accommodate"                "accommodation"             
##   [141] "accompanied"                "accompany"                 
##   [143] "accomplish"                 "accomplished"              
##   [145] "accomplishment"             "according"                 
##   [147] "accordingly"                "account"                   
##   [149] "accountability"             "accountable"               
##   [151] "accounting"                 "accounts"                  
##   [153] "acct"                       "accuracy"                  
##   [155] "accurate"                   "accurately"                
##   [157] "accuse"                     "accused"                   
##   [159] "accustomed"                 "ace"                       
##   [161] "ache"                       "aches"                     
##   [163] "achieve"                    "achieved"                  
##   [165] "achievement"                "achievements"              
##   [167] "achieving"                  "acid"                      
##   [169] "acknowledge"                "acknowledged"              
##   [171] "acknowledging"              "acne"                      
##   [173] "acoustic"                   "acquire"                   
##   [175] "acquired"                   "acquisition"               
##   [177] "acres"                      "across"                    
##   [179] "across street"              "acrylic"                   
##   [181] "act"                        "act like"                  
##   [183] "acted"                      "acting"                    
##   [185] "acting like"                "action"                    
##   [187] "actions"                    "active"                    
##   [189] "actively"                   "activist"                  
##   [191] "activists"                  "activities"                
##   [193] "activity"                   "actor"                     
##   [195] "actors"                     "actress"                   
##   [197] "acts"                       "actual"                    
##   [199] "actually"                   "actually get"              
##   [201] "actually good"              "actually like"             
##   [203] "actually really"            "adam"                      
##   [205] "adams"                      "adapt"                     
##   [207] "adaptation"                 "adapted"                   
##   [209] "add"                        "added"                     
##   [211] "addict"                     "addicted"                  
##   [213] "addiction"                  "adding"                    
##   [215] "addition"                   "additional"                
##   [217] "address"                    "addressed"                 
##   [219] "addresses"                  "addressing"                
##   [221] "adds"                       "adequate"                  
##   [223] "adhere"                     "adjust"                    
##   [225] "adjustment"                 "admin"                     
##   [227] "administration"             "administrative"            
##   [229] "administrator"              "admire"                    
##   [231] "admired"                    "admission"                 
##   [233] "admit"                      "admits"                    
##   [235] "admitted"                   "admittedly"                
##   [237] "adopt"                      "adopted"                   
##   [239] "adoption"                   "adorable"                  
##   [241] "adore"                      "adrenaline"                
##   [243] "adrian"                     "ads"                       
##   [245] "adult"                      "adults"                    
##   [247] "advance"                    "advanced"                  
##   [249] "advantage"                  "adventure"                 
##   [251] "adventures"                 "adventurous"               
##   [253] "adversity"                  "advertised"                
##   [255] "advertising"                "advice"                    
##   [257] "advised"                    "advisor"                   
##   [259] "advisory"                   "advocacy"                  
##   [261] "advocate"                   "advocates"                 
##   [263] "afar"                       "affair"                    
##   [265] "affairs"                    "affect"                    
##   [267] "affected"                   "affecting"                 
##   [269] "affection"                  "affects"                   
##   [271] "afford"                     "affordable"                
##   [273] "afghan"                     "afghanistan"               
##   [275] "afraid"                     "africa"                    
##   [277] "african"                    "africanamerican"           
##   [279] "africans"                   "aftermath"                 
##   [281] "afternoon"                  "afterward"                 
##   [283] "afterwards"                 "age"                       
##   [285] "aged"                       "agencies"                  
##   [287] "agency"                     "agenda"                    
##   [289] "agent"                      "agents"                    
##   [291] "ages"                       "aggressive"                
##   [293] "aging"                      "ago"                       
##   [295] "ago now"                    "ago today"                 
##   [297] "agree"                      "agreed"                    
##   [299] "agreement"                  "agrees"                    
##   [301] "agricultural"               "agriculture"               
##   [303] "ah yes"                     "aha"                       
##   [305] "ahaha"                      "ahead"                     
##   [307] "ahh"                        "aid"                       
##   [309] "aids"                       "aim"                       
##   [311] "aimed"                      "aiming"                    
##   [313] "aims"                       "ain’t"                     
##   [315] "aint"                       "air"                       
##   [317] "air force"                  "aircraft"                  
##   [319] "airing"                     "airline"                   
##   [321] "airlines"                   "airplane"                  
##   [323] "airport"                    "aisle"                     
##   [325] "aka"                        "ala"                       
##   [327] "alabama"                    "alan"                      
##   [329] "alarm"                      "alas"                      
##   [331] "alaska"                     "albeit"                    
##   [333] "albert"                     "album"                     
##   [335] "albums"                     "albuquerque"               
##   [337] "alcohol"                    "alcoholic"                 
##   [339] "ale"                        "alec"                      
##   [341] "alert"                      "ales"                      
##   [343] "alex"                       "alexander"                 
##   [345] "ali"                        "alice"                     
##   [347] "alien"                      "aliens"                    
##   [349] "alike"                      "alive"                     
##   [351] "allah"                      "allegations"               
##   [353] "alleged"                    "allegedly"                 
##   [355] "allen"                      "allergic"                  
##   [357] "allergies"                  "allergy"                   
##   [359] "alley"                      "alliance"                  
##   [361] "allies"                     "allow"                     
##   [363] "allowance"                  "allowed"                   
##   [365] "allowing"                   "allows"                    
##   [367] "alltime"                    "ally"                      
##   [369] "almost"                     "almost always"             
##   [371] "almost done"                "almost every"              
##   [373] "almost like"                "almost time"               
##   [375] "alone"                      "along"                     
##   [377] "along way"                  "alongside"                 
##   [379] "alot"                       "aloud"                     
##   [381] "alpha"                      "alphabet"                  
##   [383] "already"                    "already know"              
##   [385] "alright"                    "also"                      
##   [387] "also added"                 "also found"                
##   [389] "also get"                   "also got"                  
##   [391] "also just"                  "also know"                 
##   [393] "also known"                 "also like"                 
##   [395] "also love"                  "also made"                 
##   [397] "also make"                  "also need"                 
##   [399] "also really"                "also want"                 
##   [401] "alter"                      "altered"                   
##   [403] "alternate"                  "alternative"               
##   [405] "alternatives"               "although"                  
##   [407] "altogether"                 "alumni"                    
##   [409] "always"                     "always get"                
##   [411] "always go"                  "always good"               
##   [413] "always great"               "always looking"            
##   [415] "always loved"               "always make"               
##   [417] "always makes"               "always nice"               
##   [419] "always say"                 "always think"              
##   [421] "always wanted"              "amanda"                    
##   [423] "amazed"                     "amazing"                   
##   [425] "amazon"                     "amazon eu"                 
##   [427] "amazon services"            "amazon services llc"       
##   [429] "amazoncom"                  "ambassador"                
##   [431] "amber"                      "amen"                      
##   [433] "amendment"                  "america"                   
##   [435] "america’s"                  "american"                  
##   [437] "american idol"              "americans"                 
##   [439] "americas"                   "amid"                      
##   [441] "among"                      "amongst"                   
##   [443] "amount"                     "amount money"              
##   [445] "amount time"                "amounts"                   
##   [447] "amp"                        "ampm"                      
##   [449] "amsterdam"                  "amusement"                 
##   [451] "amusing"                    "amy"                       
##   [453] "ana"                        "anaheim"                   
##   [455] "analogy"                    "analysis"                  
##   [457] "analyst"                    "analysts"                  
##   [459] "analyze"                    "anc"                       
##   [461] "ancient"                    "anderson"                  
##   [463] "andor"                      "andre"                     
##   [465] "andrea"                     "andrew"                    
##   [467] "andrews"                    "android"                   
##   [469] "andy"                       "angel"                     
##   [471] "angeles"                    "angels"                    
##   [473] "anger"                      "angle"                     
##   [475] "angry"                      "angst"                     
##   [477] "animal"                     "animals"                   
##   [479] "animated"                   "animation"                 
##   [481] "anime"                      "anita"                     
##   [483] "ankle"                      "ann"                       
##   [485] "anna"                       "anne"                      
##   [487] "annie"                      "anniversary"               
##   [489] "announce"                   "announced"                 
##   [491] "announcement"               "announces"                 
##   [493] "announcing"                 "annoyed"                   
##   [495] "annoying"                   "annual"                    
##   [497] "anonymous"                  "another"                   
##   [499] "another day"                "another great"             
##   [501] "another one"                "another person"            
##   [503] "another time"               "another way"               
##   [505] "another week"               "answer"                    
##   [507] "answer question"            "answer questions"          
##   [509] "answered"                   "answering"                 
##   [511] "answers"                    "ant"                       
##   [513] "anthem"                     "anthology"                 
##   [515] "anthony"                    "anticipated"               
##   [517] "anticipation"               "antique"                   
##   [519] "antonio"                    "ants"                      
##   [521] "anxiety"                    "anxious"                   
##   [523] "anybody"                    "anybody else"              
##   [525] "anyhow"                     "anymore"                   
##   [527] "anyone"                     "anyone can"                
##   [529] "anyone else"                "anyone ever"               
##   [531] "anyone going"               "anyone know"               
##   [533] "anyone want"                "anyone wants"              
##   [535] "anyones"                    "anything"                  
##   [537] "anything can"               "anything else"             
##   [539] "anything just"              "anything like"             
##   [541] "anytime"                    "anyway"                    
##   [543] "anyways"                    "anywhere"                  
##   [545] "apart"                      "apartment"                 
##   [547] "apartments"                 "apocalypse"                
##   [549] "apologies"                  "apologize"                 
##   [551] "apology"                    "app"                       
##   [553] "apparel"                    "apparent"                  
##   [555] "apparently"                 "appeal"                    
##   [557] "appealing"                  "appeals"                   
##   [559] "appear"                     "appearance"                
##   [561] "appeared"                   "appearing"                 
##   [563] "appears"                    "appetite"                  
##   [565] "applause"                   "apple"                     
##   [567] "apples"                     "application"               
##   [569] "applications"               "applied"                   
##   [571] "applies"                    "apply"                     
##   [573] "applying"                   "appointed"                 
##   [575] "appointment"                "appointments"              
##   [577] "appreciate"                 "appreciate support"        
##   [579] "appreciated"                "appreciation"              
##   [581] "apprentice"                 "approach"                  
##   [583] "approached"                 "approaches"                
##   [585] "approaching"                "appropriate"               
##   [587] "approval"                   "approve"                   
##   [589] "approved"                   "approx"                    
##   [591] "approximately"              "apps"                      
##   [593] "appt"                       "april"                     
##   [595] "april fools"                "april th"                  
##   [597] "apt"                        "arab"                      
##   [599] "arc"                        "architecture"              
##   [601] "archive"                    "archives"                  
##   [603] "area"                       "areas"                     
##   [605] "aren’t"                     "arena"                     
##   [607] "arent"                      "arguably"                  
##   [609] "argue"                      "argued"                    
##   [611] "argues"                     "arguing"                   
##   [613] "argument"                   "arguments"                 
##   [615] "arise"                      "arizona"                   
##   [617] "arkansas"                   "arlington"                 
##   [619] "arm"                        "armed"                     
##   [621] "armor"                      "arms"                      
##   [623] "armstrong"                  "army"                      
##   [625] "arnold"                     "aroma"                     
##   [627] "around"                     "around corner"             
##   [629] "around country"             "around house"              
##   [631] "around neck"                "around pm"                 
##   [633] "around time"                "around town"               
##   [635] "around us"                  "around world"              
##   [637] "arrange"                    "arranged"                  
##   [639] "arrangement"                "arrangements"              
##   [641] "array"                      "arrest"                    
##   [643] "arrested"                   "arrests"                   
##   [645] "arrival"                    "arrive"                    
##   [647] "arrived"                    "arrives"                   
##   [649] "arriving"                   "arrogance"                 
##   [651] "arrogant"                   "arsenal"                   
##   [653] "art"                        "arthur"                    
##   [655] "article"                    "articles"                  
##   [657] "artificial"                 "artillery"                 
##   [659] "artist"                     "artistic"                  
##   [661] "artists"                    "arts"                      
##   [663] "artwork"                    "asap"                      
##   [665] "ash"                        "ashamed"                   
##   [667] "ashes"                      "ashley"                    
##   [669] "asia"                       "asian"                     
##   [671] "aside"                      "ask"                       
##   [673] "ask can"                    "ask question"              
##   [675] "ask questions"              "asked"                     
##   [677] "asking"                     "asks"                      
##   [679] "asleep"                     "asparagus"                 
##   [681] "aspect"                     "aspects"                   
##   [683] "aspiring"                   "ass"                       
##   [685] "assault"                    "assembled"                 
##   [687] "assembly"                   "assessment"                
##   [689] "asset"                      "assets"                    
##   [691] "asshole"                    "assholes"                  
##   [693] "assigned"                   "assignment"                
##   [695] "assignments"                "assist"                    
##   [697] "assistance"                 "assistant"                 
##   [699] "associate"                  "associated"                
##   [701] "associated press"           "associates"                
##   [703] "association"                "assume"                    
##   [705] "assumed"                    "assuming"                  
##   [707] "assure"                     "assured"                   
##   [709] "asylum"                     "ate"                       
##   [711] "athlete"                    "athletes"                  
##   [713] "athletic"                   "athletics"                 
##   [715] "atl"                        "atlanta"                   
##   [717] "atlantic"                   "atm"                       
##   [719] "atmosphere"                 "att"                       
##   [721] "attach"                     "attached"                  
##   [723] "attachment"                 "attack"                    
##   [725] "attacked"                   "attacking"                 
##   [727] "attacks"                    "attempt"                   
##   [729] "attempted"                  "attempting"                
##   [731] "attempts"                   "attend"                    
##   [733] "attendance"                 "attended"                  
##   [735] "attendees"                  "attending"                 
##   [737] "attention"                  "attic"                     
##   [739] "attitude"                   "attorney"                  
##   [741] "attorney general"           "attorneys"                 
##   [743] "attract"                    "attracted"                 
##   [745] "attraction"                 "attractive"                
##   [747] "attributes"                 "auction"                   
##   [749] "auctions"                   "audience"                  
##   [751] "audiences"                  "audio"                     
##   [753] "audition"                   "auditions"                 
##   [755] "auditorium"                 "aug"                       
##   [757] "august"                     "august th"                 
##   [759] "aunt"                       "auntie"                    
##   [761] "austin"                     "austin mahone"             
##   [763] "austins"                    "australia"                 
##   [765] "australian"                 "authentic"                 
##   [767] "author"                     "authorities"               
##   [769] "authority"                  "authors"                   
##   [771] "autism"                     "auto"                      
##   [773] "autograph"                  "automatic"                 
##   [775] "automatically"              "autumn"                    
##   [777] "ava"                        "avail"                     
##   [779] "availability"               "available"                 
##   [781] "avatar"                     "ave"                       
##   [783] "avengers"                   "avenue"                    
##   [785] "average"                    "avi"                       
##   [787] "avocado"                    "avoid"                     
##   [789] "avoided"                    "avoiding"                  
##   [791] "aw thanks"                  "await"                     
##   [793] "awaiting"                   "awake"                     
##   [795] "awakening"                  "award"                     
##   [797] "award winning"              "awarded"                   
##   [799] "awards"                     "aware"                     
##   [801] "awareness"                  "away"                      
##   [803] "away one"                   "awe"                       
##   [805] "awesome"                    "awesome day"               
##   [807] "awesome love"               "awesome thanks"            
##   [809] "awesomeness"                "awful"                     
##   [811] "awfully"                    "awhile"                    
##   [813] "awkward"                    "awkward moment"            
##   [815] "aww"                        "aww thanks"                
##   [817] "awww"                       "aye"                       
##   [819] "babe"                       "babes"                     
##   [821] "babies"                     "baby"                      
##   [823] "baby girl"                  "babys"                     
##   [825] "bach"                       "bachelor"                  
##   [827] "bachmann"                   "back"                      
##   [829] "back car"                   "back day"                  
##   [831] "back forth"                 "back home"                 
##   [833] "back house"                 "back just"                 
##   [835] "back new"                   "back next"                 
##   [837] "back normal"                "back now"                  
##   [839] "back office"                "back please"               
##   [841] "back school"                "back see"                  
##   [843] "back sleep"                 "back soon"                 
##   [845] "back time"                  "back together"             
##   [847] "back track"                 "back twitter"              
##   [849] "back work"                  "back ya"                   
##   [851] "back yard"                  "backed"                    
##   [853] "background"                 "backing"                   
##   [855] "backs"                      "backstage"                 
##   [857] "backup"                     "backwards"                 
##   [859] "backyard"                   "bacon"                     
##   [861] "bacteria"                   "bad"                       
##   [863] "bad ass"                    "bad day"                   
##   [865] "bad idea"                   "bad im"                    
##   [867] "bad news"                   "bad thing"                 
##   [869] "bad things"                 "badass"                    
##   [871] "badge"                      "badger"                    
##   [873] "badgers"                    "badly"                     
##   [875] "bag"                        "bags"                      
##   [877] "bahaha"                     "bail"                      
##   [879] "bailey"                     "bake"                      
##   [881] "bake minutes"               "baked"                     
##   [883] "baked goods"                "baker"                     
##   [885] "bakery"                     "baking"                    
##   [887] "balance"                    "balanced"                  
##   [889] "balancing"                  "balcony"                   
##   [891] "bald"                       "baldwin"                   
##   [893] "ball"                       "ballard"                   
##   [895] "ballet"                     "balloon"                   
##   [897] "ballot"                     "ballroom"                  
##   [899] "balls"                      "balm"                      
##   [901] "baltimore"                  "ban"                       
##   [903] "banana"                     "bananas"                   
##   [905] "band"                       "bands"                     
##   [907] "bandwagon"                  "bang"                      
##   [909] "banging"                    "bank"                      
##   [911] "bank account"               "bankers"                   
##   [913] "bankruptcy"                 "banks"                     
##   [915] "banned"                     "banner"                    
##   [917] "baptism"                    "baptist"                   
##   [919] "bar"                        "barack"                    
##   [921] "barack obama"               "barbara"                   
##   [923] "barbecue"                   "barber"                    
##   [925] "barcelona"                  "bare"                      
##   [927] "barefoot"                   "barely"                    
##   [929] "bark"                       "barley"                    
##   [931] "barn"                       "barnes"                    
##   [933] "baron"                      "barrel"                    
##   [935] "barrels"                    "barrett"                   
##   [937] "barrier"                    "barriers"                  
##   [939] "barry"                      "bars"                      
##   [941] "bartender"                  "base"                      
##   [943] "baseball"                   "based"                     
##   [945] "basement"                   "bases"                     
##   [947] "bash"                       "basic"                     
##   [949] "basically"                  "basics"                    
##   [951] "basil"                      "basis"                     
##   [953] "basket"                     "basketball"                
##   [955] "bass"                       "bastard"                   
##   [957] "bat"                        "batch"                     
##   [959] "bath"                       "bathroom"                  
##   [961] "batman"                     "bats"                      
##   [963] "batter"                     "batteries"                 
##   [965] "battery"                    "batting"                   
##   [967] "battle"                     "battles"                   
##   [969] "battling"                   "bay"                       
##   [971] "bay area"                   "bball"                     
##   [973] "bbc"                        "bbq"                       
##   [975] "bby"                        "bcuz"                      
##   [977] "bday"                       "beach"                     
##   [979] "beaches"                    "beacon"                    
##   [981] "beads"                      "beam"                      
##   [983] "bean"                       "beans"                     
##   [985] "bear"                       "beard"                     
##   [987] "bears"                      "beast"                     
##   [989] "beat"                       "beaten"                    
##   [991] "beating"                    "beatles"                   
##   [993] "beats"                      "beautiful"                 
##   [995] "beautiful day"              "beautifully"               
##   [997] "beauty"                     "became"                    
##   [999] "becky"                      "become"                    
##  [1001] "becomes"                    "becoming"                  
##  [1003] "bed"                        "bed now"                   
##  [1005] "bedroom"                    "beds"                      
##  [1007] "bedtime"                    "bee"                       
##  [1009] "beef"                       "beer"                      
##  [1011] "beers"                      "bees"                      
##  [1013] "beforehand"                 "beg"                       
##  [1015] "began"                      "begging"                   
##  [1017] "begin"                      "beginning"                 
##  [1019] "beginnings"                 "begins"                    
##  [1021] "begun"                      "behalf"                    
##  [1023] "behave"                     "behavior"                  
##  [1025] "behaviour"                  "behind"                    
##  [1027] "behind scenes"              "behold"                    
##  [1029] "bein"                       "beings"                    
##  [1031] "belated"                    "belgian"                   
##  [1033] "belgium"                    "belieber"                  
##  [1035] "beliebers"                  "belief"                    
##  [1037] "beliefs"                    "believe"                   
##  [1039] "believe can"                "believe will"              
##  [1041] "believed"                   "believer"                  
##  [1043] "believers"                  "believes"                  
##  [1045] "believing"                  "bell"                      
##  [1047] "bella"                      "belle"                     
##  [1049] "bells"                      "belly"                     
##  [1051] "belong"                     "belongs"                   
##  [1053] "beloved"                    "belt"                      
##  [1055] "ben"                        "bench"                     
##  [1057] "bend"                       "beneath"                   
##  [1059] "beneficial"                 "benefit"                   
##  [1061] "benefits"                   "benjamin"                  
##  [1063] "bennett"                    "bent"                      
##  [1065] "berkeley"                   "berlin"                    
##  [1067] "berries"                    "berry"                     
##  [1069] "beside"                     "besides"                   
##  [1071] "best"                       "best can"                  
##  [1073] "best day"                   "best day ever"             
##  [1075] "best friend"                "best friends"              
##  [1077] "best luck"                  "best part"                 
##  [1079] "best people"                "best show"                 
##  [1081] "best thing"                 "best time"                 
##  [1083] "best way"                   "best wishes"               
##  [1085] "bestfriend"                 "bestie"                    
##  [1087] "bet"                        "beta"                      
##  [1089] "beth"                       "betta"                     
##  [1091] "better"                     "better get"                
##  [1093] "better just"                "better place"              
##  [1095] "better soon"                "better way"                
##  [1097] "better yet"                 "betting"                   
##  [1099] "betty"                      "beverage"                  
##  [1101] "beverages"                  "beverly"                   
##  [1103] "beverly hills"              "beware"                    
##  [1105] "beyonce"                    "beyond"                    
##  [1107] "bff"                        "bias"                      
##  [1109] "biased"                     "bible"                     
##  [1111] "biblical"                   "bicycle"                   
##  [1113] "bid"                        "bieber"                    
##  [1115] "big"                        "big blue"                  
##  [1117] "big brother"                "big day"                   
##  [1119] "big deal"                   "big difference"            
##  [1121] "big fan"                    "big thanks"                
##  [1123] "big thing"                  "big things"                
##  [1125] "big time"                   "big win"                   
##  [1127] "bigger"                     "biggest"                   
##  [1129] "biggest fan"                "bike"                      
##  [1131] "bikes"                      "biking"                    
##  [1133] "bikini"                     "bill"                      
##  [1135] "billion"                    "billions"                  
##  [1137] "bills"                      "billy"                     
##  [1139] "bin"                        "bin laden"                 
##  [1141] "binding"                    "bing"                      
##  [1143] "bingo"                      "bio"                       
##  [1145] "biology"                    "bipolar"                   
##  [1147] "bird"                       "birds"                     
##  [1149] "birth"                      "birth control"             
##  [1151] "birthday"                   "birthday party"            
##  [1153] "birthdays"                  "biscuit"                   
##  [1155] "biscuits"                   "bishop"                    
##  [1157] "bit"                        "bit better"                
##  [1159] "bit like"                   "bitch"                     
##  [1161] "bitches"                    "bite"                      
##  [1163] "bites"                      "biting"                    
##  [1165] "bits"                       "bitter"                    
##  [1167] "biz"                        "bizarre"                   
##  [1169] "black"                      "black white"               
##  [1171] "blackberry"                 "blacks"                    
##  [1173] "blah"                       "blah blah"                 
##  [1175] "blair"                      "blake"                     
##  [1177] "blame"                      "blamed"                    
##  [1179] "blank"                      "blanket"                   
##  [1181] "blankets"                   "blast"                     
##  [1183] "blasting"                   "blazer"                    
##  [1185] "blazers"                    "blazing"                   
##  [1187] "bleeding"                   "blend"                     
##  [1189] "blended"                    "blender"                   
##  [1191] "blending"                   "bless"                     
##  [1193] "blessed"                    "blessing"                  
##  [1195] "blessings"                  "blew"                      
##  [1197] "blind"                      "blink"                     
##  [1199] "bliss"                      "blizzard"                  
##  [1201] "block"                      "blocked"                   
##  [1203] "blocking"                   "blocks"                    
##  [1205] "blog"                       "blog hop"                  
##  [1207] "blog post"                  "blog posts"                
##  [1209] "blog will"                  "blogged"                   
##  [1211] "blogger"                    "bloggers"                  
##  [1213] "blogging"                   "blogs"                     
##  [1215] "blond"                      "blonde"                    
##  [1217] "blood"                      "bloody"                    
##  [1219] "bloom"                      "blossom"                   
##  [1221] "blossoms"                   "blouse"                    
##  [1223] "blow"                       "blowing"                   
##  [1225] "blown"                      "blows"                     
##  [1227] "blue"                       "blueberry"                 
##  [1229] "blues"                      "blunt"                     
##  [1231] "blush"                      "blvd"                      
##  [1233] "board"                      "boarding"                  
##  [1235] "boards"                     "boat"                      
##  [1237] "boats"                      "bob"                       
##  [1239] "bobby"                      "bodies"                    
##  [1241] "body"                       "boi"                       
##  [1243] "boil"                       "boiling"                   
##  [1245] "bold"                       "bollywood"                 
##  [1247] "bolt"                       "bomb"                      
##  [1249] "bon"                        "bond"                      
##  [1251] "bonds"                      "bone"                      
##  [1253] "bones"                      "bonnie"                    
##  [1255] "bonus"                      "boo"                       
##  [1257] "boobs"                      "book"                      
##  [1259] "book will"                  "booked"                    
##  [1261] "booking"                    "books"                     
##  [1263] "books read"                 "bookstore"                 
##  [1265] "boom"                       "boost"                     
##  [1267] "boot"                       "booth"                     
##  [1269] "boots"                      "booty"                     
##  [1271] "booze"                      "border"                    
##  [1273] "borders"                    "bored"                     
##  [1275] "boredom"                    "boring"                    
##  [1277] "born"                       "borrow"                    
##  [1279] "borrowed"                   "bosh"                      
##  [1281] "boss"                       "boston"                    
##  [1283] "bother"                     "bothered"                  
##  [1285] "bothering"                  "bottle"                    
##  [1287] "bottles"                    "bottom"                    
##  [1289] "bottom line"                "bought"                    
##  [1291] "bounce"                     "bouncing"                  
##  [1293] "bound"                      "boundaries"                
##  [1295] "bounty"                     "bourbon"                   
##  [1297] "bout"                       "bout go"                   
##  [1299] "boutique"                   "bow"                       
##  [1301] "bowl"                       "bowling"                   
##  [1303] "bowls"                      "bows"                      
##  [1305] "box"                        "boxer"                     
##  [1307] "boxes"                      "boxing"                    
##  [1309] "boy"                        "boyfriend"                 
##  [1311] "boys"                       "boyz"                      
##  [1313] "bra"                        "bracelet"                  
##  [1315] "braces"                     "bracket"                   
##  [1317] "brackets"                   "brad"                      
##  [1319] "bradley"                    "brady"                     
##  [1321] "bragging"                   "brain"                     
##  [1323] "brains"                     "brake"                     
##  [1325] "branch"                     "branches"                  
##  [1327] "brand"                      "brand new"                 
##  [1329] "branded"                    "branding"                  
##  [1331] "brandon"                    "brands"                    
##  [1333] "brass"                      "braun"                     
##  [1335] "brave"                      "bravo"                     
##  [1337] "brazil"                     "brazilian"                 
##  [1339] "bread"                      "break"                     
##  [1341] "breakdown"                  "breakfast"                 
##  [1343] "breaking"                   "breaking news"             
##  [1345] "breaks"                     "breast"                    
##  [1347] "breast cancer"              "breastfeeding"             
##  [1349] "breasts"                    "breath"                    
##  [1351] "breathe"                    "breathed"                  
##  [1353] "breathing"                  "breed"                     
##  [1355] "breeze"                     "brenda"                    
##  [1357] "brett"                      "brew"                      
##  [1359] "brewed"                     "brewer"                    
##  [1361] "breweries"                  "brewers"                   
##  [1363] "brewery"                    "brewing"                   
##  [1365] "brewing company"            "brews"                     
##  [1367] "brian"                      "brick"                     
##  [1369] "bride"                      "brides"                    
##  [1371] "bridge"                     "bridges"                   
##  [1373] "brief"                      "briefly"                   
##  [1375] "bright"                     "bright side"               
##  [1377] "brighter"                   "brightly"                  
##  [1379] "brilliant"                  "bring"                     
##  [1381] "bring back"                 "bring us"                  
##  [1383] "bringing"                   "brings"                    
##  [1385] "brings back"                "bristol"                   
##  [1387] "britain"                    "british"                   
##  [1389] "bro"                        "broad"                     
##  [1391] "broadcast"                  "broader"                   
##  [1393] "broadly"                    "broadway"                  
##  [1395] "broccoli"                   "brock"                     
##  [1397] "broke"                      "broken"                    
##  [1399] "broncos"                    "bronze"                    
##  [1401] "brooklyn"                   "brooks"                    
##  [1403] "bros"                       "broth"                     
##  [1405] "brother"                    "brotherhood"               
##  [1407] "brothers"                   "brought"                   
##  [1409] "brought back"               "brought home"              
##  [1411] "brought us"                 "brown"                     
##  [1413] "brown sugar"                "brownies"                  
##  [1415] "browns"                     "browsing"                  
##  [1417] "bruce"                      "bruh"                      
##  [1419] "bruins"                     "bruised"                   
##  [1421] "brunch"                     "bruno"                     
##  [1423] "brush"                      "brushes"                   
##  [1425] "brutal"                     "bryan"                     
##  [1427] "btw"                        "bubble"                    
##  [1429] "buck"                       "bucket"                    
##  [1431] "bucket list"                "buckeyes"                  
##  [1433] "bucks"                      "bud"                       
##  [1435] "buddha"                     "buddies"                   
##  [1437] "buddy"                      "budget"                    
##  [1439] "buffalo"                    "buffet"                    
##  [1441] "buffett"                    "bug"                       
##  [1443] "bugs"                       "build"                     
##  [1445] "building"                   "buildings"                 
##  [1447] "built"                      "bulb"                      
##  [1449] "bulbs"                      "bulk"                      
##  [1451] "bull"                       "bullet"                    
##  [1453] "bullets"                    "bullied"                   
##  [1455] "bullies"                    "bullpen"                   
##  [1457] "bulls"                      "bullshit"                  
##  [1459] "bully"                      "bullying"                  
##  [1461] "bum"                        "bummed"                    
##  [1463] "bummer"                     "bump"                      
##  [1465] "bun"                        "bunch"                     
##  [1467] "bunny"                      "burden"                    
##  [1469] "bureau"                     "burger"                    
##  [1471] "burgers"                    "buried"                    
##  [1473] "burn"                       "burned"                    
##  [1475] "burning"                    "burns"                     
##  [1477] "burnt"                      "burrito"                   
##  [1479] "burst"                      "bury"                      
##  [1481] "bus"                        "buses"                     
##  [1483] "bush"                       "business"                  
##  [1485] "businesses"                 "bust"                      
##  [1487] "busted"                     "busy"                      
##  [1489] "busy day"                   "busy week"                 
##  [1491] "butler"                     "butt"                      
##  [1493] "butter"                     "butterflies"               
##  [1495] "butterfly"                  "button"                    
##  [1497] "buttons"                    "buy"                       
##  [1499] "buy new"                    "buy one"                   
##  [1501] "buyers"                     "buying"                    
##  [1503] "buys"                       "buzz"                      
##  [1505] "buzzing"                    "bye"                       
##  [1507] "bynum"                      "c pp"                      
##  [1509] "cab"                        "cabbage"                   
##  [1511] "cabin"                      "cabinet"                   
##  [1513] "cable"                      "cafe"                      
##  [1515] "café"                       "caffeine"                  
##  [1517] "cage"                       "cain"                      
##  [1519] "cake"                       "cakes"                     
##  [1521] "cal"                        "calculated"                
##  [1523] "caleb"                      "calendar"                  
##  [1525] "cali"                       "california"                
##  [1527] "call"                       "call back"                 
##  [1529] "call duty"                  "call us"                   
##  [1531] "called"                     "caller"                    
##  [1533] "calling"                    "calls"                     
##  [1535] "calm"                       "calorie"                   
##  [1537] "calories"                   "calvin"                    
##  [1539] "cam"                        "came"                      
##  [1541] "came across"                "came back"                 
##  [1543] "came home"                  "camera"                    
##  [1545] "cameras"                    "cameron"                   
##  [1547] "camp"                       "campaign"                  
##  [1549] "campaigns"                  "campbell"                  
##  [1551] "camping"                    "camps"                     
##  [1553] "campus"                     "can"                       
##  [1555] "can add"                    "can afford"                
##  [1557] "can also"                   "can always"                
##  [1559] "can anyone"                 "can barely"                
##  [1561] "can become"                 "can believe"               
##  [1563] "can better"                 "can blame"                 
##  [1565] "can bring"                  "can buy"                   
##  [1567] "can call"                   "can change"                
##  [1569] "can choose"                 "can come"                  
##  [1571] "can count"                  "can create"                
##  [1573] "can dm"                     "can drive"                 
##  [1575] "can easily"                 "can eat"                   
##  [1577] "can even"                   "can feel"                  
##  [1579] "can find"                   "can follow"                
##  [1581] "can found"                  "can get"                   
##  [1583] "can give"                   "can go"                    
##  [1585] "can handle"                 "can happen"                
##  [1587] "can hardly"                 "can hear"                  
##  [1589] "can help"                   "can hope"                  
##  [1591] "can imagine"                "can just"                  
##  [1593] "can keep"                   "can know"                  
##  [1595] "can lead"                   "can learn"                 
##  [1597] "can leave"                  "can listen"                
##  [1599] "can little"                 "can live"                  
##  [1601] "can longer"                 "can look"                  
##  [1603] "can love"                   "can make"                  
##  [1605] "can meet"                   "can never"                 
##  [1607] "can now"                    "can one"                   
##  [1609] "can pay"                    "can play"                  
##  [1611] "can please"                 "can put"                   
##  [1613] "can read"                   "can really"                
##  [1615] "can remember"               "can say"                   
##  [1617] "can see"                    "can seen"                  
##  [1619] "can send"                   "can share"                 
##  [1621] "can someone"                "can start"                 
##  [1623] "can stay"                   "can still"                 
##  [1625] "can take"                   "can talk"                  
##  [1627] "can tell"                   "can think"                 
##  [1629] "can u"                      "can understand"            
##  [1631] "can use"                    "can used"                  
##  [1633] "can wait"                   "can watch"                 
##  [1635] "can wear"                   "can win"                   
##  [1637] "can work"                   "can’t"                     
##  [1639] "can’t get"                  "can’t help"                
##  [1641] "can’t wait"                 "canada"                    
##  [1643] "canadian"                   "canal"                     
##  [1645] "cancel"                     "canceled"                  
##  [1647] "cancelled"                  "cancer"                    
##  [1649] "candidate"                  "candidates"                
##  [1651] "candle"                     "candles"                   
##  [1653] "candy"                      "cane"                      
##  [1655] "canned"                     "cannon"                    
##  [1657] "canon"                      "cans"                      
##  [1659] "cant"                       "cant afford"               
##  [1661] "cant believe"               "cant even"                 
##  [1663] "cant find"                  "cant get"                  
##  [1665] "cant go"                    "cant help"                 
##  [1667] "cant imagine"               "cant just"                 
##  [1669] "cant keep"                  "cant live"                 
##  [1671] "cant make"                  "cant remember"             
##  [1673] "cant say"                   "cant see"                  
##  [1675] "cant sleep"                 "cant stand"                
##  [1677] "cant stop"                  "cant take"                 
##  [1679] "cant tell"                  "cant think"                
##  [1681] "cant wait"                  "cant wait get"             
##  [1683] "cant wait go"               "cant wait hear"            
##  [1685] "cant wait see"              "cant wait til"             
##  [1687] "cant wait till"             "canvas"                    
##  [1689] "cap"                        "capable"                   
##  [1691] "capacity"                   "cape"                      
##  [1693] "capital"                    "capitol"                   
##  [1695] "caps"                       "captain"                   
##  [1697] "caption"                    "capture"                   
##  [1699] "captured"                   "car"                       
##  [1701] "cara"                       "caramel"                   
##  [1703] "carbon"                     "card"                      
##  [1705] "card stock"                 "cardboard"                 
##  [1707] "cardinal"                   "cardinals"                 
##  [1709] "cardio"                     "cards"                     
##  [1711] "cardstock"                  "care"                      
##  [1713] "care much"                  "cared"                     
##  [1715] "career"                     "careers"                   
##  [1717] "careful"                    "carefully"                 
##  [1719] "cares"                      "cargo"                     
##  [1721] "caribbean"                  "caring"                    
##  [1723] "carl"                       "carlos"                    
##  [1725] "carnegie"                   "carnival"                  
##  [1727] "carol"                      "carolina"                  
##  [1729] "carpet"                     "carrie"                    
##  [1731] "carried"                    "carrier"                   
##  [1733] "carries"                    "carroll"                   
##  [1735] "carrot"                     "carrots"                   
##  [1737] "carry"                      "carrying"                  
##  [1739] "cars"                       "cart"                      
##  [1741] "carter"                     "cartoon"                   
##  [1743] "cartoons"                   "cartridge"                 
##  [1745] "case"                       "cases"                     
##  [1747] "casey"                      "cash"                      
##  [1749] "cashier"                    "casino"                    
##  [1751] "cask"                       "cast"                      
##  [1753] "casting"                    "castle"                    
##  [1755] "casual"                     "cat"                       
##  [1757] "catalog"                    "catalogue"                 
##  [1759] "catch"                      "catches"                   
##  [1761] "catching"                   "categories"                
##  [1763] "category"                   "catering"                  
##  [1765] "cathedral"                  "catherine"                 
##  [1767] "catholic"                   "cats"                      
##  [1769] "cattle"                     "caught"                    
##  [1771] "cause"                      "cause im"                  
##  [1773] "caused"                     "causes"                    
##  [1775] "causing"                    "caution"                   
##  [1777] "cave"                       "cavs"                      
##  [1779] "cbs"                        "cds"                       
##  [1781] "cedar"                      "ceiling"                   
##  [1783] "celebrate"                  "celebrated"                
##  [1785] "celebrating"                "celebration"               
##  [1787] "celebrations"               "celebrities"               
##  [1789] "celebrity"                  "celery"                    
##  [1791] "cell"                       "cell phone"                
##  [1793] "cell phones"                "cells"                     
##  [1795] "celtic"                     "celtics"                   
##  [1797] "cemetery"                   "censorship"                
##  [1799] "cent"                       "center"                    
##  [1801] "centers"                    "central"                   
##  [1803] "centre"                     "cents"                     
##  [1805] "centuries"                  "century"                   
##  [1807] "ceo"                        "cereal"                    
##  [1809] "ceremony"                   "certain"                   
##  [1811] "certainly"                  "certainty"                 
##  [1813] "certificate"                "certified"                 
##  [1815] "chad"                       "chai"                      
##  [1817] "chain"                      "chains"                    
##  [1819] "chair"                      "chairman"                  
##  [1821] "chairs"                     "chalk"                     
##  [1823] "challenge"                  "challenge blog"            
##  [1825] "challenged"                 "challenges"                
##  [1827] "challenging"                "chamber"                   
##  [1829] "chambers"                   "champ"                     
##  [1831] "champagne"                  "champion"                  
##  [1833] "champions"                  "championship"              
##  [1835] "championships"              "chance"                    
##  [1837] "chance win"                 "chances"                   
##  [1839] "chandler"                   "change"                    
##  [1841] "change mind"                "change world"              
##  [1843] "changed"                    "changes"                   
##  [1845] "changing"                   "channel"                   
##  [1847] "channels"                   "chaos"                     
##  [1849] "chapel"                     "chapter"                   
##  [1851] "chapters"                   "character"                 
##  [1853] "characteristics"            "characters"                
##  [1855] "charge"                     "charged"                   
##  [1857] "charger"                    "chargers"                  
##  [1859] "charges"                    "charging"                  
##  [1861] "charity"                    "charles"                   
##  [1863] "charlie"                    "charlotte"                 
##  [1865] "charm"                      "charming"                  
##  [1867] "charms"                     "chart"                     
##  [1869] "charter"                    "charts"                    
##  [1871] "chase"                      "chasing"                   
##  [1873] "chat"                       "chatted"                   
##  [1875] "chatting"                   "cheap"                     
##  [1877] "cheaper"                    "cheapest"                  
##  [1879] "cheat"                      "cheated"                   
##  [1881] "cheating"                   "check"                     
##  [1883] "check new"                  "check us"                  
##  [1885] "check website"              "checked"                   
##  [1887] "checking"                   "checkout"                  
##  [1889] "checks"                     "cheddar"                   
##  [1891] "cheek"                      "cheeks"                    
##  [1893] "cheer"                      "cheering"                  
##  [1895] "cheers"                     "cheese"                    
##  [1897] "cheesecake"                 "cheeses"                   
##  [1899] "cheesy"                     "chef"                      
##  [1901] "chefs"                      "chelsea"                   
##  [1903] "cheltenham"                 "chemical"                  
##  [1905] "chemicals"                  "chemistry"                 
##  [1907] "cherish"                    "cherry"                    
##  [1909] "cheryl"                     "chess"                     
##  [1911] "chest"                      "chew"                      
##  [1913] "chewing"                    "chewy"                     
##  [1915] "chi"                        "chicago"                   
##  [1917] "chicago illinois"           "chick"                     
##  [1919] "chicken"                    "chickens"                  
##  [1921] "chicks"                     "chief"                     
##  [1923] "chiefs"                     "child"                     
##  [1925] "child’s"                    "childhood"                 
##  [1927] "childish"                   "children"                  
##  [1929] "children’s"                 "childrens"                 
##  [1931] "childs"                     "chile"                     
##  [1933] "chili"                      "chill"                     
##  [1935] "chillin"                    "chilling"                  
##  [1937] "chilly"                     "chin"                      
##  [1939] "china"                      "chinese"                   
##  [1941] "chip"                       "chip cookies"              
##  [1943] "chipboard"                  "chipotle"                  
##  [1945] "chips"                      "chloe"                     
##  [1947] "chocolate"                  "chocolate chip"            
##  [1949] "chocolate chips"            "choice"                    
##  [1951] "choices"                    "choir"                     
##  [1953] "choked"                     "choking"                   
##  [1955] "choose"                     "chooses"                   
##  [1957] "choosing"                   "chop"                      
##  [1959] "chopped"                    "chord"                     
##  [1961] "chorus"                     "chose"                     
##  [1963] "chosen"                     "chris"                     
##  [1965] "chris brown"                "christ"                    
##  [1967] "christian"                  "christianity"              
##  [1969] "christians"                 "christie"                  
##  [1971] "christina"                  "christine"                 
##  [1973] "christmas"                  "christmas tree"            
##  [1975] "christopher"                "chrome"                    
##  [1977] "chronic"                    "chronicle"                 
##  [1979] "chuck"                      "chunk"                     
##  [1981] "chunks"                     "church"                    
##  [1983] "churches"                   "churchill"                 
##  [1985] "cia"                        "cider"                     
##  [1987] "cigarette"                  "cigarettes"                
##  [1989] "cincinnati"                 "cinco"                     
##  [1991] "cinco de"                   "cinco de mayo"             
##  [1993] "cinema"                     "cinnamon"                  
##  [1995] "circle"                     "circles"                   
##  [1997] "circuit"                    "circulation"               
##  [1999] "circumstances"              "circus"                    
##  [2001] "cited"                      "cities"                    
##  [2003] "citizen"                    "citizens"                  
##  [2005] "citizenship"                "citrus"                    
##  [2007] "city"                       "city council"              
##  [2009] "city’s"                     "citys"                     
##  [2011] "civic"                      "civil"                     
##  [2013] "civil rights"               "civil war"                 
##  [2015] "civilization"               "claim"                     
##  [2017] "claimed"                    "claiming"                  
##  [2019] "claims"                     "claire"                    
##  [2021] "clarity"                    "clark"                     
##  [2023] "clash"                      "class"                     
##  [2025] "classes"                    "classic"                   
##  [2027] "classical"                  "classics"                  
##  [2029] "classmates"                 "classroom"                 
##  [2031] "classy"                     "clay"                      
##  [2033] "clean"                      "cleaned"                   
##  [2035] "cleaner"                    "cleaning"                  
##  [2037] "cleanse"                    "cleansing"                 
##  [2039] "clear"                      "clearance"                 
##  [2041] "cleared"                    "clearing"                  
##  [2043] "clearly"                    "clerk"                     
##  [2045] "cleveland"                  "clever"                    
##  [2047] "click"                      "clicked"                   
##  [2049] "clicking"                   "client"                    
##  [2051] "clients"                    "cliff"                     
##  [2053] "climate"                    "climate change"            
##  [2055] "climb"                      "climbed"                   
##  [2057] "climbing"                   "cling"                     
##  [2059] "clinic"                     "clinton"                   
##  [2061] "clip"                       "clippers"                  
##  [2063] "clips"                      "clock"                     
##  [2065] "clocks"                     "close"                     
##  [2067] "close eyes"                 "closed"                    
##  [2069] "closely"                    "closer"                    
##  [2071] "closest"                    "closet"                    
##  [2073] "closing"                    "closure"                   
##  [2075] "cloth"                      "clothes"                   
##  [2077] "clothing"                   "cloud"                     
##  [2079] "clouds"                     "cloudy"                    
##  [2081] "clown"                      "club"                      
##  [2083] "clubs"                      "clue"                      
##  [2085] "clues"                      "clutch"                    
##  [2087] "cmon"                       "cnn"                       
##  [2089] "coach"                      "coaches"                   
##  [2091] "coaching"                   "coal"                      
##  [2093] "coalition"                  "coast"                     
##  [2095] "coastal"                    "coat"                      
##  [2097] "coats"                      "cocaine"                   
##  [2099] "cock"                       "cocktail"                  
##  [2101] "cocktails"                  "cocoa"                     
##  [2103] "coconut"                    "coconut milk"              
##  [2105] "cod"                        "code"                      
##  [2107] "codes"                      "cody"                      
##  [2109] "coffee"                     "cofounder"                 
##  [2111] "coin"                       "coincidence"               
##  [2113] "coins"                      "coke"                      
##  [2115] "cold"                       "cold outside"              
##  [2117] "coldplay"                   "cole"                      
##  [2119] "coleman"                    "collaboration"             
##  [2121] "collage"                    "collapse"                  
##  [2123] "collapsed"                  "collar"                    
##  [2125] "colleague"                  "colleagues"                
##  [2127] "collect"                    "collected"                 
##  [2129] "collecting"                 "collection"                
##  [2131] "collections"                "collective"                
##  [2133] "collectively"               "college"                   
##  [2135] "college football"           "colleges"                  
##  [2137] "collins"                    "colonial"                  
##  [2139] "color"                      "colorado"                  
##  [2141] "colored"                    "colorful"                  
##  [2143] "coloring"                   "colors"                    
##  [2145] "colour"                     "coloured"                  
##  [2147] "colours"                    "colts"                     
##  [2149] "columbia"                   "columbus"                  
##  [2151] "column"                     "com"                       
##  [2153] "combat"                     "combination"               
##  [2155] "combinations"               "combine"                   
##  [2157] "combined"                   "combo"                     
##  [2159] "comcast"                    "come"                      
##  [2161] "come across"                "come back"                 
##  [2163] "come check"                 "come get"                  
##  [2165] "come home"                  "come join"                 
##  [2167] "come join us"               "come now"                  
##  [2169] "come say"                   "come see"                  
##  [2171] "come see us"                "come together"             
##  [2173] "come true"                  "come visit"                
##  [2175] "comeback"                   "comedian"                  
##  [2177] "comedians"                  "comedy"                    
##  [2179] "comes"                      "comes around"              
##  [2181] "comes back"                 "comes mind"                
##  [2183] "comfort"                    "comfortable"               
##  [2185] "comforting"                 "comfy"                     
##  [2187] "comic"                      "comic book"                
##  [2189] "comics"                     "comin"                     
##  [2191] "coming"                     "coming back"               
##  [2193] "coming home"                "coming soon"               
##  [2195] "command"                    "commanded"                 
##  [2197] "commander"                  "commandments"              
##  [2199] "commencement"               "comment"                   
##  [2201] "commentary"                 "commented"                 
##  [2203] "commenting"                 "comments"                  
##  [2205] "commerce"                   "commercial"                
##  [2207] "commercials"                "commission"                
##  [2209] "commissioner"               "commit"                    
##  [2211] "commitment"                 "committed"                 
##  [2213] "committee"                  "common"                    
##  [2215] "common sense"               "commonly"                  
##  [2217] "communicate"                "communicating"             
##  [2219] "communication"              "communications"            
##  [2221] "communion"                  "communist"                 
##  [2223] "communities"                "community"                 
##  [2225] "community college"          "commute"                   
##  [2227] "comp"                       "companies"                 
##  [2229] "companion"                  "company"                   
##  [2231] "company’s"                  "companys"                  
##  [2233] "compare"                    "compared"                  
##  [2235] "comparing"                  "comparison"                
##  [2237] "compass"                    "compassion"                
##  [2239] "compelling"                 "compensation"              
##  [2241] "compete"                    "competing"                 
##  [2243] "competition"                "competitive"               
##  [2245] "competitor"                 "compilation"               
##  [2247] "complain"                   "complained"                
##  [2249] "complaining"                "complains"                 
##  [2251] "complaint"                  "complaints"                
##  [2253] "complete"                   "completed"                 
##  [2255] "completely"                 "completely different"      
##  [2257] "completing"                 "completion"                
##  [2259] "complex"                    "complexity"                
##  [2261] "complicated"                "compliment"                
##  [2263] "complimentary"              "compliments"               
##  [2265] "component"                  "components"                
##  [2267] "composed"                   "composer"                  
##  [2269] "composition"                "compound"                  
##  [2271] "comprehensive"              "compromise"                
##  [2273] "computer"                   "computers"                 
##  [2275] "con"                        "conan"                     
##  [2277] "concentrate"                "concentration"             
##  [2279] "concept"                    "concepts"                  
##  [2281] "concern"                    "concerned"                 
##  [2283] "concerning"                 "concerns"                  
##  [2285] "concert"                    "concerts"                  
##  [2287] "conclude"                   "concluded"                 
##  [2289] "conclusion"                 "conclusions"               
##  [2291] "concrete"                   "condemned"                 
##  [2293] "condition"                  "conditioning"              
##  [2295] "conditions"                 "condo"                     
##  [2297] "conduct"                    "conducted"                 
##  [2299] "cone"                       "conf"                      
##  [2301] "conference"                 "conference call"           
##  [2303] "conferences"                "confess"                   
##  [2305] "confession"                 "confessions"               
##  [2307] "confidence"                 "confident"                 
##  [2309] "confirm"                    "confirmed"                 
##  [2311] "conflict"                   "conflicts"                 
##  [2313] "confused"                   "confusing"                 
##  [2315] "confusion"                  "congrats"                  
##  [2317] "congratulations"            "congress"                  
##  [2319] "congressional"              "congressman"               
##  [2321] "connect"                    "connected"                 
##  [2323] "connecting"                 "connection"                
##  [2325] "connections"                "connor"                    
##  [2327] "conquer"                    "conrad"                    
##  [2329] "cons"                       "conscience"                
##  [2331] "conscious"                  "consciousness"             
##  [2333] "consecutive"                "consensus"                 
##  [2335] "consequences"               "conservation"              
##  [2337] "conservative"               "conservatives"             
##  [2339] "consider"                   "considerable"              
##  [2341] "consideration"              "considered"                
##  [2343] "considering"                "considers"                 
##  [2345] "consist"                    "consisted"                 
##  [2347] "consistency"                "consistent"                
##  [2349] "consistently"               "consists"                  
##  [2351] "conspiracy"                 "constant"                  
##  [2353] "constantly"                 "constitution"              
##  [2355] "constitutional"             "constructed"               
##  [2357] "construction"               "consultant"                
##  [2359] "consume"                    "consumer"                  
##  [2361] "consumers"                  "consuming"                 
##  [2363] "consumption"                "cont"                      
##  [2365] "contact"                    "contact us"                
##  [2367] "contacted"                  "contacts"                  
##  [2369] "contain"                    "contained"                 
##  [2371] "container"                  "containing"                
##  [2373] "contains"                   "contemplating"             
##  [2375] "contemporary"               "content"                   
##  [2377] "contents"                   "contest"                   
##  [2379] "contests"                   "context"                   
##  [2381] "continent"                  "continental"               
##  [2383] "continually"                "continue"                  
##  [2385] "continued"                  "continues"                 
##  [2387] "continuing"                 "continuously"              
##  [2389] "contract"                   "contractor"                
##  [2391] "contracts"                  "contrary"                  
##  [2393] "contrast"                   "contribute"                
##  [2395] "contributed"                "contributing"              
##  [2397] "contribution"               "contributions"             
##  [2399] "contrition"                 "control"                   
##  [2401] "controlled"                 "controlling"               
##  [2403] "controls"                   "controversial"             
##  [2405] "controversy"                "convenience"               
##  [2407] "convenient"                 "convention"                
##  [2409] "conventional"               "conversation"              
##  [2411] "conversations"              "converse"                  
##  [2413] "convert"                    "converted"                 
##  [2415] "convey"                     "convicted"                 
##  [2417] "conviction"                 "convince"                  
##  [2419] "convinced"                  "convincing"                
##  [2421] "convo"                      "cook"                      
##  [2423] "cookbook"                   "cooked"                    
##  [2425] "cookie"                     "cookie dough"              
##  [2427] "cookies"                    "cooking"                   
##  [2429] "cooks"                      "cool"                      
##  [2431] "cooled"                     "cooler"                    
##  [2433] "coolest"                    "cooling"                   
##  [2435] "coop"                       "cooper"                    
##  [2437] "coordinator"                "cop"                       
##  [2439] "cope"                       "copic"                     
##  [2441] "copied"                     "copies"                    
##  [2443] "copper"                     "cops"                      
##  [2445] "copy"                       "copyright"                 
##  [2447] "cord"                       "core"                      
##  [2449] "coriander"                  "corinthians"               
##  [2451] "corn"                       "corner"                    
##  [2453] "corners"                    "corp"                      
##  [2455] "corporate"                  "corporation"               
##  [2457] "corporations"               "corps"                     
##  [2459] "correct"                    "correction"                
##  [2461] "corrections"                "correctly"                 
##  [2463] "correlation"                "corruption"                
##  [2465] "cos"                        "cost"                      
##  [2467] "costs"                      "costume"                   
##  [2469] "costumes"                   "cottage"                   
##  [2471] "cotto"                      "cotton"                    
##  [2473] "couch"                      "cough"                     
##  [2475] "couldn’t"                   "couldnt"                   
##  [2477] "couldnt agree"              "couldnt find"              
##  [2479] "couldnt get"                "couldve"                   
##  [2481] "council"                    "counsel"                   
##  [2483] "counseling"                 "count"                     
##  [2485] "countdown"                  "counted"                   
##  [2487] "counter"                    "counting"                  
##  [2489] "countless"                  "countries"                 
##  [2491] "country"                    "countryside"               
##  [2493] "counts"                     "county"                    
##  [2495] "couple"                     "couple days"               
##  [2497] "couple hours"               "couple months"             
##  [2499] "couple times"               "couple weeks"              
##  [2501] "couple weeks ago"           "couple years"              
##  [2503] "couple years ago"           "coupled"                   
##  [2505] "couples"                    "coupon"                    
##  [2507] "coupons"                    "courage"                   
##  [2509] "course"                     "courses"                   
##  [2511] "court"                      "courtesy"                  
##  [2513] "courtney"                   "courts"                    
##  [2515] "cousin"                     "cousins"                   
##  [2517] "covenant"                   "cover"                     
##  [2519] "coverage"                   "covered"                   
##  [2521] "covering"                   "covers"                    
##  [2523] "cow"                        "cowboy"                    
##  [2525] "cowboys"                    "coworker"                  
##  [2527] "coworkers"                  "cows"                      
##  [2529] "cox"                        "coyotes"                   
##  [2531] "cozy"                       "crab"                      
##  [2533] "crack"                      "cracked"                   
##  [2535] "cracking"                   "cracks"                    
##  [2537] "craft"                      "craft beer"                
##  [2539] "crafted"                    "crafting"                  
##  [2541] "crafts"                     "crafty"                    
##  [2543] "craig"                      "craigslist"                
##  [2545] "crap"                       "crappy"                    
##  [2547] "crash"                      "crashed"                   
##  [2549] "crashes"                    "crashing"                  
##  [2551] "crave"                      "craving"                   
##  [2553] "cravings"                   "crawl"                     
##  [2555] "crawling"                   "cray"                      
##  [2557] "craziness"                  "crazy"                     
##  [2559] "cream"                      "cream cheese"              
##  [2561] "creamy"                     "create"                    
##  [2563] "created"                    "creates"                   
##  [2565] "creating"                   "creation"                  
##  [2567] "creations"                  "creative"                  
##  [2569] "creativity"                 "creator"                   
##  [2571] "creature"                   "creatures"                 
##  [2573] "credibility"                "credit"                    
##  [2575] "credit card"                "credits"                   
##  [2577] "creek"                      "creep"                     
##  [2579] "creeping"                   "creepy"                    
##  [2581] "creme"                      "crescent"                  
##  [2583] "crew"                       "crib"                      
##  [2585] "cricket"                    "cricut"                    
##  [2587] "cried"                      "cries"                     
##  [2589] "crime"                      "crimes"                    
##  [2591] "criminal"                   "criminals"                 
##  [2593] "cringe"                     "crisis"                    
##  [2595] "crisp"                      "crispy"                    
##  [2597] "criteria"                   "critic"                    
##  [2599] "critical"                   "criticism"                 
##  [2601] "criticize"                  "critics"                   
##  [2603] "critique"                   "crochet"                   
##  [2605] "crop"                       "crosby"                    
##  [2607] "cross"                      "crossed"                   
##  [2609] "crosses"                    "crossing"                  
##  [2611] "crow"                       "crowd"                     
##  [2613] "crowded"                    "crowds"                    
##  [2615] "crown"                      "crucial"                   
##  [2617] "crude"                      "cruel"                     
##  [2619] "cruelty"                    "cruise"                    
##  [2621] "crunch"                     "crunchy"                   
##  [2623] "crush"                      "crushed"                   
##  [2625] "crust"                      "cruz"                      
##  [2627] "cry"                        "crying"                    
##  [2629] "crystal"                    "cst"                       
##  [2631] "cuba"                       "cuban"                     
##  [2633] "cube"                       "cubes"                     
##  [2635] "cubs"                       "cucumber"                  
##  [2637] "cuddle"                     "cue"                       
##  [2639] "culinary"                   "cult"                      
##  [2641] "cultural"                   "culture"                   
##  [2643] "cultures"                   "cum"                       
##  [2645] "cumin"                      "cup"                       
##  [2647] "cup coffee"                 "cupcake"                   
##  [2649] "cupcakes"                   "cups"                      
##  [2651] "curb"                       "cure"                      
##  [2653] "curiosity"                  "curious"                   
##  [2655] "curling"                    "current"                   
##  [2657] "currently"                  "curriculum"                
##  [2659] "curry"                      "curse"                     
##  [2661] "cursed"                     "cursing"                   
##  [2663] "curtain"                    "curtains"                  
##  [2665] "curve"                      "curves"                    
##  [2667] "cus"                        "custody"                   
##  [2669] "custom"                     "customer"                  
##  [2671] "customer service"           "customers"                 
##  [2673] "cut"                        "cute"                      
##  [2675] "cute little"                "cutest"                    
##  [2677] "cutie"                      "cuts"                      
##  [2679] "cutting"                    "cuz"                       
##  [2681] "cuz im"                     "cvs"                       
##  [2683] "cycle"                      "cycling"                   
##  [2685] "cynical"                    "d d"                       
##  [2687] "ð<U+009F><U+0098>"          "dad"                       
##  [2689] "daddy"                      "dads"                      
##  [2691] "daily"                      "daily basis"               
##  [2693] "dairy"                      "daisy"                     
##  [2695] "dakota"                     "dakota maquest"            
##  [2697] "dale"                       "dallas"                    
##  [2699] "dam"                        "damage"                    
##  [2701] "damaged"                    "dame"                      
##  [2703] "dammit"                     "damn"                      
##  [2705] "damn good"                  "damned"                    
##  [2707] "damon"                      "damper"                    
##  [2709] "dan"                        "dance"                     
##  [2711] "danced"                     "dancer"                    
##  [2713] "dancers"                    "dances"                    
##  [2715] "dancing"                    "dang"                      
##  [2717] "danger"                     "dangerous"                 
##  [2719] "dangers"                    "daniel"                    
##  [2721] "daniels"                    "danny"                     
##  [2723] "dare"                       "dark"                      
##  [2725] "dark chocolate"             "darker"                    
##  [2727] "darkness"                   "darling"                   
##  [2729] "darn"                       "darren"                    
##  [2731] "dash"                       "dat"                       
##  [2733] "data"                       "database"                  
##  [2735] "date"                       "date night"                
##  [2737] "dated"                      "dates"                     
##  [2739] "dating"                     "dats"                      
##  [2741] "daughter"                   "daughters"                 
##  [2743] "dave"                       "david"                     
##  [2745] "davis"                      "dawn"                      
##  [2747] "day"                        "day can"                   
##  [2749] "day come"                   "day day"                   
##  [2751] "day dont"                   "day even"                  
##  [2753] "day ever"                   "day everyone"              
##  [2755] "day first"                  "day get"                   
##  [2757] "day go"                     "day going"                 
##  [2759] "day got"                    "day great"                 
##  [2761] "day im"                     "day just"                  
##  [2763] "day last"                   "day life"                  
##  [2765] "day like"                   "day lol"                   
##  [2767] "day long"                   "day love"                  
##  [2769] "day moms"                   "day new"                   
##  [2771] "day night"                  "day now"                   
##  [2773] "day one"                    "day school"                
##  [2775] "day see"                    "day stop"                  
##  [2777] "day take"                   "day today"                 
##  [2779] "day tomorrow"               "day trip"                  
##  [2781] "day two"                    "day want"                  
##  [2783] "day week"                   "day weekend"               
##  [2785] "day well"                   "day will"                  
##  [2787] "day work"                   "day yesterday"             
##  [2789] "day”"                       "daylight"                  
##  [2791] "days"                       "days ago"                  
##  [2793] "days away"                  "days later"                
##  [2795] "days left"                  "days like"                 
##  [2797] "days till"                  "days week"                 
##  [2799] "days will"                  "de la"                     
##  [2801] "de mayo"                    "dead"                      
##  [2803] "deadline"                   "deadly"                    
##  [2805] "deaf"                       "deal"                      
##  [2807] "dealer"                     "dealing"                   
##  [2809] "deals"                      "dealt"                     
##  [2811] "dean"                       "dear"                      
##  [2813] "dear friend"                "dearly"                    
##  [2815] "death"                      "deaths"                    
##  [2817] "debate"                     "debates"                   
##  [2819] "debating"                   "debbie"                    
##  [2821] "debt"                       "debut"                     
##  [2823] "dec"                        "decade"                    
##  [2825] "decades"                    "deceased"                  
##  [2827] "december"                   "december th"               
##  [2829] "decent"                     "decide"                    
##  [2831] "decide whether"             "decided"                   
##  [2833] "decided go"                 "decided make"              
##  [2835] "decided use"                "decides"                   
##  [2837] "deciding"                   "decision"                  
##  [2839] "decisions"                  "deck"                      
##  [2841] "declare"                    "declared"                  
##  [2843] "declaring"                  "decline"                   
##  [2845] "declined"                   "decor"                     
##  [2847] "decorated"                  "decorating"                
##  [2849] "decorations"                "decorative"                
##  [2851] "decrease"                   "dedicated"                 
##  [2853] "dedication"                 "dee"                       
##  [2855] "deeds"                      "deemed"                    
##  [2857] "deep"                       "deeper"                    
##  [2859] "deepest"                    "deeply"                    
##  [2861] "deer"                       "def"                       
##  [2863] "default"                    "defeat"                    
##  [2865] "defeated"                   "defeating"                 
##  [2867] "defence"                    "defend"                    
##  [2869] "defended"                   "defending"                 
##  [2871] "defense"                    "defensive"                 
##  [2873] "deficit"                    "define"                    
##  [2875] "defined"                    "defines"                   
##  [2877] "defining"                   "definite"                  
##  [2879] "definitely"                 "definitely going"          
##  [2881] "definition"                 "definitive"                
##  [2883] "degree"                     "degrees"                   
##  [2885] "del"                        "delay"                     
##  [2887] "delayed"                    "delete"                    
##  [2889] "deleted"                    "deleting"                  
##  [2891] "deli"                       "deliberately"              
##  [2893] "delicate"                   "delicious"                 
##  [2895] "delight"                    "delighted"                 
##  [2897] "delightful"                 "delights"                  
##  [2899] "delish"                     "deliver"                   
##  [2901] "delivered"                  "delivering"                
##  [2903] "delivers"                   "delivery"                  
##  [2905] "dell"                       "delta"                     
##  [2907] "dem"                        "demand"                    
##  [2909] "demanded"                   "demanding"                 
##  [2911] "demands"                    "demi"                      
##  [2913] "demo"                       "democracy"                 
##  [2915] "democrat"                   "democratic"                
##  [2917] "democrats"                  "demolition"                
##  [2919] "demon"                      "demons"                    
##  [2921] "demonstrate"                "demonstrated"              
##  [2923] "demonstration"              "demos"                     
##  [2925] "dems"                       "den"                       
##  [2927] "denial"                     "denied"                    
##  [2929] "denise"                     "dennis"                    
##  [2931] "dense"                      "dental"                    
##  [2933] "dentist"                    "denver"                    
##  [2935] "deny"                       "denying"                   
##  [2937] "department"                 "departure"                 
##  [2939] "depend"                     "depending"                 
##  [2941] "depends"                    "deposit"                   
##  [2943] "depot"                      "depressed"                 
##  [2945] "depressing"                 "depression"                
##  [2947] "dept"                       "depth"                     
##  [2949] "depths"                     "deputy"                    
##  [2951] "derby"                      "derek"                     
##  [2953] "derived"                    "des"                       
##  [2955] "descended"                  "describe"                  
##  [2957] "described"                  "describes"                 
##  [2959] "describing"                 "description"               
##  [2961] "descriptions"               "desert"                    
##  [2963] "deserve"                    "deserved"                  
##  [2965] "deserves"                   "deserving"                 
##  [2967] "design"                     "design team"               
##  [2969] "designated"                 "designed"                  
##  [2971] "designer"                   "designers"                 
##  [2973] "designing"                  "designs"                   
##  [2975] "desire"                     "desired"                   
##  [2977] "desires"                    "desk"                      
##  [2979] "desktop"                    "despair"                   
##  [2981] "desperate"                  "desperately"               
##  [2983] "despite"                    "despite fact"              
##  [2985] "dessert"                    "desserts"                  
##  [2987] "destination"                "destined"                  
##  [2989] "destiny"                    "destroy"                   
##  [2991] "destroyed"                  "destroying"                
##  [2993] "destruction"                "destructive"               
##  [2995] "detail"                     "detailed"                  
##  [2997] "details"                    "detective"                 
##  [2999] "detention"                  "determination"             
##  [3001] "determine"                  "determined"                
##  [3003] "detroit"                    "dev"                       
##  [3005] "devastated"                 "devastating"               
##  [3007] "develop"                    "developed"                 
##  [3009] "developer"                  "developers"                
##  [3011] "developing"                 "development"               
##  [3013] "developments"               "develops"                  
##  [3015] "device"                     "devices"                   
##  [3017] "devil"                      "devils"                    
##  [3019] "devoted"                    "devotion"                  
##  [3021] "dew"                        "diabetes"                  
##  [3023] "diagnosed"                  "diagnosis"                 
##  [3025] "dialogue"                   "diamond"                   
##  [3027] "diana"                      "diane"                     
##  [3029] "diaper"                     "diapers"                   
##  [3031] "diaries"                    "diary"                     
##  [3033] "dice"                       "dick"                      
##  [3035] "dick clark"                 "dictionary"                
##  [3037] "didn’t"                     "didn’t even"               
##  [3039] "didn’t know"                "didn’t like"               
##  [3041] "didn’t seem"                "didn’t want"               
##  [3043] "didnt"                      "didnt even"                
##  [3045] "didnt get"                  "didnt go"                  
##  [3047] "didnt know"                 "didnt like"                
##  [3049] "didnt make"                 "didnt realize"             
##  [3051] "didnt really"               "didnt say"                 
##  [3053] "didnt see"                  "didnt take"                
##  [3055] "didnt think"                "didnt want"                
##  [3057] "didnt work"                 "die"                       
##  [3059] "died"                       "diego"                     
##  [3061] "dies"                       "diet"                      
##  [3063] "diet coke"                  "diets"                     
##  [3065] "diff"                       "differ"                    
##  [3067] "difference"                 "differences"               
##  [3069] "different"                  "different types"           
##  [3071] "different ways"             "differently"               
##  [3073] "difficult"                  "difficulties"              
##  [3075] "difficulty"                 "dig"                       
##  [3077] "digest"                     "digging"                   
##  [3079] "digi"                       "digital"                   
##  [3081] "dignity"                    "dilemma"                   
##  [3083] "dimension"                  "dine"                      
##  [3085] "dining"                     "dining room"               
##  [3087] "dinner"                     "dinner tonight"            
##  [3089] "dinners"                    "dip"                       
##  [3091] "dipping"                    "direct"                    
##  [3093] "directed"                   "directing"                 
##  [3095] "direction"                  "directions"                
##  [3097] "directly"                   "director"                  
##  [3099] "directors"                  "dirk"                      
##  [3101] "dirt"                       "dirty"                     
##  [3103] "dis"                        "disability"                
##  [3105] "disabled"                   "disagree"                  
##  [3107] "disappear"                  "disappeared"               
##  [3109] "disappointed"               "disappointing"             
##  [3111] "disappointment"             "disaster"                  
##  [3113] "disc"                       "disciples"                 
##  [3115] "discipline"                 "disco"                     
##  [3117] "disconnected"               "discount"                  
##  [3119] "discounts"                  "discouraged"               
##  [3121] "discover"                   "discovered"                
##  [3123] "discoveries"                "discovering"               
##  [3125] "discovers"                  "discovery"                 
##  [3127] "discrimination"             "discuss"                   
##  [3129] "discussed"                  "discussing"                
##  [3131] "discussion"                 "discussions"               
##  [3133] "disease"                    "diseases"                  
##  [3135] "disgusting"                 "dish"                      
##  [3137] "dishes"                     "dislike"                   
##  [3139] "dismissed"                  "dismissive"                
##  [3141] "disney"                     "disneyland"                
##  [3143] "disorder"                   "disorders"                 
##  [3145] "dispatch"                   "display"                   
##  [3147] "displayed"                  "dispute"                   
##  [3149] "disrespectful"              "distance"                  
##  [3151] "distant"                    "distinct"                  
##  [3153] "distinction"                "distinctive"               
##  [3155] "distinguish"                "distracted"                
##  [3157] "distracting"                "distraction"               
##  [3159] "distress"                   "distribute"                
##  [3161] "distributed"                "distribution"              
##  [3163] "district"                   "district court"            
##  [3165] "districts"                  "disturbing"                
##  [3167] "ditch"                      "ditto"                     
##  [3169] "diva"                       "dive"                      
##  [3171] "diverse"                    "diversity"                 
##  [3173] "divide"                     "divided"                   
##  [3175] "divine"                     "diving"                    
##  [3177] "division"                   "divorce"                   
##  [3179] "divorced"                   "diy"                       
##  [3181] "djs"                        "dm us"                     
##  [3183] "dms"                        "dmv"                       
##  [3185] "dna"                        "dnt"                       
##  [3187] "doc"                        "docs"                      
##  [3189] "doctor"                     "doctor’s"                  
##  [3191] "doctors"                    "doctrine"                  
##  [3193] "document"                   "documentary"               
##  [3195] "documentation"              "documents"                 
##  [3197] "dodge"                      "dodgers"                   
##  [3199] "doe"                        "doesn’t"                   
##  [3201] "doesn’t want"               "doesnt"                    
##  [3203] "doesnt always"              "doesnt even"               
##  [3205] "doesnt get"                 "doesnt help"               
##  [3207] "doesnt know"                "doesnt look"               
##  [3209] "doesnt make"                "doesnt matter"             
##  [3211] "doesnt mean"                "doesnt need"               
##  [3213] "doesnt seem"                "doesnt want"               
##  [3215] "doesnt work"                "dog"                       
##  [3217] "dogs"                       "doin"                      
##  [3219] "doll"                       "dollar"                    
##  [3221] "dollars"                    "dolls"                     
##  [3223] "dolphins"                   "domain"                    
##  [3225] "dome"                       "domestic"                  
##  [3227] "domestic violence"          "dominant"                  
##  [3229] "dominate"                   "dominated"                 
##  [3231] "dominating"                 "don"                       
##  [3233] "don’t"                      "don’t care"                
##  [3235] "don’t even"                 "don’t get"                 
##  [3237] "don’t go"                   "don’t know"                
##  [3239] "don’t like"                 "don’t need"                
##  [3241] "don’t really"               "don’t see"                 
##  [3243] "don’t think"                "don’t want"                
##  [3245] "don’t worry"                "donald"                    
##  [3247] "donate"                     "donated"                   
##  [3249] "donating"                   "donation"                  
##  [3251] "donations"                  "done"                      
##  [3253] "done anything"              "done today"                
##  [3255] "donna"                      "donor"                     
##  [3257] "dont"                       "dont ask"                  
##  [3259] "dont believe"               "dont call"                 
##  [3261] "dont care"                  "dont even"                 
##  [3263] "dont even know"             "dont ever"                 
##  [3265] "dont expect"                "dont feel"                 
##  [3267] "dont feel like"             "dont forget"               
##  [3269] "dont get"                   "dont give"                 
##  [3271] "dont go"                    "dont hate"                 
##  [3273] "dont just"                  "dont know"                 
##  [3275] "dont know im"               "dont let"                  
##  [3277] "dont like"                  "dont look"                 
##  [3279] "dont love"                  "dont make"                 
##  [3281] "dont mean"                  "dont mind"                 
##  [3283] "dont miss"                  "dont need"                 
##  [3285] "dont play"                  "dont really"               
##  [3287] "dont remember"              "dont say"                  
##  [3289] "dont see"                   "dont start"                
##  [3291] "dont stop"                  "dont take"                 
##  [3293] "dont talk"                  "dont tell"                 
##  [3295] "dont think"                 "dont trust"                
##  [3297] "dont understand"            "dont use"                  
##  [3299] "dont wanna"                 "dont want"                 
##  [3301] "dont work"                  "dont worry"                
##  [3303] "donuts"                     "doom"                      
##  [3305] "doomed"                     "door"                      
##  [3307] "doors"                      "doors open"                
##  [3309] "dope"                       "dos"                       
##  [3311] "dose"                       "dot"                       
##  [3313] "dots"                       "double"                    
##  [3315] "doubled"                    "doubt"                     
##  [3317] "doubts"                     "douche"                    
##  [3319] "doug"                       "dough"                     
##  [3321] "doughnut"                   "douglas"                   
##  [3323] "download"                   "downloaded"                
##  [3325] "downloading"                "downloads"                 
##  [3327] "downright"                  "downside"                  
##  [3329] "downstairs"                 "downtown"                  
##  [3331] "dozen"                      "dozens"                    
##  [3333] "dracula"                    "draft"                     
##  [3335] "drafting"                   "drag"                      
##  [3337] "dragging"                   "dragon"                    
##  [3339] "dragons"                    "drain"                     
##  [3341] "drained"                    "drake"                     
##  [3343] "drama"                      "dramatic"                  
##  [3345] "dramatically"               "drank"                     
##  [3347] "draw"                       "drawers"                   
##  [3349] "drawing"                    "drawings"                  
##  [3351] "drawn"                      "draws"                     
##  [3353] "dread"                      "dream"                     
##  [3355] "dreamed"                    "dreaming"                  
##  [3357] "dreams"                     "dreams come"               
##  [3359] "dreams come true"           "dress"                     
##  [3361] "dressed"                    "dresses"                   
##  [3363] "dressing"                   "drew"                      
##  [3365] "dried"                      "drill"                     
##  [3367] "drilling"                   "drink"                     
##  [3369] "drink specials"             "drinkers"                  
##  [3371] "drinking"                   "drinks"                    
##  [3373] "drive"                      "drive home"                
##  [3375] "driven"                     "driver"                    
##  [3377] "drivers"                    "drives"                    
##  [3379] "driveway"                   "driving"                   
##  [3381] "drizzle"                    "droid"                     
##  [3383] "drop"                       "dropped"                   
##  [3385] "dropping"                   "drops"                     
##  [3387] "drought"                    "drove"                     
##  [3389] "drown"                      "drowned"                   
##  [3391] "drowning"                   "drug"                      
##  [3393] "drugs"                      "drum"                      
##  [3395] "drummer"                    "drums"                     
##  [3397] "drunk"                      "drunken"                   
##  [3399] "dry"                        "dubbed"                    
##  [3401] "dubious"                    "dubstep"                   
##  [3403] "duck"                       "ducks"                     
##  [3405] "dude"                       "dudes"                     
##  [3407] "due"                        "duh"                       
##  [3409] "duke"                       "dull"                      
##  [3411] "dumb"                       "dumbass"                   
##  [3413] "dump"                       "dumped"                    
##  [3415] "duncan"                     "dunno"                     
##  [3417] "duo"                        "durable"                   
##  [3419] "duration"                   "dust"                      
##  [3421] "dusty"                      "dutch"                     
##  [3423] "duties"                     "duty"                      
##  [3425] "dvd"                        "dvds"                      
##  [3427] "dvr"                        "dwight"                    
##  [3429] "dwts"                       "dyed"                      
##  [3431] "dying"                      "dylan"                     
##  [3433] "dynamic"                    "eager"                     
##  [3435] "eagle"                      "eagles"                    
##  [3437] "ear"                        "earl"                      
##  [3439] "earlier"                    "earlier today"             
##  [3441] "earlier year"               "earliest"                  
##  [3443] "early"                      "early bird"                
##  [3445] "early morning"              "early s"                   
##  [3447] "earn"                       "earned"                    
##  [3449] "earning"                    "earnings"                  
##  [3451] "earring"                    "earrings"                  
##  [3453] "ears"                       "earth"                     
##  [3455] "earth day"                  "earthquake"                
##  [3457] "ease"                       "easier"                    
##  [3459] "easiest"                    "easily"                    
##  [3461] "east"                       "east coast"                
##  [3463] "easter"                     "eastern"                   
##  [3465] "easy"                       "easy use"                  
##  [3467] "eat"                        "eaten"                     
##  [3469] "eating"                     "eats"                      
##  [3471] "ebay"                       "ebook"                     
##  [3473] "ebooks"                     "eccentric"                 
##  [3475] "echo"                       "ecological"                
##  [3477] "economic"                   "economics"                 
##  [3479] "economies"                  "economy"                   
##  [3481] "eddie"                      "edge"                      
##  [3483] "edges"                      "edinburgh"                 
##  [3485] "edit"                       "edited"                    
##  [3487] "editing"                    "edition"                   
##  [3489] "editor"                     "editorial"                 
##  [3491] "editors"                    "edits"                     
##  [3493] "edu"                        "educate"                   
##  [3495] "educated"                   "educating"                 
##  [3497] "education"                  "educational"               
##  [3499] "edward"                     "edwards"                   
##  [3501] "effect"                     "effective"                 
##  [3503] "effectively"                "effects"                   
##  [3505] "efficiency"                 "efficient"                 
##  [3507] "effort"                     "efforts"                   
##  [3509] "egg"                        "egg whites"                
##  [3511] "eggs"                       "ego"                       
##  [3513] "egypt"                      "eight"                     
##  [3515] "eight years"                "eighteen"                  
##  [3517] "eighth"                     "either"                    
##  [3519] "either way"                 "elaborate"                 
##  [3521] "elastic"                    "elbow"                     
##  [3523] "elderly"                    "elected"                   
##  [3525] "election"                   "elections"                 
##  [3527] "electric"                   "electrical"                
##  [3529] "electricity"                "electronic"                
##  [3531] "electronics"                "elegant"                   
##  [3533] "element"                    "elementary"                
##  [3535] "elementary school"          "elements"                  
##  [3537] "elephant"                   "elevator"                  
##  [3539] "eleven"                     "elf"                       
##  [3541] "eli"                        "eligible"                  
##  [3543] "eliminate"                  "eliminating"               
##  [3545] "elite"                      "elizabeth"                 
##  [3547] "ellen"                      "else"                      
##  [3549] "elses"                      "elsewhere"                 
##  [3551] "elvis"                      "email"                     
##  [3553] "email address"              "email us"                  
##  [3555] "emailed"                    "emails"                    
##  [3557] "embarrassed"                "embarrassing"              
##  [3559] "embossed"                   "embossing"                 
##  [3561] "embrace"                    "embracing"                 
##  [3563] "emerge"                     "emerged"                   
##  [3565] "emergency"                  "emerging"                  
##  [3567] "emerson"                    "emily"                     
##  [3569] "eminem"                     "emma"                      
##  [3571] "emotion"                    "emotional"                 
##  [3573] "emotionally"                "emotions"                  
##  [3575] "empathy"                    "emphasis"                  
##  [3577] "empire"                     "employed"                  
##  [3579] "employee"                   "employees"                 
##  [3581] "employers"                  "employment"                
##  [3583] "empowered"                  "empty"                     
##  [3585] "enable"                     "enabled"                   
##  [3587] "encounter"                  "encounters"                
##  [3589] "encourage"                  "encouraged"                
##  [3591] "encouragement"              "encourages"                
##  [3593] "encouraging"                "end"                       
##  [3595] "end book"                   "end day"                   
##  [3597] "end month"                  "end week"                  
##  [3599] "end world"                  "end year"                  
##  [3601] "endeavor"                   "ended"                     
##  [3603] "ending"                     "endless"                   
##  [3605] "endorsed"                   "endorsement"               
##  [3607] "ends"                       "endure"                    
##  [3609] "enduring"                   "enemies"                   
##  [3611] "enemy"                      "energies"                  
##  [3613] "energy"                     "enforcement"               
##  [3615] "engage"                     "engaged"                   
##  [3617] "engagement"                 "engaging"                  
##  [3619] "engine"                     "engineer"                  
##  [3621] "engineering"                "engineers"                 
##  [3623] "engines"                    "england"                   
##  [3625] "english"                    "enhance"                   
##  [3627] "enhanced"                   "enjoy"                     
##  [3629] "enjoy day"                  "enjoyable"                 
##  [3631] "enjoyed"                    "enjoying"                  
##  [3633] "enjoys"                     "enlightenment"             
##  [3635] "enormous"                   "enough"                    
##  [3637] "enough get"                 "enough make"               
##  [3639] "enough time"                "ensemble"                  
##  [3641] "ensure"                     "enter"                     
##  [3643] "entered"                    "entering"                  
##  [3645] "enterprise"                 "enters"                    
##  [3647] "entertained"                "entertaining"              
##  [3649] "entertainment"              "enthusiasm"                
##  [3651] "enthusiastic"               "entire"                    
##  [3653] "entirely"                   "entitled"                  
##  [3655] "entity"                     "entrance"                  
##  [3657] "entrepreneur"               "entrepreneurs"             
##  [3659] "entries"                    "entry"                     
##  [3661] "envelope"                   "environment"               
##  [3663] "environmental"              "environments"              
##  [3665] "envy"                       "epa"                       
##  [3667] "epic"                       "episode"                   
##  [3669] "episodes"                   "equal"                     
##  [3671] "equality"                   "equally"                   
##  [3673] "equals"                     "equation"                  
##  [3675] "equipment"                  "equipped"                  
##  [3677] "equity"                     "equivalent"                
##  [3679] "era"                        "erase"                     
##  [3681] "erased"                     "eric"                      
##  [3683] "erin"                       "errands"                   
##  [3685] "error"                      "errors"                    
##  [3687] "ers"                        "escape"                    
##  [3689] "escaped"                    "esp"                       
##  [3691] "especially"                 "especially since"          
##  [3693] "espn"                       "espresso"                  
##  [3695] "essay"                      "essays"                    
##  [3697] "essence"                    "essential"                 
##  [3699] "essentially"                "est"                       
##  [3701] "establish"                  "established"               
##  [3703] "establishment"              "estate"                    
##  [3705] "estimate"                   "estimated"                 
##  [3707] "estimates"                  "et al"                     
##  [3709] "etc"                        "etc etc"                   
##  [3711] "eternal"                    "eternity"                  
##  [3713] "ethan"                      "ethical"                   
##  [3715] "ethics"                     "ethnic"                    
##  [3717] "etsy"                       "europe"                    
##  [3719] "european"                   "eva"                       
##  [3721] "evaluation"                 "evan"                      
##  [3723] "evans"                      "eve"                       
##  [3725] "even"                       "even better"               
##  [3727] "even close"                 "even feel"                 
##  [3729] "even get"                   "even go"                   
##  [3731] "even got"                   "even know"                 
##  [3733] "even like"                  "even now"                  
##  [3735] "even one"                   "even think"                
##  [3737] "even tho"                   "even though"               
##  [3739] "even thought"               "even worse"                
##  [3741] "evening"                    "evenings"                  
##  [3743] "evenly"                     "event"                     
##  [3745] "event will"                 "events"                    
##  [3747] "eventually"                 "ever"                      
##  [3749] "ever come"                  "ever done"                 
##  [3751] "ever get"                   "ever happened"             
##  [3753] "ever heard"                 "ever made"                 
##  [3755] "ever need"                  "ever read"                 
##  [3757] "ever see"                   "ever seen"                 
##  [3759] "ever since"                 "ever thought"              
##  [3761] "ever want"                  "every"                     
##  [3763] "every day"                  "every minute"              
##  [3765] "every month"                "every morning"             
##  [3767] "every night"                "every now"                 
##  [3769] "every one"                  "every person"              
##  [3771] "every single"               "every sunday"              
##  [3773] "every time"                 "every week"                
##  [3775] "every word"                 "every year"                
##  [3777] "everybody"                  "everybody else"            
##  [3779] "everyday"                   "everyone"                  
##  [3781] "everyone came"              "everyone else"             
##  [3783] "everyone follow"            "everyone go"               
##  [3785] "everyone great"             "everyone happy"            
##  [3787] "everyone know"              "everyone safe"             
##  [3789] "everyones"                  "everything"                
##  [3791] "everything else"            "everything will"           
##  [3793] "everytime"                  "everywhere"                
##  [3795] "evidence"                   "evident"                   
##  [3797] "evil"                       "evolution"                 
##  [3799] "evolve"                     "evolved"                   
##  [3801] "eww"                        "exact"                     
##  [3803] "exactly"                    "exactly like"              
##  [3805] "exam"                       "examine"                   
##  [3807] "examined"                   "example"                   
##  [3809] "examples"                   "exams"                     
##  [3811] "excellence"                 "excellent"                 
##  [3813] "except"                     "exception"                 
##  [3815] "exceptional"                "excess"                    
##  [3817] "exchange"                   "exchanged"                 
##  [3819] "excited"                    "excited new"               
##  [3821] "excited see"                "excitement"                
##  [3823] "exciting"                   "exclusive"                 
##  [3825] "exclusively"                "excuse"                    
##  [3827] "excuses"                    "exec"                      
##  [3829] "executive"                  "executives"                
##  [3831] "exercise"                   "exercises"                 
##  [3833] "exercising"                 "exhaust"                   
##  [3835] "exhausted"                  "exhausting"                
##  [3837] "exhibit"                    "exhibition"                
##  [3839] "exist"                      "existed"                   
##  [3841] "existence"                  "existing"                  
##  [3843] "exists"                     "exit"                      
##  [3845] "exotic"                     "expand"                    
##  [3847] "expanded"                   "expanding"                 
##  [3849] "expansion"                  "expect"                    
##  [3851] "expectation"                "expectations"              
##  [3853] "expected"                   "expecting"                 
##  [3855] "expects"                    "expense"                   
##  [3857] "expenses"                   "expensive"                 
##  [3859] "experience"                 "experienced"               
##  [3861] "experiences"                "experiencing"              
##  [3863] "experiment"                 "experimental"              
##  [3865] "experimenting"              "experiments"               
##  [3867] "expert"                     "expertise"                 
##  [3869] "experts"                    "explain"                   
##  [3871] "explained"                  "explaining"                
##  [3873] "explains"                   "explanation"               
##  [3875] "explode"                    "exploration"               
##  [3877] "explore"                    "explores"                  
##  [3879] "exploring"                  "explosion"                 
##  [3881] "expo"                       "expose"                    
##  [3883] "exposed"                    "exposing"                  
##  [3885] "exposure"                   "express"                   
##  [3887] "expressed"                  "expression"                
##  [3889] "expressions"                "extend"                    
##  [3891] "extended"                   "extending"                 
##  [3893] "extension"                  "extensive"                 
##  [3895] "extent"                     "exterior"                  
##  [3897] "external"                   "extra"                     
##  [3899] "extra time"                 "extract"                   
##  [3901] "extraordinary"              "extras"                    
##  [3903] "extreme"                    "extremely"                 
##  [3905] "eye"                        "eyebrows"                  
##  [3907] "eyed"                       "eyes"                      
##  [3909] "eyes open"                  "fab"                       
##  [3911] "fabric"                     "fabrics"                   
##  [3913] "fabulous"                   "face"                      
##  [3915] "facebook"                   "facebook page"             
##  [3917] "facebook twitter"           "faced"                     
##  [3919] "faces"                      "facial"                    
##  [3921] "facilities"                 "facility"                  
##  [3923] "facing"                     "fact"                      
##  [3925] "fact think"                 "factor"                    
##  [3927] "factors"                    "factory"                   
##  [3929] "facts"                      "faculty"                   
##  [3931] "fade"                       "faded"                     
##  [3933] "fail"                       "failed"                    
##  [3935] "failing"                    "fails"                     
##  [3937] "failure"                    "failures"                  
##  [3939] "faint"                      "fair"                      
##  [3941] "fairies"                    "fairly"                    
##  [3943] "fairy"                      "faith"                     
##  [3945] "faithful"                   "fake"                      
##  [3947] "falcons"                    "fall"                      
##  [3949] "fall asleep"                "fall love"                 
##  [3951] "fallen"                     "falling"                   
##  [3953] "falling apart"              "falling love"              
##  [3955] "falls"                      "false"                     
##  [3957] "fam"                        "fame"                      
##  [3959] "familiar"                   "families"                  
##  [3961] "family"                     "family friends"            
##  [3963] "family guy"                 "family member"             
##  [3965] "family members"             "family will"               
##  [3967] "familys"                    "famous"                    
##  [3969] "fan"                        "fancy"                     
##  [3971] "fans"                       "fantastic"                 
##  [3973] "fantasy"                    "far"                       
##  [3975] "far away"                   "far better"                
##  [3977] "far can"                    "far good"                  
##  [3979] "fare"                       "farewell"                  
##  [3981] "farm"                       "farmer"                    
##  [3983] "farmers"                    "farmers market"            
##  [3985] "farming"                    "farms"                     
##  [3987] "fascinated"                 "fascinating"               
##  [3989] "fashion"                    "fashion show"              
##  [3991] "fast"                       "fast food"                 
##  [3993] "fast forward"               "faster"                    
##  [3995] "fastest"                    "fat"                       
##  [3997] "fatal"                      "fate"                      
##  [3999] "father"                     "father’s"                  
##  [4001] "fathers"                    "fathers day"               
##  [4003] "fatigue"                    "fault"                     
##  [4005] "faults"                     "fav"                       
##  [4007] "fave"                       "favor"                     
##  [4009] "favorite"                   "favorite movie"            
##  [4011] "favorite part"              "favorite song"             
##  [4013] "favorite things"            "favorites"                 
##  [4015] "favour"                     "favourite"                 
##  [4017] "favre"                      "fbi"                       
##  [4019] "fck"                        "fda"                       
##  [4021] "fear"                       "fearless"                  
##  [4023] "fears"                      "feast"                     
##  [4025] "feat"                       "feather"                   
##  [4027] "feathers"                   "feature"                   
##  [4029] "featured"                   "features"                  
##  [4031] "featuring"                  "feb"                       
##  [4033] "february"                   "fed"                       
##  [4035] "federal"                    "federal government"        
##  [4037] "fee"                        "feed"                      
##  [4039] "feedback"                   "feeding"                   
##  [4041] "feeds"                      "feel"                      
##  [4043] "feel bad"                   "feel better"               
##  [4045] "feel free"                  "feel good"                 
##  [4047] "feel like"                  "feel like im"              
##  [4049] "feel little"                "feel much"                 
##  [4051] "feel much better"           "feel need"                 
##  [4053] "feel really"                "feel right"                
##  [4055] "feel special"               "feel way"                  
##  [4057] "feelin"                     "feeling"                   
##  [4059] "feeling better"             "feeling good"              
##  [4061] "feeling like"               "feelings"                  
##  [4063] "feels"                      "feels good"                
##  [4065] "feels like"                 "fees"                      
##  [4067] "feet"                       "fell"                      
##  [4069] "fell asleep"                "fell love"                 
##  [4071] "fellow"                     "felony"                    
##  [4073] "felt"                       "felt like"                 
##  [4075] "female"                     "females"                   
##  [4077] "feminine"                   "feminist"                  
##  [4079] "fence"                      "ferry"                     
##  [4081] "fest"                       "festival"                  
##  [4083] "festivals"                  "fever"                     
##  [4085] "fewer"                      "fiber"                     
##  [4087] "fiction"                    "fictional"                 
##  [4089] "field"                      "field trip"                
##  [4091] "fields"                     "fierce"                    
##  [4093] "fiesta"                     "fifteen"                   
##  [4095] "fifth"                      "fifty"                     
##  [4097] "fight"                      "fighter"                   
##  [4099] "fighters"                   "fighting"                  
##  [4101] "fights"                     "figure"                    
##  [4103] "figured"                    "figures"                   
##  [4105] "figuring"                   "file"                      
##  [4107] "filed"                      "files"                     
##  [4109] "filing"                     "fill"                      
##  [4111] "filled"                     "filling"                   
##  [4113] "film"                       "film festival"             
##  [4115] "filmed"                     "filming"                   
##  [4117] "filmmakers"                 "films"                     
##  [4119] "filter"                     "filthy"                    
##  [4121] "final"                      "final four"                
##  [4123] "finale"                     "finally"                   
##  [4125] "finally found"              "finally get"               
##  [4127] "finally getting"            "finally got"               
##  [4129] "finals"                     "finance"                   
##  [4131] "financial"                  "financially"               
##  [4133] "find"                       "find another"              
##  [4135] "find new"                   "find one"                  
##  [4137] "find someone"               "find something"            
##  [4139] "find time"                  "find way"                  
##  [4141] "finding"                    "findings"                  
##  [4143] "finds"                      "fine"                      
##  [4145] "finest"                     "finger"                    
##  [4147] "fingers"                    "fingers crossed"           
##  [4149] "finish"                     "finish line"               
##  [4151] "finished"                   "finished reading"          
##  [4153] "finishes"                   "finishing"                 
##  [4155] "finna"                      "fire"                      
##  [4157] "fired"                      "firefighters"              
##  [4159] "fireplace"                  "fires"                     
##  [4161] "fireworks"                  "firing"                    
##  [4163] "firm"                       "firmly"                    
##  [4165] "firms"                      "first"                     
##  [4167] "first book"                 "first class"               
##  [4169] "first day"                  "first half"                
##  [4171] "first name"                 "first novel"               
##  [4173] "first one"                  "first person"              
##  [4175] "first place"                "first round"               
##  [4177] "first second"               "first started"             
##  [4179] "first step"                 "first thing"               
##  [4181] "first thought"              "first three"               
##  [4183] "first time"                 "first two"                 
##  [4185] "first week"                 "first year"                
##  [4187] "fiscal"                     "fish"                      
##  [4189] "fisher"                     "fishing"                   
##  [4191] "fist"                       "fit"                       
##  [4193] "fitness"                    "fits"                      
##  [4195] "fitted"                     "fitting"                   
##  [4197] "five"                       "five years"                
##  [4199] "fix"                        "fixed"                     
##  [4201] "fixing"                     "flag"                      
##  [4203] "flags"                      "flame"                     
##  [4205] "flash"                      "flat"                      
##  [4207] "flats"                      "flavor"                    
##  [4209] "flavored"                   "flavors"                   
##  [4211] "flavour"                    "flawed"                    
##  [4213] "flawless"                   "flaws"                     
##  [4215] "flee"                       "fleet"                     
##  [4217] "flesh"                      "flew"                      
##  [4219] "flexible"                   "flick"                     
##  [4221] "flies"                      "flight"                    
##  [4223] "flights"                    "flip"                      
##  [4225] "flipped"                    "flipping"                  
##  [4227] "flips"                      "flirting"                  
##  [4229] "float"                      "floating"                  
##  [4231] "flock"                      "flood"                     
##  [4233] "flooded"                    "flooding"                  
##  [4235] "floor"                      "flop"                      
##  [4237] "floral"                     "florence"                  
##  [4239] "florida"                    "flour"                     
##  [4241] "flow"                       "flower"                    
##  [4243] "flowers"                    "flowing"                   
##  [4245] "flown"                      "flows"                     
##  [4247] "floyd"                      "flu"                       
##  [4249] "fluff"                      "fluffy"                    
##  [4251] "fluid"                      "fly"                       
##  [4253] "flyers"                     "flying"                    
##  [4255] "fml"                        "foam"                      
##  [4257] "focus"                      "focused"                   
##  [4259] "focuses"                    "focusing"                  
##  [4261] "fog"                        "foil"                      
##  [4263] "fold"                       "folded"                    
##  [4265] "folder"                     "folk"                      
##  [4267] "folks"                      "follow"                    
##  [4269] "follow back"                "follow follow"             
##  [4271] "follow hope"                "follow im"                 
##  [4273] "follow love"                "follow please"             
##  [4275] "follow u"                   "follow us"                 
##  [4277] "follow will"                "followback"                
##  [4279] "followed"                   "followed back"             
##  [4281] "follower"                   "followers"                 
##  [4283] "followfriday"               "following"                 
##  [4285] "following back"             "following us"              
##  [4287] "follows"                    "followup"                  
##  [4289] "fond"                       "font"                      
##  [4291] "food"                       "food truck"                
##  [4293] "foods"                      "fool"                      
##  [4295] "foolish"                    "fools"                     
##  [4297] "foot"                       "footage"                   
##  [4299] "football"                   "forbidden"                 
##  [4301] "force"                      "forced"                    
##  [4303] "forces"                     "forcing"                   
##  [4305] "ford"                       "forecast"                  
##  [4307] "forehead"                   "foreign"                   
##  [4309] "forest"                     "forever"                   
##  [4311] "forget"                     "forgetting"                
##  [4313] "forgive"                    "forgiven"                  
##  [4315] "forgiveness"                "forgot"                    
##  [4317] "forgotten"                  "fork"                      
##  [4319] "form"                       "formal"                    
##  [4321] "format"                     "formation"                 
##  [4323] "formed"                     "former"                    
##  [4325] "formerly"                   "forming"                   
##  [4327] "forms"                      "formula"                   
##  [4329] "fort"                       "forth"                     
##  [4331] "forthcoming"                "fortunate"                 
##  [4333] "fortunately"                "fortune"                   
##  [4335] "forty"                      "forum"                     
##  [4337] "forward"                    "forward hearing"           
##  [4339] "forward next"               "forward seeing"            
##  [4341] "foster"                     "fought"                    
##  [4343] "foul"                       "found"                     
##  [4345] "found one"                  "foundation"                
##  [4347] "founded"                    "founder"                   
##  [4349] "founders"                   "fountain"                  
##  [4351] "four"                       "four days"                 
##  [4353] "four hours"                 "four years"                
##  [4355] "foursquare"                 "fourth"                    
##  [4357] "fox"                        "fraction"                  
##  [4359] "fragile"                    "frame"                     
##  [4361] "framed"                     "frames"                    
##  [4363] "framework"                  "france"                    
##  [4365] "frances"                    "franchise"                 
##  [4367] "francis"                    "francisco"                 
##  [4369] "frank"                      "frankenstein"              
##  [4371] "franklin"                   "frankly"                   
##  [4373] "fraud"                      "freak"                     
##  [4375] "freaked"                    "freakin"                   
##  [4377] "freaking"                   "freaks"                    
##  [4379] "fred"                       "freddie"                   
##  [4381] "free"                       "free food"                 
##  [4383] "free time"                  "freedom"                   
##  [4385] "freelance"                  "freely"                    
##  [4387] "freeway"                    "freeze"                    
##  [4389] "freezer"                    "freezing"                  
##  [4391] "french"                     "frequent"                  
##  [4393] "frequently"                 "fresh"                     
##  [4395] "freshly"                    "freshman"                  
##  [4397] "fri"                        "friday"                    
##  [4399] "friday morning"             "friday night"              
##  [4401] "friday th"                  "fridays"                   
##  [4403] "fridge"                     "fried"                     
##  [4405] "friend"                     "friend mine"               
##  [4407] "friendly"                   "friends"                   
##  [4409] "friends family"             "friends follow"            
##  [4411] "friends like"               "friendship"                
##  [4413] "fries"                      "friggin"                   
##  [4415] "frightened"                 "frightening"               
##  [4417] "fringe"                     "frog"                      
##  [4419] "front"                      "front door"                
##  [4421] "frosting"                   "frozen"                    
##  [4423] "fruit"                      "fruits"                    
##  [4425] "frustrated"                 "frustrating"               
##  [4427] "frustration"                "fry"                       
##  [4429] "frying"                     "ftw"                       
##  [4431] "fuck"                       "fucked"                    
##  [4433] "fuckin"                     "fucking"                   
##  [4435] "fucks"                      "fudge"                     
##  [4437] "fuel"                       "fulfill"                   
##  [4439] "fulfilled"                  "fulfilling"                
##  [4441] "full"                       "full length"               
##  [4443] "full time"                  "fuller"                    
##  [4445] "fulltime"                   "fully"                     
##  [4447] "fun"                        "fun night"                 
##  [4449] "function"                   "functional"                
##  [4451] "functioning"                "functions"                 
##  [4453] "fund"                       "fundamental"               
##  [4455] "fundamentally"              "funded"                    
##  [4457] "funding"                    "fundraiser"                
##  [4459] "fundraising"                "funds"                     
##  [4461] "funeral"                    "funk"                      
##  [4463] "funky"                      "funnier"                   
##  [4465] "funniest"                   "funny"                     
##  [4467] "funny thing"                "furniture"                 
##  [4469] "furthermore"                "fury"                      
##  [4471] "future"                     "futures"                   
##  [4473] "fuzzy"                      "fwd"                       
##  [4475] "fyi"                        "gabriel"                   
##  [4477] "gaga"                       "gah"                       
##  [4479] "gain"                       "gained"                    
##  [4481] "gaining"                    "gains"                     
##  [4483] "gal"                        "gala"                      
##  [4485] "galaxy"                     "gallery"                   
##  [4487] "gallon"                     "gals"                      
##  [4489] "gambling"                   "game"                      
##  [4491] "game thrones"               "game time"                 
##  [4493] "game tonight"               "games"                     
##  [4495] "gaming"                     "gang"                      
##  [4497] "gangsta"                    "gap"                       
##  [4499] "garage"                     "garbage"                   
##  [4501] "garcia"                     "garden"                    
##  [4503] "gardening"                  "gardens"                   
##  [4505] "garlic"                     "garnish"                   
##  [4507] "gary"                       "gas"                       
##  [4509] "gas station"                "gasoline"                  
##  [4511] "gate"                       "gates"                     
##  [4513] "gateway"                    "gather"                    
##  [4515] "gathered"                   "gathering"                 
##  [4517] "gauge"                      "gave"                      
##  [4519] "gave us"                    "gay"                       
##  [4521] "gay marriage"               "gaze"                      
##  [4523] "gear"                       "gearing"                   
##  [4525] "gee"                        "geek"                      
##  [4527] "geez"                       "gel"                       
##  [4529] "gem"                        "gems"                      
##  [4531] "gen"                        "gender"                    
##  [4533] "gene"                       "genealogy"                 
##  [4535] "general"                    "generally"                 
##  [4537] "generate"                   "generated"                 
##  [4539] "generation"                 "generations"               
##  [4541] "generic"                    "generous"                  
##  [4543] "generously"                 "genesis"                   
##  [4545] "genius"                     "genre"                     
##  [4547] "genres"                     "gentle"                    
##  [4549] "gentleman"                  "gentlemen"                 
##  [4551] "gently"                     "genuine"                   
##  [4553] "genuinely"                  "george"                    
##  [4555] "georgetown"                 "georgia"                   
##  [4557] "german"                     "germany"                   
##  [4559] "gesture"                    "gestures"                  
##  [4561] "get"                        "get another"               
##  [4563] "get around"                 "get ass"                   
##  [4565] "get away"                   "get back"                  
##  [4567] "get best"                   "get better"                
##  [4569] "get car"                    "get caught"                
##  [4571] "get chance"                 "get done"                  
##  [4573] "get early"                  "get em"                    
##  [4575] "get enough"                 "get excited"               
##  [4577] "get first"                  "get follow"                
##  [4579] "get followers"              "get free"                  
##  [4581] "get get"                    "get girl"                  
##  [4583] "get go"                     "get going"                 
##  [4585] "get good"                   "get great"                 
##  [4587] "get hands"                  "get hold"                  
##  [4589] "get home"                   "get hurt"                  
##  [4591] "get idea"                   "get job"                   
##  [4593] "get know"                   "get little"                
##  [4595] "get lost"                   "get lot"                   
##  [4597] "get mad"                    "get many"                  
##  [4599] "get married"                "get meet"                  
##  [4601] "get money"                  "get much"                  
##  [4603] "get new"                    "get older"                 
##  [4605] "get one"                    "get paid"                  
##  [4607] "get past"                   "get people"                
##  [4609] "get ready"                  "get real"                  
##  [4611] "get really"                 "get rid"                   
##  [4613] "get right"                  "get see"                   
##  [4615] "get shit"                   "get sick"                  
##  [4617] "get sleep"                  "get something"             
##  [4619] "get started"                "get stuck"                 
##  [4621] "get things"                 "get tickets"               
##  [4623] "get time"                   "get tired"                 
##  [4625] "get together"               "get u"                     
##  [4627] "get us"                     "get used"                  
##  [4629] "get way"                    "get work"                  
##  [4631] "get wrong"                  "gets"                      
##  [4633] "gets better"                "gettin"                    
##  [4635] "getting"                    "getting back"              
##  [4637] "getting better"             "getting close"             
##  [4639] "getting married"            "getting old"               
##  [4641] "getting ready"              "getting sick"              
##  [4643] "ghetto"                     "ghost"                     
##  [4645] "ghosts"                     "giant"                     
##  [4647] "giants"                     "gift"                      
##  [4649] "gift card"                  "gift certificate"          
##  [4651] "gifted"                     "gifts"                     
##  [4653] "gig"                        "gigantic"                  
##  [4655] "giggle"                     "gigs"                      
##  [4657] "gin"                        "ginger"                    
##  [4659] "gingerbread"                "gingrich"                  
##  [4661] "girl"                       "girl scout"                
##  [4663] "girlfriend"                 "girlfriends"               
##  [4665] "girls"                      "girly"                     
##  [4667] "give"                       "give away"                 
##  [4669] "give back"                  "give fuck"                 
##  [4671] "give little"                "give one"                  
##  [4673] "give something"             "give thanks"               
##  [4675] "give time"                  "give try"                  
##  [4677] "give u"                     "give us"                   
##  [4679] "giveaway"                   "giveaways"                 
##  [4681] "given"                      "gives"                     
##  [4683] "gives us"                   "giving"                    
##  [4685] "giving away"                "glad"                      
##  [4687] "glad enjoyed"               "glad hear"                 
##  [4689] "glad like"                  "glad liked"                
##  [4691] "glad see"                   "glad u"                    
##  [4693] "glad youre"                 "gladly"                    
##  [4695] "glamorous"                  "glance"                    
##  [4697] "glasgow"                    "glass"                     
##  [4699] "glass wine"                 "glasses"                   
##  [4701] "glaze"                      "glee"                      
##  [4703] "glen"                       "glenn"                     
##  [4705] "glimpse"                    "glitter"                   
##  [4707] "global"                     "global warming"            
##  [4709] "globe"                      "glorious"                  
##  [4711] "glory"                      "gloss"                     
##  [4713] "glove"                      "gloves"                    
##  [4715] "glow"                       "glue"                      
##  [4717] "glued"                      "gluten"                    
##  [4719] "gmail"                      "go ahead"                  
##  [4721] "go around"                  "go away"                   
##  [4723] "go back"                    "go back sleep"             
##  [4725] "go bed"                     "go buy"                    
##  [4727] "go check"                   "go crazy"                  
##  [4729] "go follow"                  "go get"                    
##  [4731] "go go"                      "go hard"                   
##  [4733] "go home"                    "go look"                   
##  [4735] "go now"                     "go one"                    
##  [4737] "go outside"                 "go pack"                   
##  [4739] "go school"                  "go see"                    
##  [4741] "go shopping"                "go sleep"                  
##  [4743] "go way"                     "go well"                   
##  [4745] "go work"                    "go wrong"                  
##  [4747] "goal"                       "goals"                     
##  [4749] "goat"                       "goats"                     
##  [4751] "god"                        "god bless"                 
##  [4753] "god damn"                   "god god"                   
##  [4755] "god good"                   "god knows"                 
##  [4757] "god will"                   "god’s"                     
##  [4759] "god”"                       "goddess"                   
##  [4761] "gods"                       "goes"                      
##  [4763] "goes long"                  "goin"                      
##  [4765] "going"                      "going around"              
##  [4767] "going ask"                  "going back"                
##  [4769] "going bed"                  "going crazy"               
##  [4771] "going get"                  "going give"                
##  [4773] "going go"                   "going good"                
##  [4775] "going great"                "going happen"              
##  [4777] "going home"                 "going keep"                
##  [4779] "going like"                 "going make"                
##  [4781] "going miss"                 "going need"                
##  [4783] "going right"                "going right now"           
##  [4785] "going run"                  "going say"                 
##  [4787] "going school"               "going see"                 
##  [4789] "going sleep"                "going start"               
##  [4791] "going take"                 "going tonight"             
##  [4793] "going try"                  "going well"                
##  [4795] "going win"                  "going work"                
##  [4797] "gold"                       "gold cup"                  
##  [4799] "golden"                     "golf"                      
##  [4801] "gomez"                      "gon"                       
##  [4803] "gone"                       "gonna"                     
##  [4805] "gonna get"                  "gonna go"                  
##  [4807] "gonna great"                "gonna make"                
##  [4809] "gonna miss"                 "gonna take"                
##  [4811] "goo"                        "good"                      
##  [4813] "good afternoon"             "good bad"                  
##  [4815] "good book"                  "good call"                 
##  [4817] "good day"                   "good deal"                 
##  [4819] "good enough"                "good food"                 
##  [4821] "good friend"                "good friends"              
##  [4823] "good good"                  "good guy"                  
##  [4825] "good health"                "good hear"                 
##  [4827] "good idea"                  "good job"                  
##  [4829] "good just"                  "good know"                 
##  [4831] "good look"                  "good luck"                 
##  [4833] "good man"                   "good morning"              
##  [4835] "good morning everyone"      "good news"                 
##  [4837] "good night"                 "good now"                  
##  [4839] "good one"                   "good ones"                 
##  [4841] "good people"                "good point"                
##  [4843] "good reason"                "good right"                
##  [4845] "good see"                   "good start"                
##  [4847] "good stuff"                 "good thing"                
##  [4849] "good things"                "good time"                 
##  [4851] "good times"                 "good u"                    
##  [4853] "good way"                   "good week"                 
##  [4855] "good weekend"               "good work"                 
##  [4857] "goodbye"                    "goodies"                   
##  [4859] "goodman"                    "goodmorning"               
##  [4861] "goodness"                   "goodnight"                 
##  [4863] "goods"                      "google"                    
##  [4865] "google voice"               "googles"                   
##  [4867] "goose"                      "gop"                       
##  [4869] "gordon"                     "gore"                      
##  [4871] "gorgeous"                   "gorgeous day"              
##  [4873] "gosh"                       "gospel"                    
##  [4875] "gossip"                     "got"                       
##  [4877] "got back"                   "got call"                  
##  [4879] "got done"                   "got get"                   
##  [4881] "got go"                     "got good"                  
##  [4883] "got great"                  "got home"                  
##  [4885] "got little"                 "got lot"                   
##  [4887] "got much"                   "got new"                   
##  [4889] "got one"                    "got phone"                 
##  [4891] "got really"                 "got right"                 
##  [4893] "got see"                    "got work"                  
##  [4895] "gotcha"                     "gothic"                    
##  [4897] "goto"                       "gotta"                     
##  [4899] "gotta get"                  "gotta go"                  
##  [4901] "gotta love"                 "gotta make"                
##  [4903] "gotten"                     "gov"                       
##  [4905] "governance"                 "government"                
##  [4907] "governments"                "governor"                  
##  [4909] "govt"                       "gps"                       
##  [4911] "grab"                       "grabbed"                   
##  [4913] "grabbing"                   "grabs"                     
##  [4915] "grace"                      "gracious"                  
##  [4917] "grad"                       "grad school"               
##  [4919] "grade"                      "grades"                    
##  [4921] "grading"                    "grads"                     
##  [4923] "gradually"                  "graduate"                  
##  [4925] "graduated"                  "graduates"                 
##  [4927] "graduating"                 "graduation"                
##  [4929] "graham"                     "grain"                     
##  [4931] "grains"                     "grammar"                   
##  [4933] "grammy"                     "grand"                     
##  [4935] "grand opening"              "grandchildren"             
##  [4937] "granddaughter"              "grandfather"               
##  [4939] "grandma"                    "grandmas"                  
##  [4941] "grandmother"                "grandpa"                   
##  [4943] "grandparents"               "granny"                    
##  [4945] "grant"                      "granted"                   
##  [4947] "grape"                      "grapes"                    
##  [4949] "graphic"                    "graphics"                  
##  [4951] "grasp"                      "grass"                     
##  [4953] "grated"                     "grateful"                  
##  [4955] "gratitude"                  "grave"                     
##  [4957] "gravy"                      "gray"                      
##  [4959] "great"                      "great book"                
##  [4961] "great day"                  "great deal"                
##  [4963] "great event"                "great game"                
##  [4965] "great idea"                 "great job"                 
##  [4967] "great just"                 "great meet"                
##  [4969] "great meeting"              "great music"               
##  [4971] "great new"                  "great news"                
##  [4973] "great night"                "great one"                 
##  [4975] "great people"               "great place"               
##  [4977] "great see"                  "great seeing"              
##  [4979] "great show"                 "great start"               
##  [4981] "great story"                "great stuff"               
##  [4983] "great success"              "great thing"               
##  [4985] "great things"               "great time"                
##  [4987] "great way"                  "great week"                
##  [4989] "great weekend"              "great work"                
##  [4991] "greater"                    "greatest"                  
##  [4993] "greatest thing"             "greatly"                   
##  [4995] "greatness"                  "greece"                    
##  [4997] "greed"                      "greedy"                    
##  [4999] "greek"                      "green"                     
##  [5001] "green bay"                  "greene"                    
##  [5003] "greenhouse"                 "greens"                    
##  [5005] "greet"                      "greeted"                   
##  [5007] "greeting"                   "greetings"                 
##  [5009] "greg"                       "gregory"                   
##  [5011] "grew"                       "grey"                      
##  [5013] "grid"                       "grief"                     
##  [5015] "griffin"                    "grill"                     
##  [5017] "grilled"                    "grilled cheese"            
##  [5019] "grin"                       "grind"                     
##  [5021] "grip"                       "groceries"                 
##  [5023] "grocery"                    "grocery shopping"          
##  [5025] "grocery store"              "grog"                      
##  [5027] "gross"                      "ground"                    
##  [5029] "grounds"                    "group"                     
##  [5031] "groupon"                    "groups"                    
##  [5033] "grove"                      "grow"                      
##  [5035] "growing"                    "grown"                     
##  [5037] "grows"                      "growth"                    
##  [5039] "grumpy"                     "guarantee"                 
##  [5041] "guarantees"                 "guard"                     
##  [5043] "guardian"                   "guards"                    
##  [5045] "guess"                      "guess ill"                 
##  [5047] "guess im"                   "guessed"                   
##  [5049] "guessing"                   "guest"                     
##  [5051] "guests"                     "guidance"                  
##  [5053] "guide"                      "guidelines"                
##  [5055] "guides"                     "guilt"                     
##  [5057] "guilty"                     "guilty pleasure"           
##  [5059] "guitar"                     "guitarist"                 
##  [5061] "guitars"                    "gulf"                      
##  [5063] "gum"                        "gun"                       
##  [5065] "gunna"                      "guns"                      
##  [5067] "guru"                       "gut"                       
##  [5069] "guts"                       "guy"                       
##  [5071] "guys"                       "guys just"                 
##  [5073] "guys think"                 "gym"                       
##  [5075] "ha ha"                      "ha ha ha"                  
##  [5077] "habit"                      "habitat"                   
##  [5079] "habits"                     "hack"                      
##  [5081] "hacked"                     "hacking"                   
##  [5083] "hadn’t"                     "hadnt"                     
##  [5085] "hah"                        "haha"                      
##  [5087] "haha good"                  "haha im"                   
##  [5089] "haha just"                  "haha love"                 
##  [5091] "haha thats"                 "haha well"                 
##  [5093] "haha yes"                   "hahah"                     
##  [5095] "hahaha"                     "hahahah"                   
##  [5097] "hahahaha"                   "haiku"                     
##  [5099] "hail"                       "hair"                      
##  [5101] "haircut"                    "hairy"                     
##  [5103] "haiti"                      "half"                      
##  [5105] "half hour"                  "half marathon"             
##  [5107] "half time"                  "half way"                  
##  [5109] "halftime"                   "halfway"                   
##  [5111] "hall"                       "halloween"                 
##  [5113] "hallway"                    "halt"                      
##  [5115] "ham"                        "hamilton"                  
##  [5117] "hammer"                     "hand"                      
##  [5119] "handed"                     "handful"                   
##  [5121] "handle"                     "handled"                   
##  [5123] "handles"                    "handling"                  
##  [5125] "handmade"                   "hands"                     
##  [5127] "handsome"                   "handy"                     
##  [5129] "hang"                       "hanging"                   
##  [5131] "hangover"                   "hangs"                     
##  [5133] "hannah"                     "happen"                    
##  [5135] "happened"                   "happening"                 
##  [5137] "happens"                    "happier"                   
##  [5139] "happiest"                   "happily"                   
##  [5141] "happiness"                  "happy"                     
##  [5143] "happy bday"                 "happy birthday"            
##  [5145] "happy easter"               "happy friday"              
##  [5147] "happy holidays"             "happy hour"                
##  [5149] "happy hump"                 "happy monday"              
##  [5151] "happy mothers"              "happy mothers day"         
##  [5153] "happy national"             "happy new"                 
##  [5155] "happy new year"             "happy see"                 
##  [5157] "happy st"                   "happy th"                  
##  [5159] "happy thanksgiving"         "happy tuesday"             
##  [5161] "happy valentines"           "happy valentines day"      
##  [5163] "harbor"                     "hard"                      
##  [5165] "hard believe"               "hard find"                 
##  [5167] "hard get"                   "hard rock"                 
##  [5169] "hard time"                  "hard work"                 
##  [5171] "hard working"               "hardcore"                  
##  [5173] "harder"                     "hardest"                   
##  [5175] "hardest thing"              "hardly"                    
##  [5177] "hardware"                   "hardy"                     
##  [5179] "harm"                       "harmony"                   
##  [5181] "harper"                     "harris"                    
##  [5183] "harrison"                   "harry"                     
##  [5185] "harry potter"               "harsh"                     
##  [5187] "hart"                       "harvard"                   
##  [5189] "harvest"                    "hash"                      
##  [5191] "hashtag"                    "hasn’t"                    
##  [5193] "hasnt"                      "hat"                       
##  [5195] "hatch"                      "hate"                      
##  [5197] "hate people"                "hated"                     
##  [5199] "hater"                      "haters"                    
##  [5201] "hates"                      "hath"                      
##  [5203] "hating"                     "hatred"                    
##  [5205] "hats"                       "haunted"                   
##  [5207] "haven"                      "haven’t"                   
##  [5209] "havent"                     "havent done"               
##  [5211] "havent even"                "havent heard"              
##  [5213] "havent read"                "havent seen"               
##  [5215] "havoc"                      "hawaii"                    
##  [5217] "hawaiian"                   "hawks"                     
##  [5219] "hay"                        "hayes"                     
##  [5221] "hazard"                     "hbo"                       
##  [5223] "head"                       "head back"                 
##  [5225] "head coach"                 "headache"                  
##  [5227] "headed"                     "headed back"               
##  [5229] "header"                     "heading"                   
##  [5231] "heading home"               "headline"                  
##  [5233] "headlines"                  "headphones"                
##  [5235] "headquarters"               "heads"                     
##  [5237] "heal"                       "healing"                   
##  [5239] "health"                     "health care"               
##  [5241] "health insurance"           "healthcare"                
##  [5243] "healthier"                  "healthy"                   
##  [5245] "hear"                       "hear new"                  
##  [5247] "heard"                      "hearing"                   
##  [5249] "hears"                      "heart"                     
##  [5251] "heart attack"               "heartbeat"                 
##  [5253] "heartfelt"                  "hearts"                    
##  [5255] "heat"                       "heated"                    
##  [5257] "heather"                    "heating"                   
##  [5259] "heaven"                     "heavenly"                  
##  [5261] "heavens"                    "heavier"                   
##  [5263] "heavily"                    "heavy"                     
##  [5265] "heck"                       "hed"                       
##  [5267] "hee"                        "heed"                      
##  [5269] "heel"                       "heels"                     
##  [5271] "heh"                        "hehe"                      
##  [5273] "hehehe"                     "height"                    
##  [5275] "heights"                    "held"                      
##  [5277] "helen"                      "helicopter"                
##  [5279] "helicopters"                "hell"                      
##  [5281] "hell yea"                   "hell yeah"                 
##  [5283] "hella"                      "hello"                     
##  [5285] "hello everyone"             "help"                      
##  [5287] "help find"                  "help get"                  
##  [5289] "help keep"                  "help make"                 
##  [5291] "help others"                "help us"                   
##  [5293] "helped"                     "helpful"                   
##  [5295] "helping"                    "helps"                     
##  [5297] "hem"                        "hence"                     
##  [5299] "henry"                      "herald"                    
##  [5301] "herb"                       "herbal"                    
##  [5303] "herbs"                      "heres"                     
##  [5305] "heres hoping"               "heritage"                  
##  [5307] "hero"                       "heroes"                    
##  [5309] "heroic"                     "heroine"                   
##  [5311] "hes"                        "hes got"                   
##  [5313] "hes just"                   "hes still"                 
##  [5315] "heshe"                      "hesitate"                  
##  [5317] "hey"                        "hey can"                   
##  [5319] "hey everyone"               "hey guys"                  
##  [5321] "hey hey"                    "hey im"                    
##  [5323] "hey just"                   "hey thanks"                
##  [5325] "hey whats"                  "heyy"                      
##  [5327] "hidden"                     "hide"                      
##  [5329] "hiding"                     "high"                      
##  [5331] "high quality"               "high school"               
##  [5333] "higher"                     "higher education"          
##  [5335] "highest"                    "highlight"                 
##  [5337] "highlighted"                "highlights"                
##  [5339] "highly"                     "highly recommend"          
##  [5341] "highs"                      "highway"                   
##  [5343] "highways"                   "hike"                      
##  [5345] "hiking"                     "hilarious"                 
##  [5347] "hill"                       "hills"                     
##  [5349] "hint"                       "hip"                       
##  [5351] "hip hop"                    "hiphop"                    
##  [5353] "hips"                       "hire"                      
##  [5355] "hired"                      "hiring"                    
##  [5357] "hispanic"                   "historian"                 
##  [5359] "historians"                 "historic"                  
##  [5361] "historical"                 "historically"              
##  [5363] "history"                    "hit"                       
##  [5365] "hitch"                      "hitler"                    
##  [5367] "hits"                       "hitting"                   
##  [5369] "hiv"                        "hmm"                       
##  [5371] "hobby"                      "hockey"                    
##  [5373] "hoe"                        "hoes"                      
##  [5375] "hoffman"                    "hold"                      
##  [5377] "holder"                     "holding"                   
##  [5379] "holds"                      "hole"                      
##  [5381] "holes"                      "holiday"                   
##  [5383] "holiday season"             "holiday weekend"           
##  [5385] "holidays"                   "holla"                     
##  [5387] "holland"                    "hollow"                    
##  [5389] "hollywood"                  "holmes"                    
##  [5391] "holocaust"                  "holy"                      
##  [5393] "holy crap"                  "holy shit"                 
##  [5395] "holy spirit"                "home"                      
##  [5397] "home alone"                 "home now"                  
##  [5399] "home run"                   "home work"                 
##  [5401] "homeland"                   "homeless"                  
##  [5403] "homemade"                   "homer"                     
##  [5405] "homes"                      "hometown"                  
##  [5407] "homework"                   "homicide"                  
##  [5409] "homie"                      "homophobic"                
##  [5411] "honda"                      "honest"                    
##  [5413] "honestly"                   "honesty"                   
##  [5415] "honey"                      "hong"                      
##  [5417] "hong kong"                  "honor"                     
##  [5419] "honored"                    "honoring"                  
##  [5421] "honors"                     "honour"                    
##  [5423] "hoo"                        "hood"                      
##  [5425] "hoodie"                     "hook"                      
##  [5427] "hooked"                     "hoop"                      
##  [5429] "hooray"                     "hoot"                      
##  [5431] "hop"                        "hope"                      
##  [5433] "hope can"                   "hope enjoy"                
##  [5435] "hope enjoyed"               "hope everyone"             
##  [5437] "hope everyone great"        "hope get"                  
##  [5439] "hope good"                  "hope great"                
##  [5441] "hope great day"             "hope like"                 
##  [5443] "hope see"                   "hope u"                    
##  [5445] "hope well"                  "hope will"                 
##  [5447] "hope wonderful"             "hope youll"                
##  [5449] "hope youre"                 "hoped"                     
##  [5451] "hopeful"                    "hopefully"                 
##  [5453] "hopefully will"             "hopeless"                  
##  [5455] "hopes"                      "hoping"                    
##  [5457] "hopped"                     "hopping"                   
##  [5459] "hops"                       "horizon"                   
##  [5461] "horn"                       "horny"                     
##  [5463] "horrible"                   "horrific"                  
##  [5465] "horror"                     "horse"                     
##  [5467] "horses"                     "hospital"                  
##  [5469] "hospitality"                "hospitals"                 
##  [5471] "host"                       "hosted"                    
##  [5473] "hostel"                     "hosting"                   
##  [5475] "hosts"                      "hot"                       
##  [5477] "hot chocolate"              "hot dog"                   
##  [5479] "hot dogs"                   "hotel"                     
##  [5481] "hotels"                     "hottest"                   
##  [5483] "hour"                       "hour day"                  
##  [5485] "hours"                      "hours day"                 
##  [5487] "hours later"                "hours sleep"               
##  [5489] "house"                      "household"                 
##  [5491] "houses"                     "housewives"                
##  [5493] "housing"                    "houston"                   
##  [5495] "howard"                     "however"                   
##  [5497] "hows"                       "hrs"                       
##  [5499] "hub"                        "hubby"                     
##  [5501] "hubs"                       "hudson"                    
##  [5503] "huffington"                 "hug"                       
##  [5505] "huge"                       "huge fan"                  
##  [5507] "hugely"                     "hugh"                      
##  [5509] "hughes"                     "hugs"                      
##  [5511] "huh"                        "hulk"                      
##  [5513] "hulu"                       "human"                     
##  [5515] "human beings"               "human rights"              
##  [5517] "humanity"                   "humans"                    
##  [5519] "humble"                     "humor"                     
##  [5521] "humorous"                   "humour"                    
##  [5523] "hump"                       "hump day"                  
##  [5525] "hun"                        "hundred"                   
##  [5527] "hundreds"                   "hung"                      
##  [5529] "hunger"                     "hunger games"              
##  [5531] "hungover"                   "hungry"                    
##  [5533] "hunt"                       "hunter"                    
##  [5535] "hunters"                    "hunting"                   
##  [5537] "hurdle"                     "hurricane"                 
##  [5539] "hurry"                      "hurt"                      
##  [5541] "hurting"                    "hurts"                     
##  [5543] "husband"                    "husband’s"                 
##  [5545] "husbands"                   "hush"                      
##  [5547] "hustle"                     "hybrid"                    
##  [5549] "hyde"                       "hype"                      
##  [5551] "hysterical"                 "ian"                       
##  [5553] "ice"                        "ice cream"                 
##  [5555] "icecream"                   "iced"                      
##  [5557] "icing"                      "icon"                      
##  [5559] "iconic"                     "id like"                   
##  [5561] "id love"                    "id never"                  
##  [5563] "id rather"                  "id say"                    
##  [5565] "idea"                       "ideal"                     
##  [5567] "ideas"                      "identical"                 
##  [5569] "identified"                 "identify"                  
##  [5571] "identity"                   "ideology"                  
##  [5573] "idiot"                      "idiots"                    
##  [5575] "idk"                        "idol"                      
##  [5577] "ignorance"                  "ignorant"                  
##  [5579] "ignore"                     "ignored"                   
##  [5581] "ignoring"                   "iii"                       
##  [5583] "ikr"                        "ill"                       
##  [5585] "ill able"                   "ill back"                  
##  [5587] "ill check"                  "ill get"                   
##  [5589] "ill give"                   "ill go"                    
##  [5591] "ill just"                   "ill keep"                  
##  [5593] "ill let"                    "ill make"                  
##  [5595] "ill never"                  "ill probably"              
##  [5597] "ill say"                    "ill see"                   
##  [5599] "ill send"                   "ill take"                  
##  [5601] "ill tell"                   "ill try"                   
##  [5603] "illegal"                    "illinois"                  
##  [5605] "illness"                    "illustration"              
##  [5607] "illustrations"              "im actually"               
##  [5609] "im afraid"                  "im almost"                 
##  [5611] "im already"                 "im also"                   
##  [5613] "im always"                  "im back"                   
##  [5615] "im big"                     "im bored"                  
##  [5617] "im bout"                    "im coming"                 
##  [5619] "im confused"                "im done"                   
##  [5621] "im dying"                   "im enjoying"               
##  [5623] "im even"                    "im excited"                
##  [5625] "im excited see"             "im feeling"                
##  [5627] "im finally"                 "im fine"                   
##  [5629] "im following"               "im fucking"                
##  [5631] "im getting"                 "im giving"                 
##  [5633] "im glad"                    "im going"                  
##  [5635] "im going go"                "im gonna"                  
##  [5637] "im good"                    "im great"                  
##  [5639] "im guessing"                "im happy"                  
##  [5641] "im home"                    "im hoping"                 
##  [5643] "im jealous"                 "im just"                   
##  [5645] "im kinda"                   "im late"                   
##  [5647] "im lazy"                    "im like"                   
##  [5649] "im listening"               "im little"                 
##  [5651] "im looking"                 "im looking forward"        
##  [5653] "im love"                    "im loving"                 
##  [5655] "im lucky"                   "im mad"                    
##  [5657] "im making"                  "im never"                  
##  [5659] "im now"                     "im officially"             
##  [5661] "im one"                     "im pretty"                 
##  [5663] "im pretty sure"             "im proud"                  
##  [5665] "im ready"                   "im really"                 
##  [5667] "im right"                   "im sad"                    
##  [5669] "im saying"                  "im scared"                 
##  [5671] "im sick"                    "im sitting"                
##  [5673] "im sorry"                   "im starting"               
##  [5675] "im still"                   "im sure"                   
##  [5677] "im sure will"               "im surprised"              
##  [5679] "im taking"                  "im talking"                
##  [5681] "im thankful"                "im thinking"               
##  [5683] "im tired"                   "im totally"                
##  [5685] "im trying"                  "im using"                  
##  [5687] "im waiting"                 "im watching"               
##  [5689] "im way"                     "im wearing"                
##  [5691] "im working"                 "im writing"                
##  [5693] "ima"                        "image"                     
##  [5695] "imagery"                    "images"                    
##  [5697] "imaginary"                  "imagination"               
##  [5699] "imagine"                    "imagined"                  
##  [5701] "imagining"                  "imho"                      
##  [5703] "imma"                       "immature"                  
##  [5705] "immediate"                  "immediately"               
##  [5707] "immense"                    "immensely"                 
##  [5709] "immigrant"                  "immigrants"                
##  [5711] "immigration"                "immune"                    
##  [5713] "impact"                     "imperial"                  
##  [5715] "implement"                  "implemented"               
##  [5717] "implications"               "implied"                   
##  [5719] "imply"                      "importance"                
##  [5721] "important"                  "important part"            
##  [5723] "important thing"            "important things"          
##  [5725] "importantly"                "impossible"                
##  [5727] "impress"                    "impressed"                 
##  [5729] "impression"                 "impressions"               
##  [5731] "impressive"                 "improve"                   
##  [5733] "improved"                   "improvement"               
##  [5735] "impulse"                    "inappropriate"             
##  [5737] "inbox"                      "inc"                       
##  [5739] "incentive"                  "incentives"                
##  [5741] "inch"                       "inches"                    
##  [5743] "incident"                   "inclined"                  
##  [5745] "include"                    "included"                  
##  [5747] "includes"                   "including"                 
##  [5749] "income"                     "incoming"                  
##  [5751] "incorporate"                "incorporated"              
##  [5753] "incorporated item"          "incorporated item c"       
##  [5755] "incorrect"                  "incorrectly"               
##  [5757] "increase"                   "increased"                 
##  [5759] "increases"                  "increasing"                
##  [5761] "increasingly"               "incredible"                
##  [5763] "incredibly"                 "indeed"                    
##  [5765] "independence"               "independent"               
##  [5767] "index"                      "india"                     
##  [5769] "indian"                     "indiana"                   
##  [5771] "indianapolis"               "indians"                   
##  [5773] "indicate"                   "indicated"                 
##  [5775] "indicates"                  "indication"                
##  [5777] "indicators"                 "indie"                     
##  [5779] "indigenous"                 "individual"                
##  [5781] "individually"               "individuals"               
##  [5783] "indoor"                     "indoors"                   
##  [5785] "indulge"                    "industrial"                
##  [5787] "industry"                   "indy"                      
##  [5789] "inevitable"                 "inevitably"                
##  [5791] "infected"                   "infection"                 
##  [5793] "infections"                 "infinite"                  
##  [5795] "influence"                  "influenced"                
##  [5797] "influences"                 "influential"               
##  [5799] "info"                       "inform"                    
##  [5801] "informal"                   "information"               
##  [5803] "informative"                "informed"                  
##  [5805] "infrastructure"             "infringement"              
##  [5807] "ingram"                     "ingredient"                
##  [5809] "ingredients"                "inhabitants"               
##  [5811] "initial"                    "initially"                 
##  [5813] "initiative"                 "initiatives"               
##  [5815] "injured"                    "injuries"                  
##  [5817] "injury"                     "injustice"                 
##  [5819] "ink"                        "inked"                     
##  [5821] "inks"                       "inlaws"                    
##  [5823] "inn"                        "inner"                     
##  [5825] "inning"                     "innings"                   
##  [5827] "innocent"                   "innovation"                
##  [5829] "innovative"                 "input"                     
##  [5831] "inquiry"                    "insane"                    
##  [5833] "insanely"                   "insanity"                  
##  [5835] "insecure"                   "insecurity"                
##  [5837] "insert"                     "inside"                    
##  [5839] "insight"                    "insightful"                
##  [5841] "insights"                   "insignificant"             
##  [5843] "insist"                     "insisted"                  
##  [5845] "insomnia"                   "inspiration"               
##  [5847] "inspirational"              "inspire"                   
##  [5849] "inspired"                   "inspires"                  
##  [5851] "inspiring"                  "instagram"                 
##  [5853] "install"                    "installation"              
##  [5855] "installed"                  "instance"                  
##  [5857] "instances"                  "instant"                   
##  [5859] "instantly"                  "instead"                   
##  [5861] "instinct"                   "institute"                 
##  [5863] "institution"                "institutions"              
##  [5865] "instructed"                 "instruction"               
##  [5867] "instructions"               "instructor"                
##  [5869] "instrument"                 "instrumental"              
##  [5871] "instruments"                "insurance"                 
##  [5873] "intact"                     "integrate"                 
##  [5875] "integrated"                 "integration"               
##  [5877] "integrity"                  "intel"                     
##  [5879] "intellectual"               "intellectual property"     
##  [5881] "intelligence"               "intelligent"               
##  [5883] "intend"                     "intended"                  
##  [5885] "intense"                    "intensity"                 
##  [5887] "intensive"                  "intent"                    
##  [5889] "intention"                  "intentional"               
##  [5891] "intentions"                 "interact"                  
##  [5893] "interaction"                "interactions"              
##  [5895] "interactive"                "interest"                  
##  [5897] "interested"                 "interesting"               
##  [5899] "interesting see"            "interestingly"             
##  [5901] "interests"                  "interests vested"          
##  [5903] "interests vested interests" "interface"                 
##  [5905] "interior"                   "intern"                    
##  [5907] "internal"                   "international"             
##  [5909] "internet"                   "interns"                   
##  [5911] "internship"                 "interpret"                 
##  [5913] "interpretation"             "intervention"              
##  [5915] "interview"                  "interviewed"               
##  [5917] "interviewing"               "interviews"                
##  [5919] "intimacy"                   "intimate"                  
##  [5921] "intrigued"                  "intriguing"                
##  [5923] "intro"                      "introduce"                 
##  [5925] "introduced"                 "introducing"               
##  [5927] "introduction"               "invasion"                  
##  [5929] "invented"                   "invention"                 
##  [5931] "inventory"                  "invest"                    
##  [5933] "invested"                   "investigate"               
##  [5935] "investigating"              "investigation"             
##  [5937] "investigators"              "investment"                
##  [5939] "investments"                "investors"                 
##  [5941] "invisible"                  "invitation"                
##  [5943] "invite"                     "invited"                   
##  [5945] "invites"                    "inviting"                  
##  [5947] "involve"                    "involved"                  
##  [5949] "involvement"                "involves"                  
##  [5951] "involving"                  "ios"                       
##  [5953] "iowa"                       "ipa"                       
##  [5955] "ipad"                       "iphone"                    
##  [5957] "ipod"                       "iran"                      
##  [5959] "iraq"                       "ireland"                   
##  [5961] "irene"                      "irish"                     
##  [5963] "iron"                       "ironic"                    
##  [5965] "ironically"                 "irony"                     
##  [5967] "irrelevant"                 "irritated"                 
##  [5969] "irving"                     "isaac"                     
##  [5971] "isabel"                     "ish"                       
##  [5973] "islam"                      "islamic"                   
##  [5975] "island"                     "islands"                   
##  [5977] "isn’t"                      "isnt"                      
##  [5979] "isnt going"                 "isolated"                  
##  [5981] "israel"                     "israeli"                   
##  [5983] "issue"                      "issued"                    
##  [5985] "issues"                     "italian"                   
##  [5987] "italy"                      "itd"                       
##  [5989] "item"                       "item c"                    
##  [5991] "item c pp"                  "items"                     
##  [5993] "iti"                        "itll"                      
##  [5995] "itunes"                     "ive"                       
##  [5997] "ive always"                 "ive come"                  
##  [5999] "ive done"                   "ive ever"                  
##  [6001] "ive ever seen"              "ive got"                   
##  [6003] "ive gotten"                 "ive heard"                 
##  [6005] "ive just"                   "ive made"                  
##  [6007] "ive never"                  "ive read"                  
##  [6009] "ive said"                   "ive seen"                  
##  [6011] "ive started"                "ive tried"                 
##  [6013] "ive used"                   "ive waiting"               
##  [6015] "ivy"                        "jack"                      
##  [6017] "jacket"                     "jackets"                   
##  [6019] "jackie"                     "jackpot"                   
##  [6021] "jackson"                    "jacksonville"              
##  [6023] "jacob"                      "jacobs"                    
##  [6025] "jail"                       "jake"                      
##  [6027] "jam"                        "james"                     
##  [6029] "jamie"                      "jamming"                   
##  [6031] "jams"                       "jan"                       
##  [6033] "jane"                       "janet"                     
##  [6035] "january"                    "japan"                     
##  [6037] "japanese"                   "jar"                       
##  [6039] "jared"                      "jason"                     
##  [6041] "java"                       "jaw"                       
##  [6043] "jay"                        "jayz"                      
##  [6045] "jazz"                       "jealous"                   
##  [6047] "jealousy"                   "jean"                      
##  [6049] "jeans"                      "jeez"                      
##  [6051] "jeff"                       "jefferson"                 
##  [6053] "jelly"                      "jen"                       
##  [6055] "jennifer"                   "jenny"                     
##  [6057] "jeopardy"                   "jeremy"                    
##  [6059] "jerk"                       "jerry"                     
##  [6061] "jersey"                     "jersey shore"              
##  [6063] "jess"                       "jesse"                     
##  [6065] "jessica"                    "jesus"                     
##  [6067] "jesus christ"               "jesus said"                
##  [6069] "jet"                        "jets"                      
##  [6071] "jew"                        "jewel"                     
##  [6073] "jewelry"                    "jewish"                    
##  [6075] "jews"                       "jill"                      
##  [6077] "jim"                        "jimmy"                     
##  [6079] "joan"                       "job"                       
##  [6081] "jobs"                       "joe"                       
##  [6083] "joel"                       "joes"                      
##  [6085] "joey"                       "john"                      
##  [6087] "johnny"                     "johns"                     
##  [6089] "johnson"                    "join"                      
##  [6091] "join us"                    "joined"                    
##  [6093] "joining"                    "joining us"                
##  [6095] "joins"                      "joint"                     
##  [6097] "joints"                     "joke"                      
##  [6099] "jokes"                      "joking"                    
##  [6101] "jolly"                      "jon"                       
##  [6103] "jonas"                      "jonathan"                  
##  [6105] "jones"                      "jordan"                    
##  [6107] "jose"                       "joseph"                    
##  [6109] "josh"                       "joshua"                    
##  [6111] "journal"                    "journalism"                
##  [6113] "journalist"                 "journalists"               
##  [6115] "journals"                   "journey"                   
##  [6117] "joy"                        "joyful"                    
##  [6119] "juan"                       "jude"                      
##  [6121] "judge"                      "judged"                    
##  [6123] "judgement"                  "judges"                    
##  [6125] "judging"                    "judgment"                  
##  [6127] "judy"                       "juice"                     
##  [6129] "juices"                     "juicy"                     
##  [6131] "julia"                      "julian"                    
##  [6133] "julie"                      "juliet"                    
##  [6135] "july"                       "jump"                      
##  [6137] "jumped"                     "jumping"                   
##  [6139] "june"                       "june th"                   
##  [6141] "jungle"                     "junior"                    
##  [6143] "junk"                       "jury"                      
##  [6145] "jus"                        "just"                      
##  [6147] "just added"                 "just another"              
##  [6149] "just anything"              "just arrived"              
##  [6151] "just ask"                   "just ate"                  
##  [6153] "just bit"                   "just bought"               
##  [6155] "just called"                "just came"                 
##  [6157] "just can"                   "just cant"                 
##  [6159] "just case"                  "just cause"                
##  [6161] "just checked"               "just come"                 
##  [6163] "just days"                  "just didnt"                
##  [6165] "just doesnt"                "just don’t"                
##  [6167] "just dont"                  "just dont know"            
##  [6169] "just enough"                "just feel"                 
##  [6171] "just fine"                  "just finished"             
##  [6173] "just found"                 "just fun"                  
##  [6175] "just gave"                  "just get"                  
##  [6177] "just getting"               "just give"                 
##  [6179] "just go"                    "just going"                
##  [6181] "just gonna"                 "just good"                 
##  [6183] "just got"                   "just got back"             
##  [6185] "just got done"              "just gotta"                
##  [6187] "just great"                 "just happened"             
##  [6189] "just heard"                 "just hit"                  
##  [6191] "just hope"                  "just hours"                
##  [6193] "just isnt"                  "just keep"                 
##  [6195] "just kidding"               "just know"                 
##  [6197] "just left"                  "just let"                  
##  [6199] "just like"                  "just little"               
##  [6201] "just look"                  "just looked"               
##  [6203] "just love"                  "just made"                 
##  [6205] "just make"                  "just makes"                
##  [6207] "just many"                  "just matter"               
##  [6209] "just met"                   "just might"                
##  [6211] "just missed"                "just much"                 
##  [6213] "just need"                  "just needed"               
##  [6215] "just now"                   "just one"                  
##  [6217] "just passed"                "just picked"               
##  [6219] "just plain"                 "just put"                  
##  [6221] "just read"                  "just realized"             
##  [6223] "just really"                "just received"             
##  [6225] "just remember"              "just right"                
##  [6227] "just said"                  "just saw"                  
##  [6229] "just say"                   "just sayin"                
##  [6231] "just saying"                "just see"                  
##  [6233] "just sent"                  "just started"              
##  [6235] "just stop"                  "just take"                 
##  [6237] "just tell"                  "just think"                
##  [6239] "just thinking"              "just thought"              
##  [6241] "just time"                  "just told"                 
##  [6243] "just took"                  "just try"                  
##  [6245] "just trying"                "just two"                  
##  [6247] "just use"                   "just wait"                 
##  [6249] "just waiting"               "just wanna"                
##  [6251] "just want"                  "just wanted"               
##  [6253] "just wanted say"            "just watch"                
##  [6255] "just watched"               "just watching"             
##  [6257] "just way"                   "just went"                 
##  [6259] "just wish"                  "just woke"                 
##  [6261] "just yet"                   "justice"                   
##  [6263] "justified"                  "justify"                   
##  [6265] "justin"                     "justin bieber"             
##  [6267] "juvenile"                   "kane"                      
##  [6269] "kansas"                     "kansas city"               
##  [6271] "kanye"                      "karaoke"                   
##  [6273] "kardashian"                 "karen"                     
##  [6275] "karl"                       "karma"                     
##  [6277] "kat"                        "kate"                      
##  [6279] "katherine"                  "kathleen"                  
##  [6281] "kathy"                      "katie"                     
##  [6283] "katrina"                    "katy"                      
##  [6285] "kay"                        "keen"                      
##  [6287] "keep"                       "keep coming"               
##  [6289] "keep eye"                   "keep eyes"                 
##  [6291] "keep eyes open"             "keep going"                
##  [6293] "keep good"                  "keep good work"            
##  [6295] "keep mind"                  "keep moving"               
##  [6297] "keep posted"                "keep touch"                
##  [6299] "keep us"                    "keeper"                    
##  [6301] "keeping"                    "keeps"                     
##  [6303] "keg"                        "keith"                     
##  [6305] "keller"                     "kelly"                     
##  [6307] "ken"                        "kennedy"                   
##  [6309] "kenny"                      "kent"                      
##  [6311] "kentucky"                   "kenya"                     
##  [6313] "kept"                       "kerry"                     
##  [6315] "kettle"                     "kevin"                     
##  [6317] "key"                        "key success"               
##  [6319] "keyboard"                   "keynote"                   
##  [6321] "keys"                       "khan"                      
##  [6323] "kick"                       "kick ass"                  
##  [6325] "kicked"                     "kickin"                    
##  [6327] "kicking"                    "kickoff"                   
##  [6329] "kicks"                      "kickstarter"               
##  [6331] "kid"                        "kidding"                   
##  [6333] "kiddos"                     "kidney"                    
##  [6335] "kids"                       "kids can"                  
##  [6337] "kill"                       "killed"                    
##  [6339] "killer"                     "killin"                    
##  [6341] "killing"                    "kills"                     
##  [6343] "kim"                        "kind"                      
##  [6345] "kind like"                  "kind person"               
##  [6347] "kind words"                 "kinda"                     
##  [6349] "kinda like"                 "kindergarten"              
##  [6351] "kindle"                     "kindly"                    
##  [6353] "kindness"                   "kinds"                     
##  [6355] "king"                       "kingdom"                   
##  [6357] "kings"                      "kirk"                      
##  [6359] "kiss"                       "kissed"                    
##  [6361] "kisses"                     "kissing"                   
##  [6363] "kit"                        "kitchen"                   
##  [6365] "kits"                       "kitten"                    
##  [6367] "kitty"                      "knee"                      
##  [6369] "knees"                      "knew"                      
##  [6371] "knicks"                     "knife"                     
##  [6373] "knight"                     "knit"                      
##  [6375] "knitting"                   "knives"                    
##  [6377] "kno"                        "knock"                     
##  [6379] "knocked"                    "knocks"                    
##  [6381] "knot"                       "knots"                     
##  [6383] "know"                       "know ’m"                   
##  [6385] "know ’re"                   "know ’s"                   
##  [6387] "know anyone"                "know anything"             
##  [6389] "know better"                "know can"                  
##  [6391] "know cant"                  "know dont"                 
##  [6393] "know everything"            "know feel"                 
##  [6395] "know find"                  "know get"                  
##  [6397] "know going"                 "know good"                 
##  [6399] "know got"                   "know happened"             
##  [6401] "know hes"                   "know ill"                  
##  [6403] "know im"                    "know ive"                  
##  [6405] "know just"                  "know know"                 
##  [6407] "know like"                  "know little"               
##  [6409] "know lol"                   "know long"                 
##  [6411] "know lot"                   "know love"                 
##  [6413] "know make"                  "know many"                 
##  [6415] "know mean"                  "know means"                
##  [6417] "know much"                  "know need"                 
##  [6419] "know new"                   "know now"                  
##  [6421] "know one"                   "know people"               
##  [6423] "know person"                "know really"               
##  [6425] "know right"                 "know say"                  
##  [6427] "know someone"               "know something"            
##  [6429] "know still"                 "know thats"                
##  [6431] "know theres"                "know things"               
##  [6433] "know think"                 "know time"                 
##  [6435] "know u"                     "know use"                  
##  [6437] "know want"                  "know well"                 
##  [6439] "know whats"                 "know will"                 
##  [6441] "know youre"                 "knowing"                   
##  [6443] "knowledge"                  "known"                     
##  [6445] "knows"                      "knw"                       
##  [6447] "kobe"                       "kong"                      
##  [6449] "kony"                       "korea"                     
##  [6451] "korean"                     "kosher"                    
##  [6453] "kraft"                      "kristen"                   
##  [6455] "kudos"                      "kurt"                      
##  [6457] "kyle"                       "la la"                     
##  [6459] "la la la"                   "lab"                       
##  [6461] "label"                      "labeled"                   
##  [6463] "labels"                     "labor"                     
##  [6465] "labor day"                  "laboratory"                
##  [6467] "labour"                     "labs"                      
##  [6469] "lace"                       "lack"                      
##  [6471] "lacking"                    "ladder"                    
##  [6473] "laden"                      "ladies"                    
##  [6475] "ladies gentlemen"           "lady"                      
##  [6477] "lafayette"                  "lager"                     
##  [6479] "laid"                       "lake"                      
##  [6481] "laker"                      "lakers"                    
##  [6483] "lakes"                      "lamb"                      
##  [6485] "lame"                       "lamp"                      
##  [6487] "land"                       "landed"                    
##  [6489] "landing"                    "lands"                     
##  [6491] "landscape"                  "lane"                      
##  [6493] "lanes"                      "language"                  
##  [6495] "languages"                  "lap"                       
##  [6497] "laps"                       "laptop"                    
##  [6499] "large"                      "large bowl"                
##  [6501] "large number"               "largely"                   
##  [6503] "larger"                     "largest"                   
##  [6505] "larry"                      "las"                       
##  [6507] "las vegas"                  "lasagna"                   
##  [6509] "laser"                      "last"                      
##  [6511] "last chance"                "last couple"               
##  [6513] "last day"                   "last days"                 
##  [6515] "last long"                  "last minute"               
##  [6517] "last month"                 "last name"                 
##  [6519] "last night"                 "last nights"               
##  [6521] "last one"                   "last post"                 
##  [6523] "last season"                "last summer"               
##  [6525] "last thing"                 "last three"                
##  [6527] "last time"                  "last tweet"                
##  [6529] "last two"                   "last week"                 
##  [6531] "last weekend"               "last weeks"                
##  [6533] "last year"                  "last years"                
##  [6535] "lasted"                     "lasting"                   
##  [6537] "lastly"                     "lasts"                     
##  [6539] "late"                       "late last"                 
##  [6541] "late night"                 "late s"                    
##  [6543] "lately"                     "later"                     
##  [6545] "later today"                "later week"                
##  [6547] "latest"                     "latin"                     
##  [6549] "latte"                      "latter"                    
##  [6551] "laugh"                      "laughed"                   
##  [6553] "laughing"                   "laughs"                    
##  [6555] "laughter"                   "launch"                    
##  [6557] "launched"                   "launches"                  
##  [6559] "launching"                  "laundry"                   
##  [6561] "laura"                      "laurel"                    
##  [6563] "lauren"                     "lavender"                  
##  [6565] "law"                        "law school"                
##  [6567] "lawmakers"                  "lawn"                      
##  [6569] "lawrence"                   "laws"                      
##  [6571] "lawsuit"                    "lawyer"                    
##  [6573] "lawyers"                    "lax"                       
##  [6575] "lay"                        "layer"                     
##  [6577] "layered"                    "layers"                    
##  [6579] "laying"                     "layout"                    
##  [6581] "lazy"                       "lbs"                       
##  [6583] "lead"                       "leader"                    
##  [6585] "leaders"                    "leadership"                
##  [6587] "leading"                    "leads"                     
##  [6589] "leaf"                       "league"                    
##  [6591] "leagues"                    "leah"                      
##  [6593] "lean"                       "leaning"                   
##  [6595] "leap"                       "learn"                     
##  [6597] "learn something"            "learned"                   
##  [6599] "learned lot"                "learning"                  
##  [6601] "learns"                     "learnt"                    
##  [6603] "lease"                      "least"                     
##  [6605] "least one"                  "leather"                   
##  [6607] "leave"                      "leave alone"               
##  [6609] "leave comment"              "leaves"                    
##  [6611] "leaving"                    "lebron"                    
##  [6613] "lecture"                    "led"                       
##  [6615] "lee"                        "left"                      
##  [6617] "left behind"                "left hand"                 
##  [6619] "left right"                 "leftover"                  
##  [6621] "leg"                        "legacy"                    
##  [6623] "legal"                      "legally"                   
##  [6625] "legend"                     "legendary"                 
##  [6627] "legends"                    "legislation"               
##  [6629] "legislative"                "legislators"               
##  [6631] "legislature"                "legit"                     
##  [6633] "legitimate"                 "lego"                      
##  [6635] "legs"                       "leisure"                   
##  [6637] "lemme"                      "lemon"                     
##  [6639] "lemon juice"                "lemonade"                  
##  [6641] "lemons"                     "lend"                      
##  [6643] "length"                     "lengths"                   
##  [6645] "lengthy"                    "lens"                      
##  [6647] "lenses"                     "lent"                      
##  [6649] "leo"                        "les"                       
##  [6651] "lesbian"                    "leslie"                    
##  [6653] "less"                       "less hours"                
##  [6655] "lesser"                     "lesson"                    
##  [6657] "lessons"                    "let"                       
##  [6659] "let alone"                  "let get"                   
##  [6661] "let go"                     "let happen"                
##  [6663] "let just"                   "let know"                  
##  [6665] "let tell"                   "let us"                    
##  [6667] "let us know"                "let’s"                     
##  [6669] "lets"                       "lets get"                  
##  [6671] "lets go"                    "lets hope"                 
##  [6673] "lets just"                  "lets just say"             
##  [6675] "lets make"                  "lets see"                  
##  [6677] "lets start"                 "lets talk"                 
##  [6679] "letter"                     "letters"                   
##  [6681] "letting"                    "letting go"                
##  [6683] "letting us"                 "lettuce"                   
##  [6685] "level"                      "levels"                    
##  [6687] "lewis"                      "liability"                 
##  [6689] "liam"                       "liar"                      
##  [6691] "lib"                        "liberal"                   
##  [6693] "liberals"                   "liberties"                 
##  [6695] "liberty"                    "librarian"                 
##  [6697] "librarians"                 "libraries"                 
##  [6699] "library"                    "lice"                      
##  [6701] "license"                    "lick"                      
##  [6703] "lid"                        "lie"                       
##  [6705] "lied"                       "lies"                      
##  [6707] "life"                       "life better"               
##  [6709] "life can"                   "life good"                 
##  [6711] "life great"                 "life just"                 
##  [6713] "life life"                  "life like"                 
##  [6715] "life one"                   "life right"                
##  [6717] "life short"                 "life will"                 
##  [6719] "life”"                      "lifes"                     
##  [6721] "lifestyle"                  "lifetime"                  
##  [6723] "lift"                       "lifted"                    
##  [6725] "lifting"                    "light"                     
##  [6727] "lighter"                    "lighthouse"                
##  [6729] "lighting"                   "lightly"                   
##  [6731] "lightning"                  "lights"                    
##  [6733] "like"                       "like ’s"                   
##  [6735] "like “"                     "like always"               
##  [6737] "like baby"                  "like best"                 
##  [6739] "like big"                   "like can"                  
##  [6741] "like crazy"                 "like dont"                 
##  [6743] "like first"                 "like fun"                  
##  [6745] "like get"                   "like getting"              
##  [6747] "like go"                    "like going"                
##  [6749] "like good"                  "like great"                
##  [6751] "like hes"                   "like idea"                 
##  [6753] "like ill"                   "like im"                   
##  [6755] "like ive"                   "like just"                 
##  [6757] "like know"                  "like last"                 
##  [6759] "like like"                  "like little"               
##  [6761] "like make"                  "like man"                  
##  [6763] "like many"                  "like much"                 
##  [6765] "like music"                 "like new"                  
##  [6767] "like nothing"               "like now"                  
##  [6769] "like old"                   "like one"                  
##  [6771] "like people"                "like play"                 
##  [6773] "like real"                  "like really"               
##  [6775] "like rest"                  "like said"                 
##  [6777] "like say"                   "like see"                  
##  [6779] "like share"                 "like shit"                 
##  [6781] "like someone"               "like something"            
##  [6783] "like take"                  "like talk"                 
##  [6785] "like thank"                 "like think"                
##  [6787] "like time"                  "like today"                
##  [6789] "like twitter"               "like two"                  
##  [6791] "like u"                     "like us"                   
##  [6793] "like way"                   "like well"                 
##  [6795] "like will"                  "like work"                 
##  [6797] "like working"               "like year"                 
##  [6799] "like years"                 "like youre"                
##  [6801] "liked"                      "likely"                    
##  [6803] "likely will"                "likes"                     
##  [6805] "likewise"                   "liking"                    
##  [6807] "lil"                        "lil wayne"                 
##  [6809] "lily"                       "lime"                      
##  [6811] "limit"                      "limitations"               
##  [6813] "limited"                    "limiting"                  
##  [6815] "limits"                     "lin"                       
##  [6817] "lincoln"                    "linda"                     
##  [6819] "lindsay"                    "line"                      
##  [6821] "lined"                      "linen"                     
##  [6823] "lines"                      "lineup"                    
##  [6825] "lingering"                  "lining"                    
##  [6827] "link"                       "linked"                    
##  [6829] "linkedin"                   "linking"                   
##  [6831] "links"                      "linux"                     
##  [6833] "lion"                       "lions"                     
##  [6835] "lip"                        "lips"                      
##  [6837] "lipstick"                   "liquid"                    
##  [6839] "liquor"                     "lisa"                      
##  [6841] "list"                       "listed"                    
##  [6843] "listen"                     "listened"                  
##  [6845] "listeners"                  "listening"                 
##  [6847] "listening music"            "listing"                   
##  [6849] "lists"                      "lit"                       
##  [6851] "lite"                       "literacy"                  
##  [6853] "literal"                    "literally"                 
##  [6855] "literary"                   "literature"                
##  [6857] "litigation"                 "little"                    
##  [6859] "little better"              "little bit"                
##  [6861] "little boy"                 "little brother"            
##  [6863] "little girl"                "little kid"                
##  [6865] "little kids"                "little man"                
##  [6867] "little one"                 "little ones"               
##  [6869] "little thing"               "little things"             
##  [6871] "little time"                "live"                      
##  [6873] "live life"                  "live like"                 
##  [6875] "live music"                 "live without"              
##  [6877] "lived"                      "lively"                    
##  [6879] "liver"                      "lives"                     
##  [6881] "living"                     "living life"               
##  [6883] "living room"                "liz"                       
##  [6885] "llc"                        "lmao"                      
##  [6887] "lmfao"                      "lmfaoo"                    
##  [6889] "load"                       "loaded"                    
##  [6891] "loads"                      "loaf"                      
##  [6893] "loan"                       "loans"                     
##  [6895] "lobby"                      "lobster"                   
##  [6897] "local"                      "locally"                   
##  [6899] "locals"                     "locate"                    
##  [6901] "located"                    "location"                  
##  [6903] "locations"                  "lock"                      
##  [6905] "locked"                     "locker"                    
##  [6907] "locks"                      "lodge"                     
##  [6909] "log"                        "logan"                     
##  [6911] "logged"                     "logic"                     
##  [6913] "logical"                    "logo"                      
##  [6915] "lol"                        "lol dont"                  
##  [6917] "lol im"                     "lol just"                  
##  [6919] "lol like"                   "lol love"                  
##  [6921] "lol rt"                     "lol thats"                 
##  [6923] "lol u"                      "lol well"                  
##  [6925] "lol yeah"                   "loll"                      
##  [6927] "lolol"                      "london"                    
##  [6929] "lone"                       "loneliness"                
##  [6931] "lonely"                     "long"                      
##  [6933] "long ago"                   "long can"                  
##  [6935] "long day"                   "long enough"               
##  [6937] "long island"                "long run"                  
##  [6939] "long since"                 "long story"                
##  [6941] "long term"                  "long time"                 
##  [6943] "long time ago"              "long way"                  
##  [6945] "long weekend"               "longer"                    
##  [6947] "longest"                    "longing"                   
##  [6949] "longterm"                   "longtime"                  
##  [6951] "look"                       "look around"               
##  [6953] "look back"                  "look forward"              
##  [6955] "look forward hearing"       "look forward seeing"       
##  [6957] "look good"                  "look great"                
##  [6959] "look like"                  "look pretty"               
##  [6961] "looked"                     "looked like"               
##  [6963] "lookin"                     "looking"                   
##  [6965] "looking back"               "looking forward"           
##  [6967] "looking forward seeing"     "looking good"              
##  [6969] "looking like"               "looking new"               
##  [6971] "looking something"          "lookout"                   
##  [6973] "looks"                      "looks good"                
##  [6975] "looks great"                "looks like"                
##  [6977] "looms"                      "loop"                      
##  [6979] "loops"                      "loose"                     
##  [6981] "lord"                       "lord jesus"                
##  [6983] "lords"                      "los"                       
##  [6985] "los angeles"                "lose"                      
##  [6987] "lose weight"                "loser"                     
##  [6989] "losers"                     "loses"                     
##  [6991] "losing"                     "loss"                      
##  [6993] "losses"                     "lost"                      
##  [6995] "lot"                        "lot better"                
##  [6997] "lot fun"                    "lot like"                  
##  [6999] "lot people"                 "lot things"                
##  [7001] "lot time"                   "lot work"                  
##  [7003] "lotion"                     "lots"                      
##  [7005] "lots great"                 "lottery"                   
##  [7007] "lotus"                      "lou"                       
##  [7009] "loud"                       "louder"                    
##  [7011] "loudly"                     "louis"                     
##  [7013] "louise"                     "louisiana"                 
##  [7015] "louisville"                 "lounge"                    
##  [7017] "love"                       "love can"                  
##  [7019] "love god"                   "love good"                 
##  [7021] "love guys"                  "love hate"                 
##  [7023] "love hear"                  "love idea"                 
##  [7025] "love im"                    "love know"                 
##  [7027] "love life"                  "love like"                 
##  [7029] "love little"                "love love"                 
##  [7031] "love love love"             "love miss"                 
##  [7033] "love movie"                 "love much"                 
##  [7035] "love music"                 "love new"                  
##  [7037] "love one"                   "love people"               
##  [7039] "love place"                 "love see"                  
##  [7041] "love seeing"                "love show"                 
##  [7043] "love someone"               "love song"                 
##  [7045] "love story"                 "love talk"                 
##  [7047] "love u"                     "love watching"             
##  [7049] "love way"                   "love work"                 
##  [7051] "love ya"                    "loved"                     
##  [7053] "loved ones"                 "lovely"                    
##  [7055] "lovely day"                 "lover"                     
##  [7057] "lovers"                     "loves"                     
##  [7059] "lovin"                      "loving"                    
##  [7061] "low"                        "lower"                     
##  [7063] "lowest"                     "loyal"                     
##  [7065] "loyalty"                    "lsu"                       
##  [7067] "ltd"                        "lucas"                     
##  [7069] "luck"                       "luckily"                   
##  [7071] "lucky"                      "lucy"                      
##  [7073] "luke"                       "lunch"                     
##  [7075] "lunch dinner"               "lunchtime"                 
##  [7077] "lung"                       "lungs"                     
##  [7079] "lust"                       "luther"                    
##  [7081] "luv"                        "luv u"                     
##  [7083] "luxury"                     "lying"                     
##  [7085] "lynn"                       "lyric"                     
##  [7087] "lyrics"                     "maam"                      
##  [7089] "mac"                        "machine"                   
##  [7091] "machines"                   "mad"                       
##  [7093] "mad men"                    "made"                      
##  [7095] "made day"                   "made feel"                 
##  [7097] "made one"                   "made realize"              
##  [7099] "made sure"                  "made us"                   
##  [7101] "made using"                 "made way"                  
##  [7103] "madison"                    "madness"                   
##  [7105] "madonna"                    "magazine"                  
##  [7107] "magazines"                  "maggie"                    
##  [7109] "magic"                      "magical"                   
##  [7111] "magically"                  "magnet"                    
##  [7113] "magnificent"                "magnitude"                 
##  [7115] "magnolia"                   "mahomies"                  
##  [7117] "mahone"                     "mail"                      
##  [7119] "mailbox"                    "mailing"                   
##  [7121] "main"                       "main character"            
##  [7123] "maine"                      "mainly"                    
##  [7125] "mainstream"                 "maintain"                  
##  [7127] "maintained"                 "maintaining"               
##  [7129] "maintenance"                "major"                     
##  [7131] "major league"               "majority"                  
##  [7133] "make"                       "make another"              
##  [7135] "make best"                  "make better"               
##  [7137] "make big"                   "make card"                 
##  [7139] "make day"                   "make decision"             
##  [7141] "make decisions"             "make difference"           
##  [7143] "make feel"                  "make fun"                  
##  [7145] "make good"                  "make great"                
##  [7147] "make happen"                "make happy"                
##  [7149] "make laugh"                 "make life"                 
##  [7151] "make look"                  "make love"                 
##  [7153] "make money"                 "make one"                  
##  [7155] "make point"                 "make sense"                
##  [7157] "make smile"                 "make something"            
##  [7159] "make sure"                  "make things"               
##  [7161] "make us"                    "make way"                  
##  [7163] "make work"                  "make world"                
##  [7165] "makeover"                   "maker"                     
##  [7167] "makers"                     "makes"                     
##  [7169] "makes feel"                 "makes happy"               
##  [7171] "makes sense"                "makes think"               
##  [7173] "makes us"                   "makes want"                
##  [7175] "makeup"                     "makin"                     
##  [7177] "making"                     "making money"              
##  [7179] "making sure"                "male"                      
##  [7181] "males"                      "mall"                      
##  [7183] "malt"                       "mama"                      
##  [7185] "mamas"                      "man"                       
##  [7187] "man im"                     "man just"                  
##  [7189] "man love"                   "man woman"                 
##  [7191] "man’s"                      "manage"                    
##  [7193] "managed"                    "managed get"               
##  [7195] "management"                 "manager"                   
##  [7197] "managers"                   "manages"                   
##  [7199] "managing"                   "manchester"                
##  [7201] "mandate"                    "mandatory"                 
##  [7203] "mane"                       "mango"                     
##  [7205] "manhattan"                  "manic"                     
##  [7207] "manifest"                   "manipulation"              
##  [7209] "mankind"                    "mann"                      
##  [7211] "manner"                     "manners"                   
##  [7213] "manning"                    "mans"                      
##  [7215] "mantra"                     "manual"                    
##  [7217] "manufacturing"              "manuscript"                
##  [7219] "many"                       "many different"            
##  [7221] "many great"                 "many many"                 
##  [7223] "many new"                   "many others"               
##  [7225] "many people"                "many things"               
##  [7227] "many times"                 "many us"                   
##  [7229] "many ways"                  "many years"                
##  [7231] "map"                        "maple"                     
##  [7233] "maps"                       "maquest"                   
##  [7235] "mar"                        "marathon"                  
##  [7237] "marc"                       "march"                     
##  [7239] "march madness"              "march th"                  
##  [7241] "marco"                      "marcus"                    
##  [7243] "margaret"                   "margarita"                 
##  [7245] "marge"                      "margin"                    
##  [7247] "maria"                      "marie"                     
##  [7249] "marijuana"                  "marilyn"                   
##  [7251] "marina"                     "marine"                    
##  [7253] "mario"                      "marion"                    
##  [7255] "mark"                       "marked"                    
##  [7257] "marker"                     "markers"                   
##  [7259] "market"                     "marketing"                 
##  [7261] "markets"                    "marking"                   
##  [7263] "marks"                      "marley"                    
##  [7265] "marlins"                    "maroon"                    
##  [7267] "marquette"                  "marriage"                  
##  [7269] "married"                    "marry"                     
##  [7271] "mars"                       "marshall"                  
##  [7273] "marshmallows"               "martha"                    
##  [7275] "martin"                     "martin luther"             
##  [7277] "marty"                      "marvel"                    
##  [7279] "marvelous"                  "mary"                      
##  [7281] "maryland"                   "mash"                      
##  [7283] "mashed"                     "mask"                      
##  [7285] "masked"                     "mason"                     
##  [7287] "mass"                       "massachusetts"             
##  [7289] "massage"                    "masses"                    
##  [7291] "massive"                    "master"                    
##  [7293] "masters"                    "mat"                       
##  [7295] "match"                      "matched"                   
##  [7297] "matches"                    "matching"                  
##  [7299] "mate"                       "material"                  
##  [7301] "materials"                  "maternity"                 
##  [7303] "mates"                      "math"                      
##  [7305] "matt"                       "matter"                    
##  [7307] "matter fact"                "matters"                   
##  [7309] "matthew"                    "matthews"                  
##  [7311] "mature"                     "maurice"                   
##  [7313] "mavs"                       "max"                       
##  [7315] "maximum"                    "may"                       
##  [7317] "may able"                   "may actually"              
##  [7319] "may also"                   "may ask"                   
##  [7321] "may day"                    "may even"                  
##  [7323] "may just"                   "may know"                  
##  [7325] "may may"                    "may need"                  
##  [7327] "may never"                  "may th"                    
##  [7329] "may want"                   "may well"                  
##  [7331] "maya"                       "maybe"                     
##  [7333] "maybe ’ll"                  "maybe ’s"                  
##  [7335] "maybe can"                  "maybe even"                
##  [7337] "maybe ill"                  "maybe im"                  
##  [7339] "maybe just"                 "maybe need"                
##  [7341] "maybe next"                 "maybe will"                
##  [7343] "mayhem"                     "mayo"                      
##  [7345] "mayor"                      "mayweather"                
##  [7347] "mcdonalds"                  "meal"                      
##  [7349] "meals"                      "mean"                      
##  [7351] "meaning"                    "meaningful"                
##  [7353] "meaningless"                "means"                     
##  [7355] "means lot"                  "meant"                     
##  [7357] "meantime"                   "meanwhile"                 
##  [7359] "measure"                    "measured"                  
##  [7361] "measurements"               "measures"                  
##  [7363] "measuring"                  "meat"                      
##  [7365] "meats"                      "mechanical"                
##  [7367] "med"                        "medal"                     
##  [7369] "media"                      "medical"                   
##  [7371] "medicare"                   "medication"                
##  [7373] "medicine"                   "medieval"                  
##  [7375] "mediocre"                   "meditation"                
##  [7377] "medium"                     "medium heat"               
##  [7379] "mee"                        "meet"                      
##  [7381] "meeting"                    "meetings"                  
##  [7383] "meets"                      "meetup"                    
##  [7385] "meg"                        "mega"                      
##  [7387] "megan"                      "meh"                       
##  [7389] "melissa"                    "melody"                    
##  [7391] "melt"                       "melted"                    
##  [7393] "melting"                    "member"                    
##  [7395] "members"                    "membership"                
##  [7397] "memento"                    "memo"                      
##  [7399] "memoir"                     "memorable"                 
##  [7401] "memorial"                   "memorial day"              
##  [7403] "memories"                   "memory"                    
##  [7405] "memphis"                    "men"                       
##  [7407] "men women"                  "men’s"                     
##  [7409] "mens"                       "mental"                    
##  [7411] "mental health"              "mentality"                 
##  [7413] "mentally"                   "mention"                   
##  [7415] "mentioned"                  "mentioning"                
##  [7417] "mentions"                   "mentor"                    
##  [7419] "mentors"                    "menu"                      
##  [7421] "mercedes"                   "mercury"                   
##  [7423] "mercy"                      "mere"                      
##  [7425] "merely"                     "merit"                     
##  [7427] "merry"                      "merry christmas"           
##  [7429] "mesa"                       "mess"                      
##  [7431] "message"                    "messages"                  
##  [7433] "messed"                     "messing"                   
##  [7435] "messy"                      "met"                       
##  [7437] "metal"                      "metaphor"                  
##  [7439] "meters"                     "method"                    
##  [7441] "methods"                    "metro"                     
##  [7443] "mets"                       "mexican"                   
##  [7445] "mexico"                     "mia"                       
##  [7447] "miami"                      "mic"                       
##  [7449] "mice"                       "michael"                   
##  [7451] "michaels"                   "michelle"                  
##  [7453] "michigan"                   "mickey"                    
##  [7455] "microphone"                 "microsoft"                 
##  [7457] "microwave"                  "mid"                       
##  [7459] "middle"                     "middle east"               
##  [7461] "middle name"                "middle school"             
##  [7463] "midnight"                   "midst"                     
##  [7465] "midtown"                    "midway"                    
##  [7467] "midwest"                    "might"                     
##  [7469] "might able"                 "might even"                
##  [7471] "might find"                 "might get"                 
##  [7473] "might just"                 "might know"                
##  [7475] "might like"                 "might make"                
##  [7477] "might need"                 "might take"                
##  [7479] "might think"                "might want"                
##  [7481] "might well"                 "mighty"                    
##  [7483] "mike"                       "mikey"                     
##  [7485] "mil"                        "mild"                      
##  [7487] "mile"                       "miles"                     
##  [7489] "miles away"                 "milestone"                 
##  [7491] "military"                   "milk"                      
##  [7493] "mill"                       "miller"                    
##  [7495] "million"                    "millionaire"               
##  [7497] "millions"                   "mills"                     
##  [7499] "milwaukee"                  "min"                       
##  [7501] "minaj"                      "mind"                      
##  [7503] "minded"                     "mindless"                  
##  [7505] "minds"                      "mindset"                   
##  [7507] "mine"                       "minerals"                  
##  [7509] "mines"                      "mini"                      
##  [7511] "minimal"                    "minimum"                   
##  [7513] "minister"                   "ministry"                  
##  [7515] "minneapolis"                "minnesota"                 
##  [7517] "minor"                      "minority"                  
##  [7519] "mins"                       "mint"                      
##  [7521] "minus"                      "minute"                    
##  [7523] "minutes"                    "minutes later"             
##  [7525] "miracle"                    "miranda"                   
##  [7527] "mirror"                     "miserable"                 
##  [7529] "misery"                     "misleading"                
##  [7531] "miss"                       "miss guys"                 
##  [7533] "miss much"                  "miss u"                    
##  [7535] "miss ya"                    "missed"                    
##  [7537] "misses"                     "missing"                   
##  [7539] "mission"                    "missions"                  
##  [7541] "mississippi"                "missouri"                  
##  [7543] "mist"                       "mistake"                   
##  [7545] "mistakes"                   "mitch"                     
##  [7547] "mitchell"                   "mitt"                      
##  [7549] "mitt romney"                "mix"                       
##  [7551] "mixed"                      "mixer"                     
##  [7553] "mixing"                     "mixtape"                   
##  [7555] "mixture"                    "mke"                       
##  [7557] "mlb"                        "mls"                       
##  [7559] "mob"                        "mobile"                    
##  [7561] "mobile phone"               "mock"                      
##  [7563] "mod"                        "mode"                      
##  [7565] "model"                      "modeling"                  
##  [7567] "models"                     "moderate"                  
##  [7569] "modern"                     "modest"                    
##  [7571] "modules"                    "mold"                      
##  [7573] "mole"                       "mom"                       
##  [7575] "mom dad"                    "mom just"                  
##  [7577] "moment"                     "moments"                   
##  [7579] "momma"                      "mommy"                     
##  [7581] "moms"                       "mon"                       
##  [7583] "monday"                     "monday morning"            
##  [7585] "monday night"               "mondays"                   
##  [7587] "money"                      "monica"                    
##  [7589] "monitor"                    "monkey"                    
##  [7591] "monkeys"                    "monopoly"                  
##  [7593] "monster"                    "monsters"                  
##  [7595] "montana"                    "month"                     
##  [7597] "monthly"                    "months"                    
##  [7599] "months ago"                 "months now"                
##  [7601] "months old"                 "montreal"                  
##  [7603] "monument"                   "mood"                      
##  [7605] "moody"                      "moon"                      
##  [7607] "moore"                      "moose"                     
##  [7609] "moral"                      "moreover"                  
##  [7611] "morgan"                     "mormon"                    
##  [7613] "mornin"                     "morning"                   
##  [7615] "morning everyone"           "mornings"                  
##  [7617] "moron"                      "morris"                    
##  [7619] "morrow"                     "mortgage"                  
##  [7621] "moses"                      "mosque"                    
##  [7623] "moss"                       "mostly"                    
##  [7625] "motel"                      "mother"                    
##  [7627] "mother’s"                   "mothers"                   
##  [7629] "mothers day"                "mothers day moms"          
##  [7631] "motion"                     "motivate"                  
##  [7633] "motivated"                  "motivation"                
##  [7635] "motive"                     "motives"                   
##  [7637] "motor"                      "motorcycle"                
##  [7639] "motto"                      "mound"                     
##  [7641] "mount"                      "mountain"                  
##  [7643] "mountains"                  "mounted"                   
##  [7645] "mourning"                   "mouse"                     
##  [7647] "mouth"                      "move"                      
##  [7649] "move forward"               "moved"                     
##  [7651] "movement"                   "movements"                 
##  [7653] "moves"                      "movie"                     
##  [7655] "movies"                     "moving"                    
##  [7657] "moving forward"             "mph"                       
##  [7659] "mrs"                        "msg"                       
##  [7661] "msm"                        "mtv"                       
##  [7663] "much"                       "much appreciated"          
##  [7665] "much better"                "much can"                  
##  [7667] "much easier"                "much fun"                  
##  [7669] "much going"                 "much just"                 
##  [7671] "much less"                  "much like"                 
##  [7673] "much longer"                "much love"                 
##  [7675] "much money"                 "much much"                 
##  [7677] "much needed"                "much possible"             
##  [7679] "much say"                   "much time"                 
##  [7681] "much want"                  "much will"                 
##  [7683] "much work"                  "mud"                       
##  [7685] "muffin"                     "multiple"                  
##  [7687] "mum"                        "murder"                    
##  [7689] "murdered"                   "murders"                   
##  [7691] "murdoch"                    "murphy"                    
##  [7693] "murray"                     "muscle"                    
##  [7695] "muscles"                    "muse"                      
##  [7697] "museum"                     "museums"                   
##  [7699] "mushroom"                   "mushrooms"                 
##  [7701] "music"                      "music video"               
##  [7703] "musical"                    "musicals"                  
##  [7705] "musician"                   "musicians"                 
##  [7707] "muslim"                     "muslims"                   
##  [7709] "must"                       "must admit"                
##  [7711] "must go"                    "must say"                  
##  [7713] "must see"                   "mustache"                  
##  [7715] "mustard"                    "mutual"                    
##  [7717] "mvp"                        "myspace"                   
##  [7719] "mysteries"                  "mysterious"                
##  [7721] "mystery"                    "myth"                      
##  [7723] "na na"                      "nah"                       
##  [7725] "nail"                       "nail polish"               
##  [7727] "nailed"                     "nails"                     
##  [7729] "naked"                      "name"                      
##  [7731] "named"                      "namely"                    
##  [7733] "names"                      "naming"                    
##  [7735] "nancy"                      "nanny"                     
##  [7737] "naomi"                      "nap"                       
##  [7739] "napa"                       "narrative"                 
##  [7741] "narrow"                     "nascar"                    
##  [7743] "nashville"                  "nasty"                     
##  [7745] "natalie"                    "nate"                      
##  [7747] "nathan"                     "nation"                    
##  [7749] "nation’s"                   "national"                  
##  [7751] "national anthem"            "national park"             
##  [7753] "nationally"                 "nations"                   
##  [7755] "nationwide"                 "native"                    
##  [7757] "natl"                       "nato"                      
##  [7759] "natural"                    "naturally"                 
##  [7761] "nature"                     "naughty"                   
##  [7763] "navy"                       "naw"                       
##  [7765] "nazi"                       "nazis"                     
##  [7767] "nba"                        "nbc"                       
##  [7769] "ncaa"                       "near"                      
##  [7771] "near future"                "nearby"                    
##  [7773] "nearest"                    "nearly"                    
##  [7775] "nearly every"               "neat"                      
##  [7777] "neatly"                     "nebraska"                  
##  [7779] "necessarily"                "necessary"                 
##  [7781] "necessity"                  "neck"                      
##  [7783] "necklace"                   "need"                      
##  [7785] "need another"               "need change"               
##  [7787] "need come"                  "need find"                 
##  [7789] "need followers"             "need get"                  
##  [7791] "need go"                    "need good"                 
##  [7793] "need help"                  "need keep"                 
##  [7795] "need know"                  "need make"                 
##  [7797] "need new"                   "need one"                  
##  [7799] "need see"                   "need someone"              
##  [7801] "need something"             "need start"                
##  [7803] "need stop"                  "need take"                 
##  [7805] "need talk"                  "need work"                 
##  [7807] "needed"                     "needing"                   
##  [7809] "needle"                     "needless"                  
##  [7811] "needless say"               "needs"                     
##  [7813] "needs go"                   "negative"                  
##  [7815] "neglected"                  "neighbor"                  
##  [7817] "neighborhood"               "neighborhoods"             
##  [7819] "neighbors"                  "neil"                      
##  [7821] "neither"                    "nelson"                    
##  [7823] "neon"                       "nephew"                    
##  [7825] "nerd"                       "nerdy"                     
##  [7827] "nerve"                      "nerves"                    
##  [7829] "nervous"                    "nest"                      
##  [7831] "net"                        "netflix"                   
##  [7833] "network"                    "networking"                
##  [7835] "networks"                   "neutral"                   
##  [7837] "nevada"                     "never"                     
##  [7839] "never able"                 "never change"              
##  [7841] "never done"                 "never even"                
##  [7843] "never ever"                 "never fails"               
##  [7845] "never felt"                 "never find"                
##  [7847] "never forget"               "never get"                 
##  [7849] "never give"                 "never go"                  
##  [7851] "never going"                "never good"                
##  [7853] "never got"                  "never heard"               
##  [7855] "never knew"                 "never know"                
##  [7857] "never late"                 "never let"                 
##  [7859] "never make"                 "never met"                 
##  [7861] "never mind"                 "never really"              
##  [7863] "never say"                  "never seen"                
##  [7865] "never stop"                 "never thought"             
##  [7867] "never want"                 "never will"                
##  [7869] "nevermind"                  "nevertheless"              
##  [7871] "new"                        "new album"                 
##  [7873] "new blog"                   "new book"                  
##  [7875] "new car"                    "new day"                   
##  [7877] "new england"                "new favorite"              
##  [7879] "new follower"               "new followers"             
##  [7881] "new friends"                "new home"                  
##  [7883] "new ideas"                  "new jersey"                
##  [7885] "new job"                    "new life"                  
##  [7887] "new mexico"                 "new music"                 
##  [7889] "new one"                    "new ones"                  
##  [7891] "new orleans"                "new people"                
##  [7893] "new phone"                  "new place"                 
##  [7895] "new single"                 "new song"                  
##  [7897] "new stuff"                  "new testament"             
##  [7899] "new things"                 "new twitter"               
##  [7901] "new video"                  "new way"                   
##  [7903] "new website"                "new world"                 
##  [7905] "new year"                   "new years"                 
##  [7907] "new years eve"              "new york"                  
##  [7909] "new york city"              "new york times"            
##  [7911] "new yorks"                  "new zealand"               
##  [7913] "newark"                     "newborn"                   
##  [7915] "newer"                      "newest"                    
##  [7917] "newly"                      "newport"                   
##  [7919] "news"                       "newsletter"                
##  [7921] "newspaper"                  "newspapers"                
##  [7923] "newt"                       "newton"                    
##  [7925] "next"                       "next big"                  
##  [7927] "next couple"                "next day"                  
##  [7929] "next days"                  "next door"                 
##  [7931] "next hours"                 "next month"                
##  [7933] "next morning"               "next one"                  
##  [7935] "next season"                "next step"                 
##  [7937] "next stop"                  "next time"                 
##  [7939] "next tuesday"               "next two"                  
##  [7941] "next week"                  "next weekend"              
##  [7943] "next weeks"                 "next year"                 
##  [7945] "next years"                 "nfl"                       
##  [7947] "nfl draft"                  "nhl"                       
##  [7949] "nice"                       "nice day"                  
##  [7951] "nice job"                   "nice meet"                 
##  [7953] "nice people"                "nice see"                  
##  [7955] "nice work"                  "nicely"                    
##  [7957] "nicer"                      "nicest"                    
##  [7959] "nicholas"                   "nick"                      
##  [7961] "nicki"                      "nicki minaj"               
##  [7963] "nicky"                      "nicole"                    
##  [7965] "niece"                      "nigga"                     
##  [7967] "niggas"                     "night"                     
##  [7969] "night good"                 "night just"                
##  [7971] "night long"                 "night one"                 
##  [7973] "night will"                 "nightmare"                 
##  [7975] "nightmares"                 "nights"                    
##  [7977] "nike"                       "nina"                      
##  [7979] "nine"                       "ninja"                     
##  [7981] "nintendo"                   "ninth"                     
##  [7983] "nipples"                    "nite"                      
##  [7985] "noah"                       "nobel"                     
##  [7987] "noble"                      "nobody"                    
##  [7989] "nobodys"                    "nod"                       
##  [7991] "nodded"                     "noir"                      
##  [7993] "noise"                      "noises"                    
##  [7995] "nola"                       "nom"                       
##  [7997] "nominated"                  "nomination"                
##  [7999] "non"                        "none"                      
##  [8001] "nonetheless"                "nonfiction"                
##  [8003] "nonprofit"                  "nonprofits"                
##  [8005] "nonsense"                   "nonstop"                   
##  [8007] "noodle"                     "noodles"                   
##  [8009] "nook"                       "noon"                      
##  [8011] "noone"                      "nope"                      
##  [8013] "normal"                     "normally"                  
##  [8015] "north"                      "north america"             
##  [8017] "north american"             "north carolina"            
##  [8019] "north dakota"               "north dakota maquest"      
##  [8021] "northeast"                  "northern"                  
##  [8023] "northwest"                  "norway"                    
##  [8025] "norwegian"                  "nose"                      
##  [8027] "nostalgia"                  "notable"                   
##  [8029] "note"                       "note self"                 
##  [8031] "notebook"                   "notebooks"                 
##  [8033] "noted"                      "notes"                     
##  [8035] "nothin"                     "nothing"                   
##  [8037] "nothing can"                "nothing else"              
##  [8039] "nothing like"               "nothing wrong"             
##  [8041] "notice"                     "noticed"                   
##  [8043] "notices"                    "noticing"                  
##  [8045] "noting"                     "notion"                    
##  [8047] "notorious"                  "notre"                     
##  [8049] "nov"                        "nova"                      
##  [8051] "novel"                      "novels"                    
##  [8053] "november"                   "november th"               
##  [8055] "now"                        "now ’m"                    
##  [8057] "now ’s"                     "now back"                  
##  [8059] "now can"                    "now cant"                  
##  [8061] "now dont"                   "now following"             
##  [8063] "now get"                    "now go"                    
##  [8065] "now going"                  "now good"                  
##  [8067] "now got"                    "now hes"                   
##  [8069] "now im"                     "now just"                  
##  [8071] "now know"                   "now lets"                  
##  [8073] "now like"                   "now lol"                   
##  [8075] "now look"                   "now need"                  
##  [8077] "now probably"               "now see"                   
##  [8079] "now thats"                  "now theyre"                
##  [8081] "now think"                  "now time"                  
##  [8083] "now u"                      "now want"                  
##  [8085] "now will"                   "now”"                      
##  [8087] "nowadays"                   "nowhere"                   
##  [8089] "nowplaying"                 "nuclear"                   
##  [8091] "nude"                       "nuggets"                   
##  [8093] "numb"                       "number"                    
##  [8095] "number one"                 "number people"             
##  [8097] "numbers"                    "numerous"                  
##  [8099] "nurse"                      "nursery"                   
##  [8101] "nurses"                     "nursing"                   
##  [8103] "nurture"                    "nut"                       
##  [8105] "nutrition"                  "nuts"                      
##  [8107] "nyc"                        "nye"                       
##  [8109] "nyt"                        "oak"                       
##  [8111] "oakland"                    "oatmeal"                   
##  [8113] "oats"                       "obama"                     
##  [8115] "obama administration"       "obamas"                    
##  [8117] "obedience"                  "obesity"                   
##  [8119] "obey"                       "object"                    
##  [8121] "objective"                  "objectives"                
##  [8123] "objects"                    "obligation"                
##  [8125] "obnoxious"                  "observation"               
##  [8127] "observations"               "observe"                   
##  [8129] "observed"                   "observing"                 
##  [8131] "obsessed"                   "obsession"                 
##  [8133] "obstacles"                  "obtain"                    
##  [8135] "obtained"                   "obvious"                   
##  [8137] "obviously"                  "occasion"                  
##  [8139] "occasional"                 "occasionally"              
##  [8141] "occasions"                  "occupation"                
##  [8143] "occupied"                   "occupy"                    
##  [8145] "occur"                      "occurred"                  
##  [8147] "occurring"                  "occurs"                    
##  [8149] "ocean"                      "oct"                       
##  [8151] "october"                    "odd"                       
##  [8153] "oddly"                      "odds"                      
##  [8155] "offended"                   "offense"                   
##  [8157] "offensive"                  "offer"                     
##  [8159] "offered"                    "offering"                  
##  [8161] "offerings"                  "offers"                    
##  [8163] "office"                     "officer"                   
##  [8165] "officers"                   "offices"                   
##  [8167] "official"                   "officially"                
##  [8169] "officials"                  "offline"                   
##  [8171] "offset"                     "offshore"                  
##  [8173] "often"                      "oh dear"                   
##  [8175] "oh god"                     "oh good"                   
##  [8177] "oh goodness"                "oh gosh"                   
##  [8179] "oh im"                      "oh know"                   
##  [8181] "oh man"                     "oh ok"                     
##  [8183] "oh shit"                    "oh snap"                   
##  [8185] "oh wait"                    "oh well"                   
##  [8187] "oh wow"                     "oh yeah"                   
##  [8189] "oh yes"                     "ohh"                       
##  [8191] "ohio"                       "oil"                       
##  [8193] "oils"                       "ok ill"                    
##  [8195] "ok im"                      "ok maybe"                  
##  [8197] "ok will"                    "okay"                      
##  [8199] "okc"                        "oklahoma"                  
##  [8201] "old"                        "old friend"                
##  [8203] "old friends"                "old lady"                  
##  [8205] "old man"                    "old people"                
##  [8207] "old school"                 "older"                     
##  [8209] "oldest"                     "olds"                      
##  [8211] "ole"                        "olive"                     
##  [8213] "olive oil"                  "oliver"                    
##  [8215] "olivia"                     "olympic"                   
##  [8217] "olympics"                   "omaha"                     
##  [8219] "omfg"                       "omg"                       
##  [8221] "omg im"                     "one"                       
##  [8223] "one another"                "one best"                  
##  [8225] "one big"                    "one biggest"               
##  [8227] "one can"                    "one day"                   
##  [8229] "one days"                   "one direction"             
##  [8231] "one else"                   "one ever"                  
##  [8233] "one favorite"               "one favorites"             
##  [8235] "one first"                  "one free"                  
##  [8237] "one get"                    "one go"                    
##  [8239] "one good"                   "one great"                 
##  [8241] "one greatest"               "one hand"                  
##  [8243] "one hour"                   "one important"             
##  [8245] "one just"                   "one last"                  
##  [8247] "one like"                   "one little"                
##  [8249] "one love"                   "one many"                  
##  [8251] "one month"                  "one must"                  
##  [8253] "one new"                    "one night"                 
##  [8255] "one now"                    "one one"                   
##  [8257] "one people"                 "one person"                
##  [8259] "one piece"                  "one place"                 
##  [8261] "one point"                  "one really"                
##  [8263] "one reason"                 "one reasons"               
##  [8265] "one right"                  "one side"                  
##  [8267] "one thing"                  "one things"                
##  [8269] "one think"                  "one time"                  
##  [8271] "one today"                  "one top"                   
##  [8273] "one two"                    "one us"                    
##  [8275] "one wants"                  "one way"                   
##  [8277] "one week"                   "one will"                  
##  [8279] "one word"                   "one year"                  
##  [8281] "one’s"                      "ones"                      
##  [8283] "ongoing"                    "onion"                     
##  [8285] "onions"                     "online"                    
##  [8287] "ontario"                    "onto"                      
##  [8289] "onward"                     "ooh"                       
##  [8291] "oomf"                       "oops"                      
##  [8293] "open"                       "open pm"                   
##  [8295] "opened"                     "opener"                    
##  [8297] "opening"                    "opening day"               
##  [8299] "openly"                     "openness"                  
##  [8301] "opens"                      "opera"                     
##  [8303] "operate"                    "operating"                 
##  [8305] "operation"                  "operations"                
##  [8307] "opinion"                    "opinions"                  
##  [8309] "opponents"                  "opportunities"             
##  [8311] "opportunity"                "oppose"                    
##  [8313] "opposed"                    "opposing"                  
##  [8315] "opposite"                   "opposition"                
##  [8317] "oppression"                 "oprah"                     
##  [8319] "ops"                        "opt"                       
##  [8321] "optimism"                   "optimistic"                
##  [8323] "option"                     "optional"                  
##  [8325] "options"                    "oral"                      
##  [8327] "orange"                     "orange juice"              
##  [8329] "oranges"                    "orchestra"                 
##  [8331] "order"                      "ordered"                   
##  [8333] "ordering"                   "orders"                    
##  [8335] "ordinary"                   "oregon"                    
##  [8337] "org"                        "organic"                   
##  [8339] "organisation"               "organisations"             
##  [8341] "organised"                  "organization"              
##  [8343] "organizations"              "organize"                  
##  [8345] "organized"                  "organizing"                
##  [8347] "organs"                     "orientation"               
##  [8349] "origin"                     "original"                  
##  [8351] "originally"                 "origins"                   
##  [8353] "orioles"                    "orlando"                   
##  [8355] "orleans"                    "ornament"                  
##  [8357] "orthodox"                   "osama"                     
##  [8359] "oscar"                      "oscars"                    
##  [8361] "others"                     "otherwise"                 
##  [8363] "ottawa"                     "ouch"                      
##  [8365] "ounces"                     "outcome"                   
##  [8367] "outcomes"                   "outdoor"                   
##  [8369] "outdoors"                   "outer"                     
##  [8371] "outfit"                     "outfits"                   
##  [8373] "outing"                     "outlet"                    
##  [8375] "outlets"                    "outline"                   
##  [8377] "outlook"                    "outrageous"                
##  [8379] "outreach"                   "outright"                  
##  [8381] "outs"                       "outside"                   
##  [8383] "outstanding"                "outta"                     
##  [8385] "oven"                       "overall"                   
##  [8387] "overcome"                   "overheard"                 
##  [8389] "overlooked"                 "overly"                    
##  [8391] "overnight"                  "overrated"                 
##  [8393] "overseas"                   "overtime"                  
##  [8395] "overview"                   "overweight"                
##  [8397] "overwhelmed"                "overwhelming"              
##  [8399] "owe"                        "owl"                       
##  [8401] "owned"                      "owner"                     
##  [8403] "owners"                     "ownership"                 
##  [8405] "owning"                     "owns"                      
##  [8407] "ows"                        "oxford"                    
##  [8409] "ozzie"                      "pac"                       
##  [8411] "pace"                       "pacers"                    
##  [8413] "pacific"                    "pack"                      
##  [8415] "package"                    "packages"                  
##  [8417] "packaging"                  "packed"                    
##  [8419] "packer"                     "packers"                   
##  [8421] "packet"                     "packing"                   
##  [8423] "packs"                      "pad"                       
##  [8425] "paddle"                     "padres"                    
##  [8427] "pads"                       "page"                      
##  [8429] "pages"                      "paid"                      
##  [8431] "pain"                       "painful"                   
##  [8433] "painfully"                  "pains"                     
##  [8435] "paint"                      "painted"                   
##  [8437] "painter"                    "painting"                  
##  [8439] "paintings"                  "pair"                      
##  [8441] "paired"                     "pairs"                     
##  [8443] "pakistan"                   "pal"                       
##  [8445] "palace"                     "palate"                    
##  [8447] "pale"                       "palestinian"               
##  [8449] "palette"                    "palin"                     
##  [8451] "palm"                       "palmer"                    
##  [8453] "pals"                       "pam"                       
##  [8455] "pan"                        "pancakes"                  
##  [8457] "panda"                      "pandora"                   
##  [8459] "panel"                      "panels"                    
##  [8461] "panic"                      "pans"                      
##  [8463] "panties"                    "pants"                     
##  [8465] "papa"                       "paper"                     
##  [8467] "paperback"                  "papers"                    
##  [8469] "paperwork"                  "parade"                    
##  [8471] "paradise"                   "paragraph"                 
##  [8473] "parallel"                   "paranoid"                  
##  [8475] "paranormal"                 "pardon"                    
##  [8477] "parent"                     "parenting"                 
##  [8479] "parents"                    "paris"                     
##  [8481] "park"                       "parked"                    
##  [8483] "parker"                     "parking"                   
##  [8485] "parking lot"                "parks"                     
##  [8487] "parliament"                 "parmesan"                  
##  [8489] "part"                       "part life"                 
##  [8491] "part time"                  "partial"                   
##  [8493] "partially"                  "participant"               
##  [8495] "participants"               "participate"               
##  [8497] "participated"               "participating"             
##  [8499] "participation"              "particular"                
##  [8501] "particularly"               "parties"                   
##  [8503] "partly"                     "partner"                   
##  [8505] "partners"                   "partnership"               
##  [8507] "partnerships"               "parts"                     
##  [8509] "parttime"                   "party"                     
##  [8511] "party party"                "partying"                  
##  [8513] "pasadena"                   "paso"                      
##  [8515] "pass"                       "passage"                   
##  [8517] "passages"                   "passed"                    
##  [8519] "passed away"                "passengers"                
##  [8521] "passes"                     "passing"                   
##  [8523] "passion"                    "passionate"                
##  [8525] "passions"                   "passive"                   
##  [8527] "passport"                   "password"                  
##  [8529] "past"                       "past days"                 
##  [8531] "past present"               "past two"                  
##  [8533] "past week"                  "past weeks"                
##  [8535] "past year"                  "past years"                
##  [8537] "pasta"                      "paste"                     
##  [8539] "pastor"                     "pastry"                    
##  [8541] "pat"                        "patch"                     
##  [8543] "patent"                     "patents"                   
##  [8545] "path"                       "pathetic"                  
##  [8547] "paths"                      "patience"                  
##  [8549] "patient"                    "patiently"                 
##  [8551] "patients"                   "patio"                     
##  [8553] "patrick"                    "patricks"                  
##  [8555] "patricks day"               "patriots"                  
##  [8557] "patrol"                     "patron"                    
##  [8559] "patrons"                    "pats"                      
##  [8561] "pattern"                    "patterned"                 
##  [8563] "patterns"                   "pattys"                    
##  [8565] "paul"                       "paula"                     
##  [8567] "pause"                      "paused"                    
##  [8569] "pay"                        "pay attention"             
##  [8571] "paying"                     "paying attention"          
##  [8573] "payment"                    "payments"                  
##  [8575] "paypal"                     "payroll"                   
##  [8577] "pays"                       "pbs"                       
##  [8579] "pdf"                        "pdx"                       
##  [8581] "pea"                        "peace"                     
##  [8583] "peaceful"                   "peach"                     
##  [8585] "peak"                       "peaks"                     
##  [8587] "peanut"                     "peanut butter"             
##  [8589] "pear"                       "pearl"                     
##  [8591] "pearls"                     "peas"                      
##  [8593] "pecans"                     "peculiar"                  
##  [8595] "pee"                        "peek"                      
##  [8597] "peel"                       "peeled"                    
##  [8599] "peeps"                      "peer"                      
##  [8601] "peers"                      "peg"                       
##  [8603] "pen"                        "penalty"                   
##  [8605] "pencil"                     "pencils"                   
##  [8607] "pending"                    "penguins"                  
##  [8609] "penis"                      "penn"                      
##  [8611] "penn state"                 "pennies"                   
##  [8613] "pennsylvania"               "penny"                     
##  [8615] "pens"                       "pension"                   
##  [8617] "people"                     "people actually"           
##  [8619] "people around"              "people call"               
##  [8621] "people can"                 "people come"               
##  [8623] "people don’t"               "people dont"               
##  [8625] "people follow"              "people get"                
##  [8627] "people just"                "people know"               
##  [8629] "people life"                "people like"               
##  [8631] "people live"                "people love"               
##  [8633] "people make"                "people may"                
##  [8635] "people might"               "people people"             
##  [8637] "people really"              "people say"                
##  [8639] "people see"                 "people seem"               
##  [8641] "people still"               "people take"               
##  [8643] "people tell"                "people think"              
##  [8645] "people use"                 "people want"               
##  [8647] "people will"                "people’s"                  
##  [8649] "people”"                    "peoples"                   
##  [8651] "pepper"                     "peppers"                   
##  [8653] "per"                        "per cent"                  
##  [8655] "per day"                    "per person"                
##  [8657] "per year"                   "perceived"                 
##  [8659] "percent"                    "percentage"                
##  [8661] "perception"                 "perfect"                   
##  [8663] "perfect day"                "perfect time"              
##  [8665] "perfection"                 "perfectly"                 
##  [8667] "perform"                    "performance"               
##  [8669] "performances"               "performed"                 
##  [8671] "performers"                 "performing"                
##  [8673] "perfume"                    "perhaps"                   
##  [8675] "period"                     "periods"                   
##  [8677] "perkins"                    "permanent"                 
##  [8679] "permanently"                "permission"                
##  [8681] "permit"                     "perry"                     
##  [8683] "perseverance"               "persistent"                
##  [8685] "person"                     "person can"                
##  [8687] "person’s"                   "personal"                  
##  [8689] "personalities"              "personality"               
##  [8691] "personally"                 "personnel"                 
##  [8693] "persons"                    "perspective"               
##  [8695] "pet"                        "pete"                      
##  [8697] "peter"                      "peters"                    
##  [8699] "petition"                   "petrol"                    
##  [8701] "pets"                       "petty"                     
##  [8703] "peyton"                     "phase"                     
##  [8705] "phd"                        "phenomenal"                
##  [8707] "phenomenon"                 "phil"                      
##  [8709] "philadelphia"               "philip"                    
##  [8711] "philippines"                "phillip"                   
##  [8713] "phillips"                   "philly"                    
##  [8715] "philosophy"                 "phoenix"                   
##  [8717] "phone"                      "phone call"                
##  [8719] "phone calls"                "phones"                    
##  [8721] "photo"                      "photo shoot"               
##  [8723] "photograph"                 "photographer"              
##  [8725] "photographers"              "photographs"               
##  [8727] "photography"                "photos"                    
##  [8729] "photoshop"                  "phrase"                    
##  [8731] "phrases"                    "physical"                  
##  [8733] "physically"                 "physician"                 
##  [8735] "physics"                    "piano"                     
##  [8737] "pic"                        "pick"                      
##  [8739] "pick one"                   "picked"                    
##  [8741] "picking"                    "picks"                     
##  [8743] "pickup"                     "picky"                     
##  [8745] "picnic"                     "pics"                      
##  [8747] "picture"                    "pictured"                  
##  [8749] "pictures"                   "pie"                       
##  [8751] "piece"                      "piece paper"               
##  [8753] "pieces"                     "pierce"                    
##  [8755] "pierced"                    "piercing"                  
##  [8757] "pierre"                     "pies"                      
##  [8759] "pig"                        "pigs"                      
##  [8761] "pike"                       "pilates"                   
##  [8763] "pile"                       "piles"                     
##  [8765] "pill"                       "pillow"                    
##  [8767] "pillows"                    "pills"                     
##  [8769] "pilot"                      "pimp"                      
##  [8771] "pin"                        "pine"                      
##  [8773] "pineapple"                  "pink"                      
##  [8775] "pins"                       "pint"                      
##  [8777] "pinterest"                  "pints"                     
##  [8779] "pioneer"                    "pipa"                      
##  [8781] "pipe"                       "pipes"                     
##  [8783] "pirate"                     "pirates"                   
##  [8785] "piss"                       "pissed"                    
##  [8787] "pisses"                     "pit"                       
##  [8789] "pitch"                      "pitched"                   
##  [8791] "pitcher"                    "pitchers"                  
##  [8793] "pitches"                    "pitching"                  
##  [8795] "pittsburgh"                 "pity"                      
##  [8797] "pix"                        "pizza"                     
##  [8799] "pizzas"                     "place"                     
##  [8801] "place like"                 "placed"                    
##  [8803] "placement"                  "places"                    
##  [8805] "placing"                    "plague"                    
##  [8807] "plain"                      "plan"                      
##  [8809] "plane"                      "planet"                    
##  [8811] "planned"                    "planner"                   
##  [8813] "planning"                   "plans"                     
##  [8815] "plant"                      "planted"                   
##  [8817] "planting"                   "plants"                    
##  [8819] "plastic"                    "plastic wrap"              
##  [8821] "plate"                      "plates"                    
##  [8823] "platform"                   "platforms"                 
##  [8825] "play"                       "play along"                
##  [8827] "play game"                  "play music"                
##  [8829] "played"                     "player"                    
##  [8831] "players"                    "playground"                
##  [8833] "playin"                     "playing"                   
##  [8835] "playlist"                   "playoff"                   
##  [8837] "playoffs"                   "plays"                     
##  [8839] "plaza"                      "pleasant"                  
##  [8841] "please"                     "please check"              
##  [8843] "please come"                "please contact"            
##  [8845] "please dont"                "please email"              
##  [8847] "please follow"              "please follow back"        
##  [8849] "please follow love"         "please get"                
##  [8851] "please go"                  "please help"               
##  [8853] "please join"                "please keep"               
##  [8855] "please leave"               "please let"                
##  [8857] "please let know"            "please make"               
##  [8859] "please note"                "please please"             
##  [8861] "please please please"       "please rt"                 
##  [8863] "please send"                "please stop"               
##  [8865] "please tell"                "pleased"                   
##  [8867] "pleasing"                   "pleasure"                  
##  [8869] "pleasures"                  "plenty"                    
##  [8871] "plot"                       "pls"                       
##  [8873] "plug"                       "plum"                      
##  [8875] "plus"                       "plz"                       
##  [8877] "pm est"                     "pm pm"                     
##  [8879] "pocket"                     "pockets"                   
##  [8881] "pod"                        "podcast"                   
##  [8883] "poe"                        "poem"                      
##  [8885] "poems"                      "poet"                      
##  [8887] "poetry"                     "poets"                     
##  [8889] "point"                      "point view"                
##  [8891] "pointed"                    "pointing"                  
##  [8893] "pointless"                  "points"                    
##  [8895] "poised"                     "poison"                    
##  [8897] "poke"                       "poker"                     
##  [8899] "pole"                       "police"                    
##  [8901] "police officer"             "police said"               
##  [8903] "policies"                   "policy"                    
##  [8905] "polish"                     "polished"                  
##  [8907] "polishes"                   "polite"                    
##  [8909] "political"                  "politically"               
##  [8911] "politician"                 "politicians"               
##  [8913] "politics"                   "poll"                      
##  [8915] "polls"                      "pond"                      
##  [8917] "poo"                        "pool"                      
##  [8919] "pools"                      "poop"                      
##  [8921] "poor"                       "poorly"                    
##  [8923] "pop"                        "popcorn"                   
##  [8925] "pope"                       "popped"                    
##  [8927] "poppin"                     "popping"                   
##  [8929] "poppy"                      "pops"                      
##  [8931] "popular"                    "popularity"                
##  [8933] "population"                 "porch"                     
##  [8935] "pork"                       "porn"                      
##  [8937] "port"                       "portal"                    
##  [8939] "porter"                     "portfolio"                 
##  [8941] "portion"                    "portland"                  
##  [8943] "portrait"                   "portrayal"                 
##  [8945] "pose"                       "posing"                    
##  [8947] "position"                   "positions"                 
##  [8949] "positive"                   "positively"                
##  [8951] "possession"                 "possibilities"             
##  [8953] "possibility"                "possible"                  
##  [8955] "possibly"                   "post"                      
##  [8957] "post office"                "post one"                  
##  [8959] "postal"                     "posted"                    
##  [8961] "poster"                     "posters"                   
##  [8963] "posting"                    "posts"                     
##  [8965] "posture"                    "pot"                       
##  [8967] "potato"                     "potatoes"                  
##  [8969] "potential"                  "potentially"               
##  [8971] "pots"                       "potter"                    
##  [8973] "potty"                      "potus"                     
##  [8975] "pouch"                      "pound"                     
##  [8977] "pounds"                     "pour"                      
##  [8979] "poured"                     "pouring"                   
##  [8981] "pours"                      "poverty"                   
##  [8983] "powder"                     "powell"                    
##  [8985] "power"                      "powerful"                  
##  [8987] "powers"                     "ppl"                       
##  [8989] "practical"                  "practically"               
##  [8991] "practice"                   "practiced"                 
##  [8993] "practices"                  "practicing"                
##  [8995] "praise"                     "praised"                   
##  [8997] "pray"                       "prayed"                    
##  [8999] "prayer"                     "prayers"                   
##  [9001] "praying"                    "pre"                       
##  [9003] "preach"                     "precious"                  
##  [9005] "precise"                    "precisely"                 
##  [9007] "predict"                    "predicted"                 
##  [9009] "prediction"                 "predictions"               
##  [9011] "prefer"                     "preferences"               
##  [9013] "preferred"                  "pregnancy"                 
##  [9015] "pregnant"                   "preheat"                   
##  [9017] "preheat oven"               "preliminary"               
##  [9019] "premier"                    "premiere"                  
##  [9021] "premise"                    "prep"                      
##  [9023] "preparation"                "prepare"                   
##  [9025] "prepared"                   "preparing"                 
##  [9027] "prepping"                   "pres"                      
##  [9029] "preschool"                  "prescription"              
##  [9031] "presence"                   "present"                   
##  [9033] "presentation"               "presentations"             
##  [9035] "presented"                  "presenting"                
##  [9037] "presents"                   "preserve"                  
##  [9039] "president"                  "president obama"           
##  [9041] "presidential"               "presidents"                
##  [9043] "press"                      "press conference"          
##  [9045] "press release"              "pressed"                   
##  [9047] "pressing"                   "pressure"                  
##  [9049] "presumably"                 "pretend"                   
##  [9051] "pretending"                 "prettiest"                 
##  [9053] "pretty"                     "pretty awesome"            
##  [9055] "pretty bad"                 "pretty cool"               
##  [9057] "pretty darn"                "pretty good"               
##  [9059] "pretty much"                "pretty sure"               
##  [9061] "pretty well"                "prevent"                   
##  [9063] "preventing"                 "prevention"                
##  [9065] "preview"                    "previous"                  
##  [9067] "previously"                 "prez"                      
##  [9069] "price"                      "priced"                    
##  [9071] "priceless"                  "prices"                    
##  [9073] "pricing"                    "pride"                     
##  [9075] "priest"                     "priests"                   
##  [9077] "primarily"                  "primary"                   
##  [9079] "prime"                      "prime minister"            
##  [9081] "primitive"                  "prince"                    
##  [9083] "princess"                   "princeton"                 
##  [9085] "principal"                  "principle"                 
##  [9087] "principles"                 "print"                     
##  [9089] "printed"                    "printer"                   
##  [9091] "printing"                   "prints"                    
##  [9093] "prior"                      "priorities"                
##  [9095] "priority"                   "prison"                    
##  [9097] "prisoners"                  "privacy"                   
##  [9099] "private"                    "privately"                 
##  [9101] "privilege"                  "privileged"                
##  [9103] "prize"                      "prizes"                    
##  [9105] "pro"                        "prob"                      
##  [9107] "probably"                   "probably get"              
##  [9109] "probably going"             "probably good"             
##  [9111] "probably just"              "probably wont"             
##  [9113] "problem"                    "problems"                  
##  [9115] "procedure"                  "procedures"                
##  [9117] "proceeded"                  "proceedings"               
##  [9119] "proceeds"                   "process"                   
##  [9121] "processed"                  "processes"                 
##  [9123] "processing"                 "processor"                 
##  [9125] "produce"                    "produced"                  
##  [9127] "producer"                   "producers"                 
##  [9129] "produces"                   "producing"                 
##  [9131] "product"                    "production"                
##  [9133] "productions"                "productive"                
##  [9135] "productive day"             "products"                  
##  [9137] "prof"                       "profession"                
##  [9139] "professional"               "professionally"            
##  [9141] "professionals"              "professor"                 
##  [9143] "professors"                 "profile"                   
##  [9145] "profile pic"                "profiles"                  
##  [9147] "profit"                     "profits"                   
##  [9149] "profound"                   "program"                   
##  [9151] "programme"                  "programmes"                
##  [9153] "programming"                "programs"                  
##  [9155] "progress"                   "progressive"               
##  [9157] "project"                    "projected"                 
##  [9159] "projects"                   "prolly"                    
##  [9161] "prom"                       "prominent"                 
##  [9163] "promise"                    "promise will"              
##  [9165] "promised"                   "promises"                  
##  [9167] "promising"                  "promo"                     
##  [9169] "promote"                    "promoted"                  
##  [9171] "promoting"                  "promotion"                 
##  [9173] "promotions"                 "prompt"                    
##  [9175] "prompted"                   "prone"                     
##  [9177] "pronounced"                 "proof"                     
##  [9179] "proper"                     "properly"                  
##  [9181] "properties"                 "property"                  
##  [9183] "prophet"                    "proposal"                  
##  [9185] "proposals"                  "proposed"                  
##  [9187] "props"                      "pros"                      
##  [9189] "prosecutor"                 "prosecutors"               
##  [9191] "prospect"                   "prospective"               
##  [9193] "prospects"                  "prosperity"                
##  [9195] "protagonist"                "protect"                   
##  [9197] "protected"                  "protecting"                
##  [9199] "protection"                 "protein"                   
##  [9201] "protest"                    "protesters"                
##  [9203] "protests"                   "protocol"                  
##  [9205] "proud"                      "proudly"                   
##  [9207] "prove"                      "proved"                    
##  [9209] "proven"                     "proverb"                   
##  [9211] "proverbs"                   "proves"                    
##  [9213] "provide"                    "provided"                  
##  [9215] "provider"                   "provides"                  
##  [9217] "providing"                  "province"                  
##  [9219] "provincial"                 "provision"                 
##  [9221] "psalm"                      "pst"                       
##  [9223] "psych"                      "psyched"                   
##  [9225] "psycho"                     "psychological"             
##  [9227] "psychology"                 "pts"                       
##  [9229] "pub"                        "public"                    
##  [9231] "public library"             "publication"               
##  [9233] "publications"               "publicity"                 
##  [9235] "publicly"                   "publish"                   
##  [9237] "published"                  "publisher"                 
##  [9239] "publishers"                 "publishing"                
##  [9241] "pubs"                       "pudding"                   
##  [9243] "puerto"                     "puff"                      
##  [9245] "pujols"                     "pull"                      
##  [9247] "pulled"                     "pulling"                   
##  [9249] "pulls"                      "pulse"                     
##  [9251] "pump"                       "pumped"                    
##  [9253] "pumping"                    "pumpkin"                   
##  [9255] "pumpkins"                   "pun"                       
##  [9257] "punch"                      "punched"                   
##  [9259] "punish"                     "punished"                  
##  [9261] "punishment"                 "punk"                      
##  [9263] "puppies"                    "puppy"                     
##  [9265] "purchase"                   "purchased"                 
##  [9267] "purchases"                  "purchasing"                
##  [9269] "pure"                       "purely"                    
##  [9271] "purple"                     "purpose"                   
##  [9273] "purposes"                   "purse"                     
##  [9275] "purses"                     "pursue"                    
##  [9277] "pursuing"                   "pursuit"                   
##  [9279] "push"                       "pushed"                    
##  [9281] "pushing"                    "pussy"                     
##  [9283] "put"                        "put away"                  
##  [9285] "put back"                   "put name"                  
##  [9287] "put one"                    "put together"              
##  [9289] "puts"                       "putting"                   
##  [9291] "putting together"           "puzzle"                    
##  [9293] "puzzles"                    "quake"                     
##  [9295] "qualified"                  "qualify"                   
##  [9297] "qualities"                  "quality"                   
##  [9299] "quarter"                    "quarterback"               
##  [9301] "quarters"                   "quartet"                   
##  [9303] "que"                        "queen"                     
##  [9305] "queens"                     "query"                     
##  [9307] "quest"                      "question"                  
##  [9309] "question whether"           "questionable"              
##  [9311] "questioned"                 "questioning"               
##  [9313] "questions"                  "quick"                     
##  [9315] "quicker"                    "quickly"                   
##  [9317] "quiet"                      "quietly"                   
##  [9319] "quilt"                      "quilting"                  
##  [9321] "quirky"                     "quit"                      
##  [9323] "quite"                      "quite bit"                 
##  [9325] "quite like"                 "quite sure"                
##  [9327] "quite time"                 "quite well"                
##  [9329] "quitting"                   "quiz"                      
##  [9331] "quote"                      "quote day"                 
##  [9333] "quoted"                     "quotes"                    
##  [9335] "r u"                        "rabbit"                    
##  [9337] "race"                       "raced"                     
##  [9339] "races"                      "rachel"                    
##  [9341] "racial"                     "racing"                    
##  [9343] "racism"                     "racist"                    
##  [9345] "rack"                       "rad"                       
##  [9347] "radar"                      "radical"                   
##  [9349] "radio"                      "radio station"             
##  [9351] "raffle"                     "rage"                      
##  [9353] "raging"                     "raid"                      
##  [9355] "raiders"                    "rail"                      
##  [9357] "rain"                       "rainbow"                   
##  [9359] "raining"                    "rainy"                     
##  [9361] "rainy day"                  "raise"                     
##  [9363] "raised"                     "raises"                    
##  [9365] "raising"                    "raisins"                   
##  [9367] "rallied"                    "rally"                     
##  [9369] "ralph"                      "rams"                      
##  [9371] "ran"                        "ranch"                     
##  [9373] "rand"                       "random"                    
##  [9375] "randomly"                   "randy"                     
##  [9377] "rang"                       "range"                     
##  [9379] "rangers"                    "ranging"                   
##  [9381] "rank"                       "ranked"                    
##  [9383] "ranks"                      "rant"                      
##  [9385] "rap"                        "rape"                      
##  [9387] "rapid"                      "rapidly"                   
##  [9389] "rapper"                     "rappers"                   
##  [9391] "rare"                       "rarely"                    
##  [9393] "raspberry"                  "rat"                       
##  [9395] "rate"                       "rated"                     
##  [9397] "rates"                      "rather"                    
##  [9399] "rating"                     "ratings"                   
##  [9401] "ratio"                      "rational"                  
##  [9403] "rats"                       "raven"                     
##  [9405] "ravens"                     "raw"                       
##  [9407] "ray"                        "rays"                      
##  [9409] "razor"                      "reach"                     
##  [9411] "reached"                    "reaches"                   
##  [9413] "reaching"                   "react"                     
##  [9415] "reaction"                   "reactions"                 
##  [9417] "read"                       "read blog"                 
##  [9419] "read book"                  "read books"                
##  [9421] "read one"                   "reader"                    
##  [9423] "readers"                    "readily"                   
##  [9425] "reading"                    "reading book"              
##  [9427] "readings"                   "reads"                     
##  [9429] "ready"                      "ready get"                 
##  [9431] "ready go"                   "reagan"                    
##  [9433] "real"                       "real estate"               
##  [9435] "real food"                  "real life"                 
##  [9437] "real name"                  "real question"             
##  [9439] "real time"                  "real world"                
##  [9441] "realise"                    "realised"                  
##  [9443] "realistic"                  "realities"                 
##  [9445] "reality"                    "realization"               
##  [9447] "realize"                    "realized"                  
##  [9449] "realizes"                   "realizing"                 
##  [9451] "really"                     "really appreciate"         
##  [9453] "really bad"                 "really cant"               
##  [9455] "really care"                "really cool"               
##  [9457] "really cute"                "really didnt"              
##  [9459] "really dont"                "really easy"               
##  [9461] "really enjoy"               "really enjoyed"            
##  [9463] "really excited"             "really feel"               
##  [9465] "really fun"                 "really get"                
##  [9467] "really go"                  "really going"              
##  [9469] "really good"                "really great"              
##  [9471] "really happy"               "really hard"               
##  [9473] "really hate"                "really hope"               
##  [9475] "really hoping"              "really just"               
##  [9477] "really know"                "really like"               
##  [9479] "really liked"               "really looking"            
##  [9481] "really looking forward"     "really love"               
##  [9483] "really mean"                "really need"               
##  [9485] "really nice"                "really pretty"             
##  [9487] "really really"              "really really really"      
##  [9489] "really think"               "really tired"              
##  [9491] "really wanna"               "really want"               
##  [9493] "really wanted"              "really well"               
##  [9495] "really wish"                "realm"                     
##  [9497] "rear"                       "reason"                    
##  [9499] "reasonable"                 "reasonably"                
##  [9501] "reasoning"                  "reasons"                   
##  [9503] "reassuring"                 "rebecca"                   
##  [9505] "rebel"                      "rebuild"                   
##  [9507] "rec"                        "recall"                    
##  [9509] "recalls"                    "recap"                     
##  [9511] "receive"                    "received"                  
##  [9513] "receiver"                   "receives"                  
##  [9515] "receiving"                  "recent"                    
##  [9517] "recent years"               "recently"                  
##  [9519] "reception"                  "recess"                    
##  [9521] "recession"                  "recipe"                    
##  [9523] "recipes"                    "recipient"                 
##  [9525] "recognition"                "recognize"                 
##  [9527] "recognized"                 "recommend"                 
##  [9529] "recommendation"             "recommendations"           
##  [9531] "recommended"                "record"                    
##  [9533] "recorded"                   "recording"                 
##  [9535] "recordings"                 "records"                   
##  [9537] "recover"                    "recovered"                 
##  [9539] "recovering"                 "recovery"                  
##  [9541] "recruiting"                 "recycled"                  
##  [9543] "red"                        "red bull"                  
##  [9545] "red carpet"                 "red sox"                   
##  [9547] "redemption"                 "reds"                      
##  [9549] "redskins"                   "reduce"                    
##  [9551] "reduced"                    "reduces"                   
##  [9553] "reducing"                   "reed"                      
##  [9555] "refer"                      "reference"                 
##  [9557] "references"                 "referendum"                
##  [9559] "referred"                   "referring"                 
##  [9561] "refers"                     "reflect"                   
##  [9563] "reflected"                  "reflecting"                
##  [9565] "reflection"                 "reflects"                  
##  [9567] "reform"                     "refreshing"                
##  [9569] "refrigerate"                "refrigerator"              
##  [9571] "refs"                       "refuge"                    
##  [9573] "refund"                     "refusal"                   
##  [9575] "refuse"                     "refused"                   
##  [9577] "refuses"                    "regard"                    
##  [9579] "regarded"                   "regarding"                 
##  [9581] "regardless"                 "regards"                   
##  [9583] "regime"                     "region"                    
##  [9585] "regional"                   "regions"                   
##  [9587] "register"                   "registered"                
##  [9589] "registration"               "regret"                    
##  [9591] "regrets"                    "regular"                   
##  [9593] "regular basis"              "regularly"                 
##  [9595] "regulation"                 "regulations"               
##  [9597] "rehab"                      "rehearsal"                 
##  [9599] "rehearsals"                 "reid"                      
##  [9601] "reject"                     "rejected"                  
##  [9603] "rejection"                  "relate"                    
##  [9605] "related"                    "relating"                  
##  [9607] "relation"                   "relations"                 
##  [9609] "relationship"               "relationships"             
##  [9611] "relative"                   "relatively"                
##  [9613] "relatives"                  "relax"                     
##  [9615] "relaxed"                    "relaxing"                  
##  [9617] "relay"                      "release"                   
##  [9619] "released"                   "releases"                  
##  [9621] "releasing"                  "relevant"                  
##  [9623] "reliable"                   "relief"                    
##  [9625] "relieved"                   "religion"                  
##  [9627] "religious"                  "reluctant"                 
##  [9629] "rely"                       "relying"                   
##  [9631] "remain"                     "remained"                  
##  [9633] "remaining"                  "remains"                   
##  [9635] "remake"                     "remarkable"                
##  [9637] "remarks"                    "remedy"                    
##  [9639] "remember"                   "remembered"                
##  [9641] "remembering"                "remembers"                 
##  [9643] "remembrance"                "remind"                    
##  [9645] "reminded"                   "reminder"                  
##  [9647] "reminding"                  "reminds"                   
##  [9649] "remix"                      "remote"                    
##  [9651] "remotely"                   "removal"                   
##  [9653] "remove"                     "removed"                   
##  [9655] "removing"                   "renaissance"               
##  [9657] "renew"                      "renewed"                   
##  [9659] "reno"                       "rent"                      
##  [9661] "rental"                     "rented"                    
##  [9663] "rep"                        "repair"                    
##  [9665] "repeat"                     "repeated"                  
##  [9667] "repeatedly"                 "repeating"                 
##  [9669] "replace"                    "replaced"                  
##  [9671] "replacement"                "replacing"                 
##  [9673] "replay"                     "replied"                   
##  [9675] "replies"                    "reply"                     
##  [9677] "report"                     "reported"                  
##  [9679] "reportedly"                 "reporter"                  
##  [9681] "reporters"                  "reporting"                 
##  [9683] "reports"                    "represent"                 
##  [9685] "representation"             "representative"            
##  [9687] "representatives"            "represented"               
##  [9689] "representing"               "represents"                
##  [9691] "reps"                       "republic"                  
##  [9693] "republican"                 "republicans"               
##  [9695] "reputation"                 "request"                   
##  [9697] "requested"                  "requesting"                
##  [9699] "requests"                   "require"                   
##  [9701] "required"                   "requirement"               
##  [9703] "requirements"               "requires"                  
##  [9705] "reread"                     "rereading"                 
##  [9707] "reruns"                     "rescue"                    
##  [9709] "research"                   "researchers"               
##  [9711] "researching"                "resemble"                  
##  [9713] "resembles"                  "resentment"                
##  [9715] "reservations"               "reserve"                   
##  [9717] "reserved"                   "resident"                  
##  [9719] "residential"                "residents"                 
##  [9721] "resist"                     "resistance"                
##  [9723] "resolution"                 "resolutions"               
##  [9725] "resolve"                    "resolved"                  
##  [9727] "resort"                     "resource"                  
##  [9729] "resources"                  "respect"                   
##  [9731] "respectable"                "respected"                 
##  [9733] "respond"                    "responded"                 
##  [9735] "responding"                 "responds"                  
##  [9737] "response"                   "responses"                 
##  [9739] "responsibilities"           "responsibility"            
##  [9741] "responsible"                "responsive"                
##  [9743] "rest"                       "rest day"                  
##  [9745] "rest life"                  "rest us"                   
##  [9747] "restaurant"                 "restaurants"               
##  [9749] "rested"                     "resting"                   
##  [9751] "restoration"                "restore"                   
##  [9753] "restricted"                 "restrictions"              
##  [9755] "result"                     "resulted"                  
##  [9757] "resulting"                  "results"                   
##  [9759] "resume"                     "resurrected"               
##  [9761] "resurrection"               "retail"                    
##  [9763] "retailer"                   "retain"                    
##  [9765] "retarded"                   "retire"                    
##  [9767] "retired"                    "retirement"                
##  [9769] "retreat"                    "retro"                     
##  [9771] "return"                     "returned"                  
##  [9773] "returning"                  "returns"                   
##  [9775] "retweet"                    "reunion"                   
##  [9777] "rev"                        "reveal"                    
##  [9779] "revealed"                   "revealing"                 
##  [9781] "reveals"                    "revelation"                
##  [9783] "revenge"                    "revenue"                   
##  [9785] "reverse"                    "review"                    
##  [9787] "reviewed"                   "reviewing"                 
##  [9789] "reviews"                    "revolution"                
##  [9791] "revolutionary"              "reward"                    
##  [9793] "rewarding"                  "rewards"                   
##  [9795] "rewrite"                    "rex"                       
##  [9797] "rhetoric"                   "rhythm"                    
##  [9799] "rib"                        "ribbon"                    
##  [9801] "ribs"                       "rice"                      
##  [9803] "rich"                       "richard"                   
##  [9805] "richer"                     "riches"                    
##  [9807] "richie"                     "richmond"                  
##  [9809] "rick"                       "rico"                      
##  [9811] "rid"                        "ride"                      
##  [9813] "rider"                      "riders"                    
##  [9815] "rides"                      "ridge"                     
##  [9817] "ridiculous"                 "ridiculously"              
##  [9819] "riding"                     "right"                     
##  [9821] "right away"                 "right back"                
##  [9823] "right direction"            "right front"               
##  [9825] "right hand"                 "right just"                
##  [9827] "right next"                 "right now"                 
##  [9829] "right now im"               "right one"                 
##  [9831] "right place"                "right thing"               
##  [9833] "right time"                 "right way"                 
##  [9835] "right wrong"                "righteous"                 
##  [9837] "righteousness"              "rights"                    
##  [9839] "riley"                      "rim"                       
##  [9841] "ring"                       "rings"                     
##  [9843] "riot"                       "rip"                       
##  [9845] "ripe"                       "ripped"                    
##  [9847] "rise"                       "risen"                     
##  [9849] "rises"                      "rising"                    
##  [9851] "risk"                       "risks"                     
##  [9853] "rita"                       "rite"                      
##  [9855] "ritual"                     "rival"                     
##  [9857] "river"                      "rivers"                    
##  [9859] "road"                       "road trip"                 
##  [9861] "roads"                      "roast"                     
##  [9863] "roasted"                    "rob"                       
##  [9865] "robert"                     "roberts"                   
##  [9867] "robin"                      "robinson"                  
##  [9869] "robot"                      "rock"                      
##  [9871] "rocked"                     "rocket"                    
##  [9873] "rockies"                    "rockin"                    
##  [9875] "rocking"                    "rocks"                     
##  [9877] "rockstar"                   "rocky"                     
##  [9879] "rod"                        "rode"                      
##  [9881] "rodeo"                      "rodgers"                   
##  [9883] "roger"                      "rogers"                    
##  [9885] "role"                       "role model"                
##  [9887] "roles"                      "roll"                      
##  [9889] "rolled"                     "roller"                    
##  [9891] "rolling"                    "rolls"                     
##  [9893] "roman"                      "romance"                   
##  [9895] "romans"                     "romantic"                  
##  [9897] "rome"                       "romney"                    
##  [9899] "ron"                        "ronald"                    
##  [9901] "rondo"                      "roof"                      
##  [9903] "rookie"                     "room"                      
##  [9905] "room temperature"           "roommate"                  
##  [9907] "rooms"                      "roosevelt"                 
##  [9909] "root"                       "rooting"                   
##  [9911] "roots"                      "rope"                      
##  [9913] "rose"                       "rosemary"                  
##  [9915] "roses"                      "rosie"                     
##  [9917] "ross"                       "roster"                    
##  [9919] "rotation"                   "roth"                      
##  [9921] "rough"                      "roughly"                   
##  [9923] "round"                      "rounded"                   
##  [9925] "rounds"                     "route"                     
##  [9927] "routes"                     "routine"                   
##  [9929] "row"                        "rows"                      
##  [9931] "roy"                        "royal"                     
##  [9933] "royalty"                    "rsvp"                      
##  [9935] "rt “"                       "rt big"                    
##  [9937] "rt can"                     "rt dont"                   
##  [9939] "rt follow"                  "rt good"                   
##  [9941] "rt great"                   "rt happy"                  
##  [9943] "rt hope"                    "rt im"                     
##  [9945] "rt just"                    "rt know"                   
##  [9947] "rt love"                    "rt need"                   
##  [9949] "rt new"                     "rt oh"                     
##  [9951] "rt one"                     "rt rt"                     
##  [9953] "rt still"                   "rt thanks"                 
##  [9955] "rt think"                   "rt today"                  
##  [9957] "rt u"                       "rt want"                   
##  [9959] "rt will"                    "rt youre"                  
##  [9961] "rt“"                        "rts"                       
##  [9963] "rub"                        "rubbed"                    
##  [9965] "rubber"                     "rude"                      
##  [9967] "rug"                        "rugby"                     
##  [9969] "ruin"                       "ruined"                    
##  [9971] "ruins"                      "rule"                      
##  [9973] "ruled"                      "rules"                     
##  [9975] "ruling"                     "rum"                       
##  [9977] "rumor"                      "rumors"                    
##  [9979] "run"                        "run away"                  
##  [9981] "runner"                     "runners"                   
##  [9983] "running"                    "running around"            
##  [9985] "runs"                       "runway"                    
##  [9987] "rural"                      "rush"                      
##  [9989] "rushed"                     "rushing"                   
##  [9991] "russell"                    "russia"                    
##  [9993] "russian"                    "rustic"                    
##  [9995] "rutgers"                    "ruth"                      
##  [9997] "ryan"                       "s new"                     
##  [9999] "s s"                        "sabbath"                   
## [10001] "sacramento"                 "sacred"                    
## [10003] "sacrifice"                  "sad"                       
## [10005] "sad day"                    "sadly"                     
## [10007] "sadness"                    "safe"                      
## [10009] "safe travels"               "safely"                    
## [10011] "safer"                      "safety"                    
## [10013] "saffron"                    "saga"                      
## [10015] "said"                       "said “"                    
## [10017] "said done"                  "said dont"                 
## [10019] "said im"                    "said just"                 
## [10021] "said one"                   "said something"            
## [10023] "said will"                  "sail"                      
## [10025] "sailing"                    "saint"                     
## [10027] "saints"                     "saith"                     
## [10029] "sake"                       "salad"                     
## [10031] "salads"                     "salary"                    
## [10033] "sale"                       "sales"                     
## [10035] "sally"                      "salmon"                    
## [10037] "salon"                      "salsa"                     
## [10039] "salt"                       "salt lake"                 
## [10041] "salt pepper"                "salty"                     
## [10043] "salute"                     "salvation"                 
## [10045] "sam"                        "sample"                    
## [10047] "samples"                    "sampling"                  
## [10049] "samsung"                    "samuel"                    
## [10051] "samurai"                    "san"                       
## [10053] "san antonio"                "san diego"                 
## [10055] "san francisco"              "san jose"                  
## [10057] "sanctions"                  "sanctuary"                 
## [10059] "sand"                       "sanders"                   
## [10061] "sandiego"                   "sands"                     
## [10063] "sandwich"                   "sandwiches"                
## [10065] "sandy"                      "sane"                      
## [10067] "sang"                       "sanity"                    
## [10069] "sans"                       "santa"                     
## [10071] "santa fe"                   "santorum"                  
## [10073] "sara"                       "sarah"                     
## [10075] "sarcasm"                    "sarcastic"                 
## [10077] "sassy"                      "sat"                       
## [10079] "satellite"                  "satisfaction"              
## [10081] "satisfied"                  "satisfy"                   
## [10083] "satisfying"                 "saturday"                  
## [10085] "saturday morning"           "saturday night"            
## [10087] "saturdays"                  "sauce"                     
## [10089] "saucepan"                   "sausage"                   
## [10091] "savage"                     "save"                      
## [10093] "save money"                 "saved"                     
## [10095] "saves"                      "saving"                    
## [10097] "savings"                    "savior"                    
## [10099] "savvy"                      "saw"                       
## [10101] "sax"                        "say"                       
## [10103] "say ’m"                     "say “"                     
## [10105] "say anything"               "say dont"                  
## [10107] "say hello"                  "say hi"                    
## [10109] "say im"                     "say love"                  
## [10111] "say never"                  "say one"                   
## [10113] "say something"              "say thank"                 
## [10115] "say will"                   "say word"                  
## [10117] "say yes"                    "sayin"                     
## [10119] "saying"                     "saying “"                  
## [10121] "says"                       "says “"                    
## [10123] "says will"                  "scale"                     
## [10125] "scam"                       "scan"                      
## [10127] "scandal"                    "scar"                      
## [10129] "scare"                      "scared"                    
## [10131] "scarf"                      "scarlet"                   
## [10133] "scars"                      "scary"                     
## [10135] "scattered"                  "scenario"                  
## [10137] "scenarios"                  "scene"                     
## [10139] "scenes"                     "scent"                     
## [10141] "schedule"                   "scheduled"                 
## [10143] "schedules"                  "scheduling"                
## [10145] "scheme"                     "scholars"                  
## [10147] "scholarship"                "school"                    
## [10149] "school board"               "school im"                 
## [10151] "school today"               "school tomorrow"           
## [10153] "school year"                "schools"                   
## [10155] "science"                    "science fiction"           
## [10157] "sciences"                   "scientific"                
## [10159] "scientist"                  "scientists"                
## [10161] "scifi"                      "scoop"                     
## [10163] "scooter"                    "scope"                     
## [10165] "score"                      "scored"                    
## [10167] "scores"                     "scoring"                   
## [10169] "scotch"                     "scotland"                  
## [10171] "scott"                      "scottish"                  
## [10173] "scout"                      "scouts"                    
## [10175] "scramble"                   "scrap"                     
## [10177] "scrapbook"                  "scrapbooking"              
## [10179] "scrape"                     "scraps"                    
## [10181] "scratch"                    "scream"                    
## [10183] "screamed"                   "screaming"                 
## [10185] "screams"                    "screen"                    
## [10187] "screening"                  "screens"                   
## [10189] "screw"                      "screwed"                   
## [10191] "screws"                     "script"                    
## [10193] "scripture"                  "scroll"                    
## [10195] "sculpture"                  "sea"                       
## [10197] "seafood"                    "seal"                      
## [10199] "sealed"                     "seals"                     
## [10201] "seam"                       "sean"                      
## [10203] "search"                     "searched"                  
## [10205] "searches"                   "searching"                 
## [10207] "season"                     "seasonal"                  
## [10209] "seasoned"                   "seasoning"                 
## [10211] "seasons"                    "seat"                      
## [10213] "seated"                     "seats"                     
## [10215] "seattle"                    "seau"                      
## [10217] "sec"                        "second"                    
## [10219] "second half"                "second time"               
## [10221] "secondary"                  "secondly"                  
## [10223] "seconds"                    "secret"                    
## [10225] "secretary"                  "secretly"                  
## [10227] "secrets"                    "section"                   
## [10229] "sections"                   "sector"                    
## [10231] "secure"                     "secured"                   
## [10233] "security"                   "see"                       
## [10235] "see can"                    "see everyone"              
## [10237] "see first"                  "see goes"                  
## [10239] "see guys"                   "see happens"               
## [10241] "see im"                     "see like"                  
## [10243] "see much"                   "see new"                   
## [10245] "see next"                   "see now"                   
## [10247] "see one"                    "see people"                
## [10249] "see real"                   "see see"                   
## [10251] "see soon"                   "see things"                
## [10253] "see tomorrow"               "see tonight"               
## [10255] "see two"                    "see u"                     
## [10257] "see us"                     "see whats"                 
## [10259] "see ya"                     "seed"                      
## [10261] "seeds"                      "seeing"                    
## [10263] "seek"                       "seeking"                   
## [10265] "seeks"                      "seem"                      
## [10267] "seem like"                  "seemed"                    
## [10269] "seemed like"                "seemingly"                 
## [10271] "seems"                      "seems like"                
## [10273] "seen"                       "seen many"                 
## [10275] "sees"                       "segment"                   
## [10277] "segments"                   "select"                    
## [10279] "selected"                   "selection"                 
## [10281] "selena"                     "self"                      
## [10283] "selfish"                    "sell"                      
## [10285] "selling"                    "sells"                     
## [10287] "selves"                     "semester"                  
## [10289] "seminar"                    "sen"                       
## [10291] "senate"                     "senator"                   
## [10293] "senators"                   "send"                      
## [10295] "send email"                 "send link"                 
## [10297] "send us"                    "sending"                   
## [10299] "sends"                      "senior"                    
## [10301] "seniors"                    "sensation"                 
## [10303] "sense"                      "sense humor"               
## [10305] "senses"                     "sensible"                  
## [10307] "sensitive"                  "sensual"                   
## [10309] "sent"                       "sent email"                
## [10311] "sentence"                   "sentenced"                 
## [10313] "sentences"                  "sentiment"                 
## [10315] "seo"                        "separate"                  
## [10317] "separated"                  "separately"                
## [10319] "separation"                 "sept"                      
## [10321] "september"                  "september th"              
## [10323] "sequel"                     "sequence"                  
## [10325] "serial"                     "series"                    
## [10327] "serious"                    "seriously"                 
## [10329] "sermon"                     "servant"                   
## [10331] "servants"                   "serve"                     
## [10333] "served"                     "server"                    
## [10335] "servers"                    "serves"                    
## [10337] "service"                    "services"                  
## [10339] "services llc"               "serving"                   
## [10341] "sesame"                     "session"                   
## [10343] "sessions"                   "set"                       
## [10345] "set aside"                  "seth"                      
## [10347] "sets"                       "setting"                   
## [10349] "settings"                   "settle"                    
## [10351] "settled"                    "settlement"                
## [10353] "settling"                   "setup"                     
## [10355] "seven"                      "seventh"                   
## [10357] "several"                    "several times"             
## [10359] "several weeks"              "several years"             
## [10361] "severe"                     "severely"                  
## [10363] "sew"                        "sewed"                     
## [10365] "sewing"                     "sex"                       
## [10367] "sexual"                     "sexy"                      
## [10369] "shade"                      "shades"                    
## [10371] "shadow"                     "shadows"                   
## [10373] "shady"                      "shake"                     
## [10375] "shakes"                     "shakespeare"               
## [10377] "shaking"                    "shall"                     
## [10379] "shallow"                    "shame"                     
## [10381] "shampoo"                    "shanghai"                  
## [10383] "shannon"                    "shape"                     
## [10385] "shaped"                     "shapes"                    
## [10387] "shaping"                    "share"                     
## [10389] "shared"                     "shares"                    
## [10391] "sharing"                    "shark"                     
## [10393] "sharks"                     "sharon"                    
## [10395] "sharp"                      "shave"                     
## [10397] "shaved"                     "shaving"                   
## [10399] "shaw"                       "shed"                      
## [10401] "sheen"                      "sheep"                     
## [10403] "sheer"                      "sheet"                     
## [10405] "sheets"                     "shelf"                     
## [10407] "shell"                      "shells"                    
## [10409] "shelter"                    "shelves"                   
## [10411] "shepherd"                   "sheridan"                  
## [10413] "sheriff"                    "sheriffs"                  
## [10415] "shes"                       "shift"                     
## [10417] "shifting"                   "shifts"                    
## [10419] "shine"                      "shining"                   
## [10421] "shiny"                      "ship"                      
## [10423] "shipment"                   "shipped"                   
## [10425] "shipping"                   "ships"                     
## [10427] "shirley"                    "shirt"                     
## [10429] "shirts"                     "shit"                      
## [10431] "shit just"                  "shitty"                    
## [10433] "shock"                      "shocked"                   
## [10435] "shocking"                   "shoe"                      
## [10437] "shoes"                      "shook"                     
## [10439] "shoot"                      "shooting"                  
## [10441] "shoots"                     "shop"                      
## [10443] "shoppers"                   "shopping"                  
## [10445] "shops"                      "shore"                     
## [10447] "short"                      "short stories"             
## [10449] "shorter"                    "shortly"                   
## [10451] "shorts"                     "shot"                      
## [10453] "shots"                      "shoulder"                  
## [10455] "shoulders"                  "shouldn’t"                 
## [10457] "shouldnt"                   "shouldve"                  
## [10459] "shout"                      "shouted"                   
## [10461] "shouting"                   "shoutout"                  
## [10463] "show"                       "show love"                 
## [10465] "show support"               "show tonight"              
## [10467] "show us"                    "showcase"                  
## [10469] "showed"                     "shower"                    
## [10471] "showered"                   "showers"                   
## [10473] "showing"                    "shown"                     
## [10475] "shows"                      "shredded"                  
## [10477] "shrimp"                     "sht"                       
## [10479] "shuffle"                    "shut"                      
## [10481] "shuttle"                    "shy"                       
## [10483] "siblings"                   "sick"                      
## [10485] "sickness"                   "side"                      
## [10487] "side road"                  "sidebar"                   
## [10489] "sides"                      "sidewalk"                  
## [10491] "sidney"                     "sierra"                    
## [10493] "sigh"                       "sight"                     
## [10495] "sign"                       "signal"                    
## [10497] "signals"                    "signature"                 
## [10499] "signed"                     "significance"              
## [10501] "significant"                "significantly"             
## [10503] "signing"                    "signs"                     
## [10505] "silence"                    "silent"                    
## [10507] "silently"                   "silk"                      
## [10509] "silly"                      "silver"                    
## [10511] "similar"                    "similarly"                 
## [10513] "simmons"                    "simon"                     
## [10515] "simple"                     "simplicity"                
## [10517] "simply"                     "simpson"                   
## [10519] "simultaneously"             "sin"                       
## [10521] "since"                      "since first"               
## [10523] "since im"                   "since ive"                 
## [10525] "since last"                 "sincere"                   
## [10527] "sincerely"                  "sing"                      
## [10529] "singapore"                  "singer"                    
## [10531] "singers"                    "singing"                   
## [10533] "single"                     "single day"                
## [10535] "singles"                    "sings"                     
## [10537] "sink"                       "sinking"                   
## [10539] "sinner"                     "sins"                      
## [10541] "sip"                        "sipping"                   
## [10543] "sir"                        "siri"                      
## [10545] "sis"                        "sister"                    
## [10547] "sisters"                    "sit"                       
## [10549] "sit back"                   "site"                      
## [10551] "sites"                      "sits"                      
## [10553] "sittin"                     "sitting"                   
## [10555] "sitting next"               "situation"                 
## [10557] "situations"                 "six"                       
## [10559] "six months"                 "six years"                 
## [10561] "sixteen"                    "sixth"                     
## [10563] "size"                       "sized"                     
## [10565] "sizes"                      "skate"                     
## [10567] "skating"                    "skeptical"                 
## [10569] "sketch"                     "sketchy"                   
## [10571] "ski"                        "skies"                     
## [10573] "skill"                      "skillet"                   
## [10575] "skills"                     "skin"                      
## [10577] "skinny"                     "skins"                     
## [10579] "skip"                       "skipped"                   
## [10581] "skipping"                   "skirt"                     
## [10583] "skirts"                     "skull"                     
## [10585] "sky"                        "skype"                     
## [10587] "slacker"                    "slam"                      
## [10589] "slap"                       "slave"                     
## [10591] "slavery"                    "slaves"                    
## [10593] "slavic"                     "sleek"                     
## [10595] "sleep"                      "sleeping"                  
## [10597] "sleepless"                  "sleeps"                    
## [10599] "sleepy"                     "sleeve"                    
## [10601] "sleeves"                    "slept"                     
## [10603] "slice"                      "sliced"                    
## [10605] "slices"                     "slick"                     
## [10607] "slid"                       "slide"                     
## [10609] "slides"                     "slight"                    
## [10611] "slightly"                   "slim"                      
## [10613] "slip"                       "slipped"                   
## [10615] "slippery"                   "sloppy"                    
## [10617] "slot"                       "slow"                      
## [10619] "slower"                     "slowly"                    
## [10621] "slut"                       "smack"                     
## [10623] "small"                      "small bowl"                
## [10625] "small business"             "small businesses"          
## [10627] "small group"                "small town"                
## [10629] "small world"                "smaller"                   
## [10631] "smallest"                   "smart"                     
## [10633] "smarter"                    "smash"                     
## [10635] "smashed"                    "smell"                     
## [10637] "smell like"                 "smelled"                   
## [10639] "smelling"                   "smells"                    
## [10641] "smells like"                "smelly"                    
## [10643] "smh"                        "smile"                     
## [10645] "smile face"                 "smiled"                    
## [10647] "smiles"                     "smiley"                    
## [10649] "smiling"                    "smith"                     
## [10651] "smoke"                      "smoked"                    
## [10653] "smokin"                     "smoking"                   
## [10655] "smooth"                     "smoothie"                  
## [10657] "snack"                      "snacks"                    
## [10659] "snake"                      "snap"                      
## [10661] "snapped"                    "sneak"                     
## [10663] "snl"                        "snow"                      
## [10665] "snowing"                    "snowmobile"                
## [10667] "snowy"                      "snuggle"                   
## [10669] "soak"                       "soaked"                    
## [10671] "soap"                       "sober"                     
## [10673] "socalled"                   "soccer"                    
## [10675] "soccer game"                "soccer team"               
## [10677] "social"                     "social media"              
## [10679] "social networking"          "social networks"           
## [10681] "social security"            "socialist"                 
## [10683] "societies"                  "society"                   
## [10685] "sock"                       "socks"                     
## [10687] "soda"                       "sofa"                      
## [10689] "soft"                       "softball"                  
## [10691] "softly"                     "software"                  
## [10693] "soil"                       "solar"                     
## [10695] "sold"                       "soldier"                   
## [10697] "soldiers"                   "sole"                      
## [10699] "solely"                     "solid"                     
## [10701] "solo"                       "solomon"                   
## [10703] "solution"                   "solutions"                 
## [10705] "solve"                      "solved"                    
## [10707] "solving"                    "somebody"                  
## [10709] "someday"                    "someday will"              
## [10711] "somehow"                    "someone"                   
## [10713] "someone can"                "someone else"              
## [10715] "someone elses"              "someone just"              
## [10717] "someone know"               "someone like"              
## [10719] "someone love"               "someone please"            
## [10721] "someone talk"               "someone’s"                 
## [10723] "someones"                   "somerset"                  
## [10725] "somethin"                   "something"                 
## [10727] "something can"              "something different"       
## [10729] "something else"             "something good"            
## [10731] "something im"               "something like"            
## [10733] "something new"              "something really"          
## [10735] "something right"            "something special"         
## [10737] "something will"             "sometime"                  
## [10739] "sometimes"                  "sometimes just"            
## [10741] "somewhat"                   "somewhere"                 
## [10743] "son"                        "song"                      
## [10745] "songs"                      "sons"                      
## [10747] "sony"                       "soo"                       
## [10749] "soo much"                   "soon"                      
## [10751] "soon can"                   "sooner"                    
## [10753] "soothing"                   "sophisticated"             
## [10755] "sophomore"                  "sore"                      
## [10757] "sorrow"                     "sorry"                     
## [10759] "sorry couldnt"              "sorry didnt"               
## [10761] "sorry hear"                 "sorry im"                  
## [10763] "sorry missed"               "sort"                      
## [10765] "sorta"                      "sorts"                     
## [10767] "sought"                     "soul"                      
## [10769] "souls"                      "sound"                     
## [10771] "sound good"                 "sound like"                
## [10773] "sounded"                    "sounded like"              
## [10775] "sounding"                   "sounds"                    
## [10777] "sounds good"                "sounds great"              
## [10779] "sounds like"                "soundtrack"                
## [10781] "soup"                       "soups"                     
## [10783] "sour"                       "sour cream"                
## [10785] "source"                     "sources"                   
## [10787] "south"                      "south africa"              
## [10789] "south african"              "south carolina"            
## [10791] "southeast"                  "southern"                  
## [10793] "southwest"                  "soviet"                    
## [10795] "sox"                        "soy"                       
## [10797] "spa"                        "space"                     
## [10799] "spaces"                     "spaghetti"                 
## [10801] "spain"                      "spam"                      
## [10803] "span"                       "spanish"                   
## [10805] "spare"                      "spare time"                
## [10807] "spark"                      "sparkle"                   
## [10809] "sparkly"                    "speak"                     
## [10811] "speaker"                    "speakers"                  
## [10813] "speaking"                   "speaks"                    
## [10815] "special"                    "special day"               
## [10817] "special guest"              "specialist"                
## [10819] "specially"                  "specials"                  
## [10821] "specialty"                  "species"                   
## [10823] "specific"                   "specifically"              
## [10825] "spectacular"                "spectrum"                  
## [10827] "speculation"                "speech"                    
## [10829] "speed"                      "speedy"                    
## [10831] "spell"                      "spellbinders"              
## [10833] "spelled"                    "spelling"                  
## [10835] "spend"                      "spend lot"                 
## [10837] "spend money"                "spend time"                
## [10839] "spending"                   "spending money"            
## [10841] "spending time"              "spends"                    
## [10843] "spent"                      "spent day"                 
## [10845] "spent time"                 "spice"                     
## [10847] "spices"                     "spicy"                     
## [10849] "spider"                     "spiders"                   
## [10851] "spill"                      "spilled"                   
## [10853] "spin"                       "spinach"                   
## [10855] "spine"                      "spinning"                  
## [10857] "spirit"                     "spirits"                   
## [10859] "spiritual"                  "spit"                      
## [10861] "spite"                      "splash"                    
## [10863] "split"                      "splits"                    
## [10865] "spoil"                      "spoiled"                   
## [10867] "spoke"                      "spoken"                    
## [10869] "spokesman"                  "spokesperson"              
## [10871] "sponge"                     "spongebob"                 
## [10873] "sponsor"                    "sponsored"                 
## [10875] "sponsoring"                 "sponsors"                  
## [10877] "sponsorship"                "spontaneous"               
## [10879] "spoon"                      "spoons"                    
## [10881] "sport"                      "sporting"                  
## [10883] "sports"                     "spot"                      
## [10885] "spotify"                    "spotlight"                 
## [10887] "spots"                      "spotted"                   
## [10889] "spouse"                     "spray"                     
## [10891] "spread"                     "spread word"               
## [10893] "spreading"                  "spreading word"            
## [10895] "spring"                     "spring break"              
## [10897] "springs"                    "sprinkle"                  
## [10899] "sprinkled"                  "sprint"                    
## [10901] "spurs"                      "spy"                       
## [10903] "squad"                      "square"                    
## [10905] "squares"                    "squash"                    
## [10907] "squeeze"                    "squirrel"                  
## [10909] "sry"                        "st century"                
## [10911] "st louis"                   "st patricks"               
## [10913] "st patricks day"            "st pattys"                 
## [10915] "stab"                       "stable"                    
## [10917] "stack"                      "stadium"                   
## [10919] "staff"                      "stage"                     
## [10921] "stages"                     "stains"                    
## [10923] "stairs"                     "stake"                     
## [10925] "stalking"                   "stall"                     
## [10927] "stamp"                      "stamp set"                 
## [10929] "stamped"                    "stampin"                   
## [10931] "stamping"                   "stamps"                    
## [10933] "stance"                     "stand"                     
## [10935] "standard"                   "standards"                 
## [10937] "standing"                   "stands"                    
## [10939] "stanford"                   "stanley"                   
## [10941] "staple"                     "star"                      
## [10943] "star trek"                  "starbucks"                 
## [10945] "stare"                      "stared"                    
## [10947] "staring"                    "stark"                     
## [10949] "starring"                   "stars"                     
## [10951] "start"                      "start day"                 
## [10953] "start new"                  "start week"                
## [10955] "start working"              "started"                   
## [10957] "started reading"            "starter"                   
## [10959] "starters"                   "starting"                  
## [10961] "starting get"               "starts"                    
## [10963] "starts pm"                  "startup"                   
## [10965] "starving"                   "stash"                     
## [10967] "stat"                       "state"                     
## [10969] "state university"           "stated"                    
## [10971] "statement"                  "statements"                
## [10973] "states"                     "stating"                   
## [10975] "station"                    "stations"                  
## [10977] "statistics"                 "stats"                     
## [10979] "status"                     "stay"                      
## [10981] "stay away"                  "stay home"                 
## [10983] "stay tuned"                 "stayed"                    
## [10985] "staying"                    "stays"                     
## [10987] "steady"                     "steak"                     
## [10989] "steal"                      "stealing"                  
## [10991] "steals"                     "steam"                     
## [10993] "steamed"                    "steampunk"                 
## [10995] "steel"                      "steelers"                  
## [10997] "steep"                      "stellar"                   
## [10999] "stem"                       "step"                      
## [11001] "stephanie"                  "stephen"                   
## [11003] "stepped"                    "stepping"                  
## [11005] "steps"                      "stereotypes"               
## [11007] "steve"                      "steve jobs"                
## [11009] "steven"                     "stevens"                   
## [11011] "stevie"                     "stewart"                   
## [11013] "stick"                      "sticker"                   
## [11015] "stickers"                   "sticking"                  
## [11017] "sticks"                     "sticky"                    
## [11019] "stiff"                      "still"                     
## [11021] "still alive"                "still available"           
## [11023] "still cant"                 "still dont"                
## [11025] "still get"                  "still going"               
## [11027] "still got"                  "still like"                
## [11029] "still looking"              "still love"                
## [11031] "still need"                 "still remember"            
## [11033] "still think"                "still thinking"            
## [11035] "still trying"               "still waiting"             
## [11037] "still want"                 "still working"             
## [11039] "stir"                       "stirring"                  
## [11041] "stitch"                     "stitches"                  
## [11043] "stitching"                  "stl"                       
## [11045] "stock"                      "stocking"                  
## [11047] "stocks"                     "stoked"                    
## [11049] "stole"                      "stolen"                    
## [11051] "stomach"                    "stone"                     
## [11053] "stones"                     "stood"                     
## [11055] "stop"                       "stop talking"              
## [11057] "stop thinking"              "stopped"                   
## [11059] "stopping"                   "stops"                     
## [11061] "storage"                    "store"                     
## [11063] "stored"                     "stores"                    
## [11065] "stories"                    "storm"                     
## [11067] "storms"                     "story"                     
## [11069] "story life"                 "story one"                 
## [11071] "storyline"                  "storyteller"               
## [11073] "storytelling"               "stout"                     
## [11075] "straight"                   "straightforward"           
## [11077] "strain"                     "strange"                   
## [11079] "strangely"                  "stranger"                  
## [11081] "strangers"                  "strategic"                 
## [11083] "strategies"                 "strategy"                  
## [11085] "straw"                      "strawberries"              
## [11087] "strawberry"                 "stray"                     
## [11089] "streak"                     "stream"                    
## [11091] "streaming"                  "streams"                   
## [11093] "street"                     "streets"                   
## [11095] "strength"                   "strengthen"                
## [11097] "strengths"                  "stress"                    
## [11099] "stressed"                   "stressful"                 
## [11101] "stretch"                    "stretched"                 
## [11103] "stretching"                 "strict"                    
## [11105] "strictly"                   "strike"                    
## [11107] "strikes"                    "striking"                  
## [11109] "string"                     "strings"                   
## [11111] "strip"                      "stripped"                  
## [11113] "strips"                     "strive"                    
## [11115] "stroke"                     "stroll"                    
## [11117] "strong"                     "stronger"                  
## [11119] "strongest"                  "strongly"                  
## [11121] "struck"                     "structure"                 
## [11123] "structures"                 "struggle"                  
## [11125] "struggled"                  "struggles"                 
## [11127] "struggling"                 "stuart"                    
## [11129] "stuck"                      "stuck head"                
## [11131] "student"                    "students"                  
## [11133] "studied"                    "studies"                   
## [11135] "studio"                     "studios"                   
## [11137] "study"                      "studying"                  
## [11139] "stuff"                      "stuff like"                
## [11141] "stuffed"                    "stuffing"                  
## [11143] "stumble"                    "stumbled"                  
## [11145] "stunning"                   "stupid"                    
## [11147] "stupidity"                  "style"                     
## [11149] "styles"                     "stylish"                   
## [11151] "stylus"                     "sub"                       
## [11153] "subject"                    "subjected"                 
## [11155] "subjects"                   "submission"                
## [11157] "submissions"                "submit"                    
## [11159] "submitted"                  "subscribe"                 
## [11161] "subscribers"                "subscription"              
## [11163] "subsequent"                 "substance"                 
## [11165] "substantial"                "substantially"             
## [11167] "substitute"                 "subtle"                    
## [11169] "suburban"                   "subway"                    
## [11171] "succeed"                    "success"                   
## [11173] "successful"                 "successfully"              
## [11175] "suck"                       "sucked"                    
## [11177] "sucker"                     "sucking"                   
## [11179] "sucks"                      "sudan"                     
## [11181] "sudden"                     "suddenly"                  
## [11183] "sue"                        "suffer"                    
## [11185] "suffered"                   "suffering"                 
## [11187] "suffice"                    "sufficient"                
## [11189] "sugar"                      "suggest"                   
## [11191] "suggested"                  "suggesting"                
## [11193] "suggestion"                 "suggestions"               
## [11195] "suggests"                   "suicide"                   
## [11197] "suicides"                   "suit"                      
## [11199] "suitable"                   "suitcase"                  
## [11201] "suite"                      "suits"                     
## [11203] "sum"                        "summary"                   
## [11205] "summer"                     "summer time"               
## [11207] "summers"                    "summit"                    
## [11209] "sums"                       "sun"                       
## [11211] "sunday"                     "sunday afternoon"          
## [11213] "sunday morning"             "sunday night"              
## [11215] "sundays"                    "sunflower"                 
## [11217] "sung"                       "sunglasses"                
## [11219] "sunlight"                   "sunny"                     
## [11221] "sunrise"                    "suns"                      
## [11223] "sunset"                     "sunshine"                  
## [11225] "sup"                        "super"                     
## [11227] "super bowl"                 "super cute"                
## [11229] "super excited"              "superb"                    
## [11231] "superbowl"                  "superhero"                 
## [11233] "superior"                   "supernatural"              
## [11235] "superstar"                  "supper"                    
## [11237] "supplied"                   "supplies"                  
## [11239] "supply"                     "support"                   
## [11241] "support group"              "support local"             
## [11243] "supported"                  "supporters"                
## [11245] "supporting"                 "supportive"                
## [11247] "supports"                   "suppose"                   
## [11249] "supposed"                   "supposedly"                
## [11251] "supreme"                    "supreme court"             
## [11253] "sure"                       "sure can"                  
## [11255] "sure check"                 "sure many"                 
## [11257] "sure will"                  "surely"                    
## [11259] "surf"                       "surface"                   
## [11261] "surfing"                    "surge"                     
## [11263] "surgery"                    "surprise"                  
## [11265] "surprised"                  "surprises"                 
## [11267] "surprising"                 "surprisingly"              
## [11269] "surreal"                    "surrender"                 
## [11271] "surrendered"                "surround"                  
## [11273] "surrounded"                 "surrounding"               
## [11275] "surveillance"               "survey"                    
## [11277] "survival"                   "survive"                   
## [11279] "survived"                   "surviving"                 
## [11281] "survivor"                   "survivors"                 
## [11283] "susan"                      "sushi"                     
## [11285] "suspect"                    "suspects"                  
## [11287] "suspended"                  "suspension"                
## [11289] "suspicious"                 "sustain"                   
## [11291] "sustainability"             "sustainable"               
## [11293] "swag"                       "swallow"                   
## [11295] "swap"                       "swear"                     
## [11297] "sweat"                      "sweater"                   
## [11299] "sweating"                   "sweaty"                    
## [11301] "sweden"                     "sweep"                     
## [11303] "sweeping"                   "sweeps"                    
## [11305] "sweet"                      "sweetest"                  
## [11307] "sweetheart"                 "sweetie"                   
## [11309] "sweetness"                  "sweets"                    
## [11311] "swept"                      "swift"                     
## [11313] "swim"                       "swimming"                  
## [11315] "swing"                      "swiss"                     
## [11317] "switch"                     "switched"                  
## [11319] "switching"                  "sword"                     
## [11321] "sxsw"                       "sydney"                    
## [11323] "symbol"                     "symbols"                   
## [11325] "sympathy"                   "symposium"                 
## [11327] "symptoms"                   "sync"                      
## [11329] "syndrome"                   "synopsis"                  
## [11331] "syracuse"                   "syria"                     
## [11333] "syrup"                      "system"                    
## [11335] "systems"                    "tab"                       
## [11337] "table"                      "tables"                    
## [11339] "tablespoon"                 "tablespoons"               
## [11341] "tablet"                     "tablets"                   
## [11343] "tabs"                       "tackle"                    
## [11345] "tackling"                   "taco"                      
## [11347] "taco bell"                  "tacos"                     
## [11349] "tactics"                    "tad"                       
## [11351] "tag"                        "tagged"                    
## [11353] "tags"                       "tail"                      
## [11355] "tailgate"                   "tainted"                   
## [11357] "take"                       "take action"               
## [11359] "take advantage"             "take away"                 
## [11361] "take back"                  "take break"                
## [11363] "take care"                  "take get"                  
## [11365] "take good"                  "take granted"              
## [11367] "take long"                  "take look"                 
## [11369] "take much"                  "take nap"                  
## [11371] "take one"                   "take picture"              
## [11373] "take pictures"              "take place"                
## [11375] "take risk"                  "take time"                 
## [11377] "take us"                    "taken"                     
## [11379] "takeover"                   "takes"                     
## [11381] "takes place"                "takes time"                
## [11383] "taking"                     "taking care"               
## [11385] "taking pictures"            "taking place"              
## [11387] "taking time"                "tale"                      
## [11389] "talent"                     "talented"                  
## [11391] "talents"                    "tales"                     
## [11393] "talk"                       "talked"                    
## [11395] "talkin"                     "talking"                   
## [11397] "talks"                      "tall"                      
## [11399] "tame"                       "tampa"                     
## [11401] "tampa bay"                  "tan"                       
## [11403] "tank"                       "tanks"                     
## [11405] "tanning"                    "tap"                       
## [11407] "tape"                       "taped"                     
## [11409] "tapes"                      "tapped"                    
## [11411] "target"                     "targeted"                  
## [11413] "targeting"                  "targets"                   
## [11415] "tart"                       "task"                      
## [11417] "task force"                 "tasks"                     
## [11419] "taste"                      "tasted"                    
## [11421] "tastes"                     "tasting"                   
## [11423] "tasty"                      "tat"                       
## [11425] "tattoo"                     "tattoos"                   
## [11427] "taught"                     "tavern"                    
## [11429] "tax"                        "taxes"                     
## [11431] "taxi"                       "taxpayers"                 
## [11433] "taylor"                     "taylor swift"              
## [11435] "tbs"                        "tbsp"                      
## [11437] "tea"                        "tea party"                 
## [11439] "teach"                      "teacher"                   
## [11441] "teachers"                   "teaching"                  
## [11443] "team"                       "teamfollowback"            
## [11445] "teammates"                  "teams"                     
## [11447] "tear"                       "tears"                     
## [11449] "tease"                      "teaspoon"                  
## [11451] "tebow"                      "tech"                      
## [11453] "technical"                  "technically"               
## [11455] "technique"                  "techniques"                
## [11457] "technologies"               "technology"                
## [11459] "ted"                        "teddy"                     
## [11461] "tee"                        "teen"                      
## [11463] "teenage"                    "teenager"                  
## [11465] "teenagers"                  "teens"                     
## [11467] "teeth"                      "telephone"                 
## [11469] "television"                 "tell"                      
## [11471] "tell friends"               "tell people"               
## [11473] "tell story"                 "tell truth"                
## [11475] "tell u"                     "tell us"                   
## [11477] "tell ya"                    "tellin"                    
## [11479] "telling"                    "telling story"             
## [11481] "telling us"                 "tells"                     
## [11483] "tells us"                   "temp"                      
## [11485] "temper"                     "temperature"               
## [11487] "temperatures"               "template"                  
## [11489] "temple"                     "temporarily"               
## [11491] "temporary"                  "temps"                     
## [11493] "temptation"                 "tempted"                   
## [11495] "ten"                        "ten minutes"               
## [11497] "ten years"                  "tend"                      
## [11499] "tendencies"                 "tendency"                  
## [11501] "tender"                     "tends"                     
## [11503] "tennessee"                  "tennis"                    
## [11505] "tension"                    "tent"                      
## [11507] "tenure"                     "tequila"                   
## [11509] "term"                       "terminal"                  
## [11511] "terms"                      "terrible"                  
## [11513] "terribly"                   "terrific"                  
## [11515] "terrified"                  "terrifying"                
## [11517] "territory"                  "terror"                    
## [11519] "terrorism"                  "terrorist"                 
## [11521] "terrorists"                 "terry"                     
## [11523] "test"                       "testament"                 
## [11525] "tested"                     "testimony"                 
## [11527] "testing"                    "tests"                     
## [11529] "texans"                     "texas"                     
## [11531] "text"                       "text back"                 
## [11533] "text messages"              "texted"                    
## [11535] "texting"                    "texts"                     
## [11537] "texture"                    "textures"                  
## [11539] "tgif"                       "th anniversary"            
## [11541] "th annual"                  "th birthday"               
## [11543] "th century"                 "th follower"               
## [11545] "th grade"                   "th july"                   
## [11547] "th pm"                      "th st"                     
## [11549] "th street"                  "th th"                     
## [11551] "tha"                        "thai"                      
## [11553] "thailand"                   "thank"                     
## [11555] "thank everyone"             "thank follow"              
## [11557] "thank following"            "thank god"                 
## [11559] "thank goodness"             "thank great"               
## [11561] "thank love"                 "thank much"                
## [11563] "thank rt"                   "thank support"             
## [11565] "thank u"                    "thanked"                   
## [11567] "thankful"                   "thankfully"                
## [11569] "thanking"                   "thanks"                    
## [11571] "thanks coming"              "thanks everyone"           
## [11573] "thanks everyone came"       "thanks ff"                 
## [11575] "thanks follow"              "thanks following"          
## [11577] "thanks following us"        "thanks glad"               
## [11579] "thanks great"               "thanks guys"               
## [11581] "thanks im"                  "thanks kind"               
## [11583] "thanks kind words"          "thanks letting"            
## [11585] "thanks love"                "thanks man"                
## [11587] "thanks mention"             "thanks much"               
## [11589] "thanks new"                 "thanks retweet"            
## [11591] "thanks rt"                  "thanks rts"                
## [11593] "thanks sharing"             "thanks shout"              
## [11595] "thanks shoutout"            "thanks stopping"           
## [11597] "thanks support"             "thanks tweet"              
## [11599] "thanks will"                "thanksgiving"              
## [11601] "thankyou"                   "thanx"                     
## [11603] "thatll"                     "thats"                     
## [11605] "thats awesome"              "thats bad"                 
## [11607] "thats best"                 "thats cool"                
## [11609] "thats funny"                "thats good"                
## [11611] "thats great"                "thats im"                  
## [11613] "thats just"                 "thats like"                
## [11615] "thats one"                  "thats pretty"              
## [11617] "thats really"               "thats right"               
## [11619] "thats way"                  "theater"                   
## [11621] "theaters"                   "theatre"                   
## [11623] "thee"                       "theft"                     
## [11625] "theme"                      "themed"                    
## [11627] "themes"                     "theology"                  
## [11629] "theories"                   "theory"                    
## [11631] "therapist"                  "therapy"                   
## [11633] "therefore"                  "theres"                    
## [11635] "theres always"              "theres lot"                
## [11637] "theres nothing"             "theres one"                
## [11639] "theres something"           "theres way"                
## [11641] "thevoice"                   "theyd"                     
## [11643] "theyll"                     "theyre"                    
## [11645] "theyre going"               "theyve"                    
## [11647] "thick"                      "thief"                     
## [11649] "thighs"                     "thin"                      
## [11651] "thing"                      "thing can"                 
## [11653] "thing ever"                 "thing im"                  
## [11655] "thing ive"                  "thing just"                
## [11657] "thing say"                  "thing will"                
## [11659] "thing world"                "things"                    
## [11661] "things ’ve"                 "things better"             
## [11663] "things can"                 "things change"             
## [11665] "things come"                "things done"               
## [11667] "things dont"                "things get"                
## [11669] "things go"                  "things going"              
## [11671] "things happen"              "things ive"                
## [11673] "things just"                "things life"               
## [11675] "things like"                "things need"               
## [11677] "things really"              "things want"               
## [11679] "things will"                "thingy"                    
## [11681] "think"                      "think ’ll"                 
## [11683] "think ’s"                   "think anything"            
## [11685] "think best"                 "think better"              
## [11687] "think can"                  "think going"               
## [11689] "think good"                 "think got"                 
## [11691] "think great"                "think id"                  
## [11693] "think ill"                  "think im"                  
## [11695] "think im going"             "think ive"                 
## [11697] "think just"                 "think know"                
## [11699] "think like"                 "think lot"                 
## [11701] "think make"                 "think might"               
## [11703] "think much"                 "think need"                
## [11705] "think one"                  "think people"              
## [11707] "think really"               "think something"           
## [11709] "think thats"                "think theyre"              
## [11711] "think things"               "think think"               
## [11713] "think time"                 "think will"                
## [11715] "think youre"                "thinking"                  
## [11717] "thinks"                     "thinks im"                 
## [11719] "third"                      "third time"                
## [11721] "thirsty"                    "thirteen"                  
## [11723] "thirty"                     "thnx"                      
## [11725] "tho"                        "thomas"                    
## [11727] "thompson"                   "thorough"                  
## [11729] "thoroughly"                 "thou"                      
## [11731] "though"                     "though ’s"                 
## [11733] "though im"                  "though just"               
## [11735] "thought"                    "thought ’d"                
## [11737] "thought id"                 "thought just"              
## [11739] "thought might"              "thought one"               
## [11741] "thought u"                  "thoughtful"                
## [11743] "thoughts"                   "thousand"                  
## [11745] "thousands"                  "thread"                    
## [11747] "threads"                    "threat"                    
## [11749] "threaten"                   "threatened"                
## [11751] "threatening"                "threats"                   
## [11753] "three"                      "three days"                
## [11755] "three months"               "three things"              
## [11757] "three times"                "three weeks"               
## [11759] "three years"                "threw"                     
## [11761] "thrift"                     "thrill"                    
## [11763] "thrilled"                   "thriller"                  
## [11765] "thrilling"                  "throat"                    
## [11767] "throne"                     "thrones"                   
## [11769] "throughout"                 "throughout day"            
## [11771] "throw"                      "throwing"                  
## [11773] "thrown"                     "throws"                    
## [11775] "thru"                       "tht"                       
## [11777] "thumb"                      "thumbs"                    
## [11779] "thunder"                    "thurs"                     
## [11781] "thursday"                   "thursday night"            
## [11783] "thursdays"                  "thus"                      
## [11785] "thus far"                   "thx"                       
## [11787] "thy"                        "tick"                      
## [11789] "ticket"                     "tickets"                   
## [11791] "tickets see"                "tide"                      
## [11793] "tie"                        "tied"                      
## [11795] "tier"                       "ties"                      
## [11797] "tiger"                      "tigers"                    
## [11799] "tight"                      "tightly"                   
## [11801] "til"                        "tile"                      
## [11803] "till"                       "tim"                       
## [11805] "timbers"                    "time"                      
## [11807] "time ’s"                    "time ago"                  
## [11809] "time around"                "time can"                  
## [11811] "time change"                "time coming"               
## [11813] "time day"                   "time dont"                 
## [11815] "time even"                  "time family"               
## [11817] "time get"                   "time getting"              
## [11819] "time go"                    "time going"                
## [11821] "time good"                  "time got"                  
## [11823] "time great"                 "time im"                   
## [11825] "time ive"                   "time just"                 
## [11827] "time last"                  "time life"                 
## [11829] "time little"                "time lol"                  
## [11831] "time long"                  "time make"                 
## [11833] "time money"                 "time new"                  
## [11835] "time next"                  "time now"                  
## [11837] "time one"                   "time people"               
## [11839] "time read"                  "time right"                
## [11841] "time saw"                   "time see"                  
## [11843] "time since"                 "time soon"                 
## [11845] "time spent"                 "time start"                
## [11847] "time take"                  "time talk"                 
## [11849] "time think"                 "time time"                 
## [11851] "time today"                 "time together"             
## [11853] "time trying"                "time watch"                
## [11855] "time will"                  "time year"                 
## [11857] "time”"                      "timeline"                  
## [11859] "timely"                     "times"                     
## [11861] "times day"                  "times week"                
## [11863] "timing"                     "timothy"                   
## [11865] "tin"                        "tina"                      
## [11867] "tiny"                       "tip"                       
## [11869] "tips"                       "tire"                      
## [11871] "tired"                      "tires"                     
## [11873] "tis"                        "tissue"                    
## [11875] "titanic"                    "title"                     
## [11877] "titled"                     "titles"                    
## [11879] "tits"                       "tix"                       
## [11881] "tmrw"                       "toast"                     
## [11883] "toasted"                    "tobacco"                   
## [11885] "today"                      "today can"                 
## [11887] "today day"                  "today first"               
## [11889] "today good"                 "today great"               
## [11891] "today im"                   "today just"                
## [11893] "today last"                 "today love"                
## [11895] "today new"                  "today one"                 
## [11897] "today pm"                   "today really"              
## [11899] "today show"                 "today still"               
## [11901] "today tomorrow"             "today will"                
## [11903] "today’s"                    "today”"                    
## [11905] "todays"                     "todd"                      
## [11907] "toddler"                    "toddlers"                  
## [11909] "todo"                       "todo list"                 
## [11911] "toe"                        "toes"                      
## [11913] "tofu"                       "together"                  
## [11915] "toilet"                     "told"                      
## [11917] "told us"                    "tolerance"                 
## [11919] "tom"                        "tomato"                    
## [11921] "tomatoes"                   "tommy"                     
## [11923] "tomorrow"                   "tomorrow morning"          
## [11925] "tomorrow night"             "tomorrow see"              
## [11927] "tomorrow will"              "tomorrows"                 
## [11929] "toms"                       "ton"                       
## [11931] "tone"                       "tones"                     
## [11933] "tongue"                     "tongues"                   
## [11935] "tonight"                    "tonight can"               
## [11937] "tonight get"                "tonight im"                
## [11939] "tonight pm"                 "tonights"                  
## [11941] "tonite"                     "tons"                      
## [11943] "tony"                       "took"                      
## [11945] "took long"                  "took place"                
## [11947] "took time"                  "took us"                   
## [11949] "tool"                       "tools"                     
## [11951] "tooth"                      "toothbrush"                
## [11953] "top"                        "topic"                     
## [11955] "topics"                     "topped"                    
## [11957] "topping"                    "tops"                      
## [11959] "torch"                      "tore"                      
## [11961] "torn"                       "tornado"                   
## [11963] "tornadoes"                  "toronto"                   
## [11965] "torture"                    "toss"                      
## [11967] "tossed"                     "total"                     
## [11969] "totally"                    "totally agree"             
## [11971] "touch"                      "touched"                   
## [11973] "touches"                    "touching"                  
## [11975] "tough"                      "toughest"                  
## [11977] "tour"                       "touring"                   
## [11979] "tourism"                    "tourist"                   
## [11981] "tourists"                   "tournament"                
## [11983] "tourney"                    "tours"                     
## [11985] "toward"                     "towards"                   
## [11987] "towards end"                "towel"                     
## [11989] "tower"                      "towers"                    
## [11991] "town"                       "town hall"                 
## [11993] "towns"                      "toy"                       
## [11995] "toyota"                     "toys"                      
## [11997] "trace"                      "traced"                    
## [11999] "track"                      "tracking"                  
## [12001] "tracks"                     "tracy"                     
## [12003] "trade"                      "traded"                    
## [12005] "trader"                     "trading"                   
## [12007] "tradition"                  "traditional"               
## [12009] "traditionally"              "traditions"                
## [12011] "traffic"                    "trafficking"               
## [12013] "tragedy"                    "tragic"                    
## [12015] "trail"                      "trailer"                   
## [12017] "trails"                     "train"                     
## [12019] "train station"              "trained"                   
## [12021] "trainer"                    "training"                  
## [12023] "trains"                     "traits"                    
## [12025] "transfer"                   "transferred"               
## [12027] "transform"                  "transformation"            
## [12029] "transformed"                "transit"                   
## [12031] "transition"                 "translate"                 
## [12033] "translated"                 "translates"                
## [12035] "translation"                "transmission"              
## [12037] "transparency"               "transparent"               
## [12039] "transplant"                 "transport"                 
## [12041] "transportation"             "trap"                      
## [12043] "trapped"                    "trash"                     
## [12045] "trauma"                     "travel"                    
## [12047] "traveled"                   "traveling"                 
## [12049] "travelled"                  "travelling"                
## [12051] "travels"                    "travis"                    
## [12053] "tray"                       "trayvon"                   
## [12055] "trayvon martin"             "treadmill"                 
## [12057] "treasure"                   "treasury"                  
## [12059] "treat"                      "treated"                   
## [12061] "treated like"               "treating"                  
## [12063] "treatment"                  "treatments"                
## [12065] "treats"                     "treaty"                    
## [12067] "tree"                       "trees"                     
## [12069] "trek"                       "tremendous"                
## [12071] "trend"                      "trending"                  
## [12073] "trends"                     "trendy"                    
## [12075] "trial"                      "trials"                    
## [12077] "triangle"                   "tribune"                   
## [12079] "tribute"                    "trick"                     
## [12081] "tricks"                     "tricky"                    
## [12083] "tried"                      "tried make"                
## [12085] "tries"                      "trigger"                   
## [12087] "trillion"                   "trilogy"                   
## [12089] "trim"                       "trinity"                   
## [12091] "trio"                       "trip"                      
## [12093] "triple"                     "trips"                     
## [12095] "trivia"                     "troll"                     
## [12097] "troops"                     "trophy"                    
## [12099] "tropical"                   "trouble"                   
## [12101] "troubled"                   "troubles"                  
## [12103] "troy"                       "truck"                     
## [12105] "trucks"                     "true"                      
## [12107] "true love"                  "true rt"                   
## [12109] "truffle"                    "truly"                     
## [12111] "trunk"                      "trust"                     
## [12113] "trusted"                    "truth"                     
## [12115] "truth rt"                   "truths"                    
## [12117] "try"                        "try find"                  
## [12119] "try get"                    "try hard"                  
## [12121] "try make"                   "try new"                   
## [12123] "try one"                    "try something"             
## [12125] "tryin"                      "trying"                    
## [12127] "trying figure"              "trying find"               
## [12129] "trying get"                 "trying keep"               
## [12131] "trying make"                "tryna"                     
## [12133] "tshirt"                     "tshirts"                   
## [12135] "tsp"                        "tsunami"                   
## [12137] "tub"                        "tube"                      
## [12139] "tuck"                       "tucked"                    
## [12141] "tucson"                     "tues"                      
## [12143] "tuesday"                    "tuesday night"             
## [12145] "tuesdays"                   "tumblr"                    
## [12147] "tummy"                      "tuna"                      
## [12149] "tune"                       "tuned"                     
## [12151] "tunes"                      "tuning"                    
## [12153] "tunnel"                     "turf"                      
## [12155] "turkey"                     "turn"                      
## [12157] "turn around"                "turned"                    
## [12159] "turner"                     "turning"                   
## [12161] "turnout"                    "turns"                     
## [12163] "turquoise"                  "tutorial"                  
## [12165] "tv show"                    "tvs"                       
## [12167] "tweeps"                     "tweet"                     
## [12169] "tweet tweet"                "tweet us"                  
## [12171] "tweeted"                    "tweeters"                  
## [12173] "tweetin"                    "tweeting"                  
## [12175] "tweets"                     "twelve"                    
## [12177] "twenty"                     "twenty years"              
## [12179] "twice"                      "twilight"                  
## [12181] "twin"                       "twins"                     
## [12183] "twist"                      "twisted"                   
## [12185] "twisting"                   "twitter"                   
## [12187] "twitter account"            "twitter facebook"          
## [12189] "twitter feed"               "twitter follow"            
## [12191] "twitter followers"          "twitter friends"           
## [12193] "twitter name"               "twitterverse"              
## [12195] "two"                        "two days"                  
## [12197] "two different"              "two half"                  
## [12199] "two hours"                  "two men"                   
## [12201] "two minutes"                "two months"                
## [12203] "two new"                    "two people"                
## [12205] "two things"                 "two three"                 
## [12207] "two weeks"                  "two words"                 
## [12209] "two years"                  "two years ago"             
## [12211] "txt"                        "tying"                     
## [12213] "tyler"                      "type"                      
## [12215] "typed"                      "types"                     
## [12217] "typical"                    "typically"                 
## [12219] "typing"                     "u already"                 
## [12221] "u can"                      "u cant"                    
## [12223] "u dont"                     "u ever"                    
## [12225] "u follow"                   "u get"                     
## [12227] "u got"                      "u gotta"                   
## [12229] "u guys"                     "u just"                    
## [12231] "u know"                     "u like"                    
## [12233] "u live"                     "u look"                    
## [12235] "u love"                     "u make"                    
## [12237] "u much"                     "u need"                    
## [12239] "u never"                    "u r"                       
## [12241] "u say"                      "u see"                     
## [12243] "u still"                    "u think"                   
## [12245] "u u"                        "u ur"                      
## [12247] "u wanna"                    "u want"                    
## [12249] "u will"                     "ucla"                      
## [12251] "uconn"                      "ugh"                       
## [12253] "ugly"                       "uh oh"                     
## [12255] "ultimate"                   "ultimately"                
## [12257] "ultra"                      "ultrasound"                
## [12259] "umbrella"                   "umm"                       
## [12261] "unable"                     "unacceptable"              
## [12263] "unaware"                    "unbelievable"              
## [12265] "unc"                        "uncertain"                 
## [12267] "uncertainty"                "uncle"                     
## [12269] "unclear"                    "uncles"                    
## [12271] "uncomfortable"              "undercover"                
## [12273] "underestimate"              "underground"               
## [12275] "underlying"                 "underneath"                
## [12277] "understand"                 "understand people"         
## [12279] "understanding"              "understands"               
## [12281] "understood"                 "underway"                  
## [12283] "underwear"                  "undoubtedly"               
## [12285] "unemployed"                 "unemployment"              
## [12287] "unexpected"                 "unexpectedly"              
## [12289] "unfair"                     "unfollow"                  
## [12291] "unfortunate"                "unfortunately"             
## [12293] "unhappy"                    "unhealthy"                 
## [12295] "unicorn"                    "unified"                   
## [12297] "uniform"                    "uniforms"                  
## [12299] "union"                      "unions"                    
## [12301] "unique"                     "unit"                      
## [12303] "unite"                      "united"                    
## [12305] "united states"              "units"                     
## [12307] "unity"                      "universal"                 
## [12309] "universe"                   "universities"              
## [12311] "university"                 "unknown"                   
## [12313] "unleashed"                  "unless"                    
## [12315] "unless youre"               "unlike"                    
## [12317] "unlikely"                   "unlimited"                 
## [12319] "unnecessary"                "unpleasant"                
## [12321] "unpredictable"              "unrelated"                 
## [12323] "unschooling"                "unseen"                    
## [12325] "unstoppable"                "unsure"                    
## [12327] "unto"                       "unusual"                   
## [12329] "unwilling"                  "upcoming"                  
## [12331] "update"                     "updated"                   
## [12333] "updates"                    "updating"                  
## [12335] "upgrade"                    "upload"                    
## [12337] "uploaded"                   "uploading"                 
## [12339] "upon"                       "upper"                     
## [12341] "upright"                    "ups"                       
## [12343] "upset"                      "upside"                    
## [12345] "upstairs"                   "upward"                    
## [12347] "urban"                      "urge"                      
## [12349] "urgent"                     "url"                       
## [12351] "us can"                     "us facebook"               
## [12353] "us get"                     "us just"                   
## [12355] "us know"                    "us next"                   
## [12357] "us one"                     "us think"                  
## [12359] "us today"                   "us tonight"                
## [12361] "us will"                    "us”"                       
## [12363] "usa"                        "usage"                     
## [12365] "usc"                        "use"                       
## [12367] "use word"                   "used"                      
## [12369] "useful"                     "useless"                   
## [12371] "user"                       "username"                  
## [12373] "users"                      "uses"                      
## [12375] "usher"                      "using"                     
## [12377] "ustream"                    "usual"                     
## [12379] "usually"                    "utah"                      
## [12381] "utility"                    "utter"                     
## [12383] "utterly"                    "vacant"                    
## [12385] "vacation"                   "vacations"                 
## [12387] "vacuum"                     "vagina"                    
## [12389] "vague"                      "vain"                      
## [12391] "valencia"                   "valentine"                 
## [12393] "valentines"                 "valentines day"            
## [12395] "valid"                      "valley"                    
## [12397] "valuable"                   "value"                     
## [12399] "valued"                     "values"                    
## [12401] "vampire"                    "vampires"                  
## [12403] "van"                        "vancouver"                 
## [12405] "vanilla"                    "vanity"                    
## [12407] "vans"                       "variation"                 
## [12409] "variations"                 "varied"                    
## [12411] "variety"                    "various"                   
## [12413] "vast"                       "vegan"                     
## [12415] "vegas"                      "vegetable"                 
## [12417] "vegetables"                 "vegetarian"                
## [12419] "veggie"                     "veggies"                   
## [12421] "vehicle"                    "vehicles"                  
## [12423] "veil"                       "vein"                      
## [12425] "velvet"                     "vendor"                    
## [12427] "vendors"                    "vent"                      
## [12429] "venture"                    "venue"                     
## [12431] "venus"                      "verdict"                   
## [12433] "verify"                     "verizon"                   
## [12435] "versatile"                  "verse"                     
## [12437] "verses"                     "version"                   
## [12439] "versions"                   "versus"                    
## [12441] "vertical"                   "vested"                    
## [12443] "vested interests"           "vested interests vested"   
## [12445] "vet"                        "veteran"                   
## [12447] "veterans"                   "via"                       
## [12449] "viable"                     "vibe"                      
## [12451] "vibes"                      "vibrant"                   
## [12453] "vice"                       "vice president"            
## [12455] "vicious"                    "victim"                    
## [12457] "victims"                    "victor"                    
## [12459] "victoria"                   "victorian"                 
## [12461] "victories"                  "victorious"                
## [12463] "victory"                    "vid"                       
## [12465] "video"                      "video game"                
## [12467] "video games"                "videos"                    
## [12469] "vids"                       "vienna"                    
## [12471] "vietnam"                    "vietnamese"                
## [12473] "view"                       "viewed"                    
## [12475] "viewers"                    "viewing"                   
## [12477] "viewpoint"                  "views"                     
## [12479] "vikings"                    "village"                   
## [12481] "villages"                   "villain"                   
## [12483] "vince"                      "vinegar"                   
## [12485] "vinny"                      "vintage"                   
## [12487] "vinyl"                      "violation"                 
## [12489] "violations"                 "violence"                  
## [12491] "violent"                    "violet"                    
## [12493] "violin"                     "vip"                       
## [12495] "virgin"                     "virginia"                  
## [12497] "virtual"                    "virtually"                 
## [12499] "virtue"                     "virus"                     
## [12501] "visa"                       "visible"                   
## [12503] "vision"                     "visit"                     
## [12505] "visit us"                   "visit website"             
## [12507] "visited"                    "visiting"                  
## [12509] "visitor"                    "visitors"                  
## [12511] "visits"                     "vista"                     
## [12513] "visual"                     "visuals"                   
## [12515] "vital"                      "vitamin"                   
## [12517] "vitamins"                   "viva"                      
## [12519] "vocabulary"                 "vocal"                     
## [12521] "vocals"                     "vodka"                     
## [12523] "voice"                      "voices"                    
## [12525] "void"                       "vol"                       
## [12527] "volleyball"                 "volume"                    
## [12529] "volumes"                    "volunteer"                 
## [12531] "volunteered"                "volunteering"              
## [12533] "volunteers"                 "von"                       
## [12535] "vote"                       "voted"                     
## [12537] "voters"                     "votes"                     
## [12539] "voting"                     "vulnerable"                
## [12541] "wack"                       "wade"                      
## [12543] "waffles"                    "wage"                      
## [12545] "wages"                      "wagon"                     
## [12547] "waist"                      "wait"                      
## [12549] "wait drag"                  "wait get"                  
## [12551] "wait go"                    "wait hear"                 
## [12553] "wait long"                  "wait read"                 
## [12555] "wait see"                   "wait til"                  
## [12557] "wait till"                  "waited"                    
## [12559] "waiting"                    "waits"                     
## [12561] "wake"                       "wakes"                     
## [12563] "waking"                     "waldo"                     
## [12565] "wales"                      "walk"                      
## [12567] "walk away"                  "walked"                    
## [12569] "walker"                     "walking"                   
## [12571] "walking around"             "walking dead"              
## [12573] "walks"                      "wall"                      
## [12575] "wall street"                "wallace"                   
## [12577] "wallet"                     "walls"                     
## [12579] "walmart"                    "walt"                      
## [12581] "walter"                     "wander"                    
## [12583] "wandered"                   "wandering"                 
## [12585] "wanna"                      "wanna get"                 
## [12587] "wanna go"                   "wanna hear"                
## [12589] "wanna know"                 "wanna see"                 
## [12591] "wannabe"                    "want"                      
## [12593] "want buy"                   "want come"                 
## [12595] "want eat"                   "want get"                  
## [12597] "want give"                  "want go"                   
## [12599] "want hear"                  "want keep"                 
## [12601] "want know"                  "want live"                 
## [12603] "want make"                  "want meet"                 
## [12605] "want miss"                  "want one"                  
## [12607] "want read"                  "want say"                  
## [12609] "want see"                   "want something"            
## [12611] "want start"                 "want take"                 
## [12613] "want talk"                  "want tell"                 
## [12615] "want use"                   "want want"                 
## [12617] "want watch"                 "want work"                 
## [12619] "wanted"                     "wanted get"                
## [12621] "wanted go"                  "wanted make"               
## [12623] "wanted say"                 "wanted see"                
## [12625] "wanted something"           "wanting"                   
## [12627] "wants"                      "wants go"                  
## [12629] "war"                        "ward"                      
## [12631] "wardrobe"                   "warehouse"                 
## [12633] "warfare"                    "warm"                      
## [12635] "warmer"                     "warming"                   
## [12637] "warmth"                     "warn"                      
## [12639] "warned"                     "warner"                    
## [12641] "warning"                    "warnings"                  
## [12643] "warped"                     "warrant"                   
## [12645] "warren"                     "warrior"                   
## [12647] "warriors"                   "wars"                      
## [12649] "wash"                       "washed"                    
## [12651] "washing"                    "washington"                
## [12653] "washington dc"              "wasn’t"                    
## [12655] "wasnt"                      "wasnt going"               
## [12657] "wasnt good"                 "wasnt really"              
## [12659] "wasnt sure"                 "wassup"                    
## [12661] "waste"                      "waste time"                
## [12663] "wasted"                     "wasting"                   
## [12665] "wat"                        "watch"                     
## [12667] "watch game"                 "watched"                   
## [12669] "watches"                    "watchin"                   
## [12671] "watching"                   "watching tv"               
## [12673] "watching video"             "water"                     
## [12675] "waterfront"                 "watering"                  
## [12677] "waterproof"                 "waters"                    
## [12679] "watson"                     "wave"                      
## [12681] "waves"                      "waving"                    
## [12683] "wax"                        "way"                       
## [12685] "way another"                "way around"                
## [12687] "way back"                   "way better"                
## [12689] "way can"                    "way get"                   
## [12691] "way go"                     "way home"                  
## [12693] "way know"                   "way make"                  
## [12695] "way many"                   "way much"                  
## [12697] "way see"                    "way start"                 
## [12699] "way things"                 "way think"                 
## [12701] "way want"                   "way”"                      
## [12703] "wayne"                      "ways"                      
## [12705] "ways can"                   "weak"                      
## [12707] "weakness"                   "weaknesses"                
## [12709] "wealth"                     "wealthy"                   
## [12711] "weapon"                     "weapons"                   
## [12713] "wear"                       "wearing"                   
## [12715] "wears"                      "weary"                     
## [12717] "weather"                    "weave"                     
## [12719] "web"                        "web site"                  
## [12721] "webinar"                    "website"                   
## [12723] "websites"                   "webster"                   
## [12725] "wed"                        "wed love"                  
## [12727] "wedding"                    "weddings"                  
## [12729] "wednesday"                  "wednesday night"           
## [12731] "wee"                        "weed"                      
## [12733] "weeds"                      "week"                      
## [12735] "week im"                    "week just"                 
## [12737] "week will"                  "week’s"                    
## [12739] "weekend"                    "weekend everyone"          
## [12741] "weekends"                   "weekly"                    
## [12743] "weeks"                      "weeks ago"                 
## [12745] "weigh"                      "weighed"                   
## [12747] "weight"                     "weight loss"               
## [12749] "weights"                    "weird"                     
## [12751] "welcome"                    "welcome back"              
## [12753] "welcome new"                "welcome twitter"           
## [12755] "welcomed"                   "welcoming"                 
## [12757] "welfare"                    "well"                      
## [12759] "well ’s"                    "well actually"             
## [12761] "well back"                  "well can"                  
## [12763] "well deserved"              "well done"                 
## [12765] "well dont"                  "well get"                  
## [12767] "well go"                    "well guess"                
## [12769] "well im"                    "well just"                 
## [12771] "well know"                  "well known"                
## [12773] "well least"                 "well let"                  
## [12775] "well make"                  "well miss"                 
## [12777] "well never"                 "well really"               
## [12779] "well said"                  "well see"                  
## [12781] "well still"                 "well thanks"               
## [12783] "well thats"                 "well will"                 
## [12785] "well worth"                 "wellbeing"                 
## [12787] "wellknown"                  "wells"                     
## [12789] "wen"                        "went"                      
## [12791] "went back"                  "went home"                 
## [12793] "went see"                   "went well"                 
## [12795] "weren’t"                    "werent"                    
## [12797] "wes"                        "west"                      
## [12799] "west coast"                 "west west"                 
## [12801] "western"                    "wet"                       
## [12803] "weve"                       "weve got"                  
## [12805] "whatever"                   "whatever want"             
## [12807] "whats"                      "whats best"                
## [12809] "whats favorite"             "whats going"               
## [12811] "whats good"                 "whats happening"           
## [12813] "whats next"                 "whats wrong"               
## [12815] "whatsoever"                 "wheat"                     
## [12817] "wheel"                      "wheels"                    
## [12819] "whenever"                   "whens"                     
## [12821] "whereas"                    "wheres"                    
## [12823] "wherever"                   "whether"                   
## [12825] "whether ’s"                 "whew"                      
## [12827] "whichever"                  "whilst"                    
## [12829] "whining"                    "whip"                      
## [12831] "whipped"                    "whisk"                     
## [12833] "whiskey"                    "whisper"                   
## [12835] "whispered"                  "white"                     
## [12837] "white house"                "white people"              
## [12839] "whites"                     "whitney"                   
## [12841] "whoa"                       "whod"                      
## [12843] "whoever"                    "whole"                     
## [12845] "whole day"                  "whole family"              
## [12847] "whole foods"                "whole life"                
## [12849] "whole lot"                  "whole new"                 
## [12851] "whole thing"                "whole time"                
## [12853] "whole wheat"                "whole world"               
## [12855] "wholesale"                  "whoo"                      
## [12857] "whore"                      "whos"                      
## [12859] "whos going"                 "whose"                     
## [12861] "wht"                        "wicked"                    
## [12863] "wide"                       "wide open"                 
## [12865] "wide range"                 "widely"                    
## [12867] "wider"                      "widow"                     
## [12869] "width"                      "wife"                      
## [12871] "wifes"                      "wifi"                      
## [12873] "wii"                        "wikipedia"                 
## [12875] "wild"                       "wilderness"                
## [12877] "wildlife"                   "will"                      
## [12879] "will able"                  "will actually"             
## [12881] "will allow"                 "will also"                 
## [12883] "will always"                "will available"            
## [12885] "will back"                  "will become"               
## [12887] "will begin"                 "will bring"                
## [12889] "will change"                "will check"                
## [12891] "will choose"                "will come"                 
## [12893] "will continue"              "will definitely"           
## [12895] "will die"                   "will end"                  
## [12897] "will enjoy"                 "will eventually"           
## [12899] "will ever"                  "will fall"                 
## [12901] "will feel"                  "will find"                 
## [12903] "will first"                 "will follow"               
## [12905] "will get"                   "will give"                 
## [12907] "will go"                    "will good"                 
## [12909] "will great"                 "will happen"               
## [12911] "will happy"                 "will help"                 
## [12913] "will hold"                  "will host"                 
## [12915] "will just"                  "will keep"                 
## [12917] "will know"                  "will last"                 
## [12919] "will lead"                  "will leave"                
## [12921] "will let"                   "will like"                 
## [12923] "will likely"                "will live"                 
## [12925] "will longer"                "will look"                 
## [12927] "will lose"                  "will love"                 
## [12929] "will make"                  "will meet"                 
## [12931] "will miss"                  "will need"                 
## [12933] "will never"                 "will next"                 
## [12935] "will now"                   "will one"                  
## [12937] "will open"                  "will play"                 
## [12939] "will please"                "will post"                 
## [12941] "will posting"               "will probably"             
## [12943] "will provide"               "will remain"               
## [12945] "will remember"              "will return"               
## [12947] "will run"                   "will say"                  
## [12949] "will see"                   "will send"                 
## [12951] "will serve"                 "will show"                 
## [12953] "will soon"                  "will start"                
## [12955] "will stay"                  "will still"                
## [12957] "will stop"                  "will take"                 
## [12959] "will tell"                  "will try"                  
## [12961] "will turn"                  "will u"                    
## [12963] "will use"                   "will want"                 
## [12965] "will win"                   "will work"                 
## [12967] "william"                    "williams"                  
## [12969] "willie"                     "willing"                   
## [12971] "willingly"                  "willingness"               
## [12973] "wilson"                     "win"                       
## [12975] "win tonight"                "wind"                      
## [12977] "winding"                    "window"                    
## [12979] "windows"                    "winds"                     
## [12981] "windy"                      "wine"                      
## [12983] "wines"                      "wing"                      
## [12985] "wings"                      "wink"                      
## [12987] "winner"                     "winner will"               
## [12989] "winners"                    "winning"                   
## [12991] "wins"                       "winter"                    
## [12993] "wipe"                       "wire"                      
## [12995] "wired"                      "wireless"                  
## [12997] "wisconsin"                  "wisdom"                    
## [12999] "wise"                       "wisely"                    
## [13001] "wish"                       "wish happy"                
## [13003] "wish luck"                  "wished"                    
## [13005] "wishes"                     "wishing"                   
## [13007] "wit"                        "witch"                     
## [13009] "withdraw"                   "withdrawal"                
## [13011] "within"                     "within next"               
## [13013] "without"                    "witness"                   
## [13015] "witnessed"                  "witty"                     
## [13017] "wives"                      "wiz"                       
## [13019] "wizard"                     "wknd"                      
## [13021] "woah"                       "wok"                       
## [13023] "woke"                       "wolf"                      
## [13025] "woman"                      "womans"                    
## [13027] "womb"                       "women"                     
## [13029] "women’s"                    "womens"                    
## [13031] "won"                        "won’t"                     
## [13033] "wonder"                     "wonder many"               
## [13035] "wondered"                   "wonderful"                 
## [13037] "wonderful day"              "wonderful time"            
## [13039] "wonderful weekend"          "wonderfully"               
## [13041] "wondering"                  "wonderland"                
## [13043] "wonders"                    "wont"                      
## [13045] "wont able"                  "wont get"                  
## [13047] "wont go"                    "wont let"                  
## [13049] "woo"                        "woo hoo"                   
## [13051] "wood"                       "wooden"                    
## [13053] "woods"                      "woohoo"                    
## [13055] "wool"                       "woot"                      
## [13057] "word"                       "wordpress"                 
## [13059] "words"                      "wore"                      
## [13061] "work"                       "work can"                  
## [13063] "work day"                   "work done"                 
## [13065] "work get"                   "work hard"                 
## [13067] "work now"                   "work one"                  
## [13069] "work time"                  "work today"                
## [13071] "work together"              "work way"                  
## [13073] "work week"                  "work well"                 
## [13075] "work will"                  "worked"                    
## [13077] "worker"                     "workers"                   
## [13079] "workin"                     "working"                   
## [13081] "working hard"               "working new"               
## [13083] "working together"           "workout"                   
## [13085] "workouts"                   "workplace"                 
## [13087] "works"                      "workshop"                  
## [13089] "workshops"                  "world"                     
## [13091] "world cup"                  "world now"                 
## [13093] "world peace"                "world series"              
## [13095] "world war"                  "world will"                
## [13097] "world’s"                    "world”"                    
## [13099] "worlds"                     "worldwide"                 
## [13101] "worn"                       "worried"                   
## [13103] "worries"                    "worry"                     
## [13105] "worrying"                   "worse"                     
## [13107] "worship"                    "worst"                     
## [13109] "worst thing"                "worth"                     
## [13111] "worthwhile"                 "worthy"                    
## [13113] "wouldn’t"                   "wouldnt"                   
## [13115] "wouldnt mind"               "wouldnt want"              
## [13117] "wouldve"                    "wound"                     
## [13119] "wounded"                    "wounds"                    
## [13121] "wout"                       "wow"                       
## [13123] "wow im"                     "wrap"                      
## [13125] "wrapped"                    "wrapping"                  
## [13127] "wraps"                      "wreck"                     
## [13129] "wrestling"                  "wright"                    
## [13131] "wrist"                      "write"                     
## [13133] "writer"                     "writers"                   
## [13135] "writes"                     "writing"                   
## [13137] "writings"                   "written"                   
## [13139] "wrong"                      "wrote"                     
## [13141] "wtf"                        "wth"                       
## [13143] "wwii"                       "xbox"                      
## [13145] "xmas"                       "xoxo"                      
## [13147] "xoxoxo"                     "ya know"                   
## [13149] "yah"                        "yahoo"                     
## [13151] "yale"                       "yall"                      
## [13153] "yankee"                     "yankees"                   
## [13155] "yard"                       "yards"                     
## [13157] "yarn"                       "yawn"                      
## [13159] "yay"                        "yea"                       
## [13161] "yea im"                     "yeah"                      
## [13163] "yeah can"                   "yeah im"                   
## [13165] "yeah know"                  "yeah thats"                
## [13167] "yeah yeah"                  "yeahh"                     
## [13169] "year"                       "year ago"                  
## [13171] "year anniversary"           "year im"                   
## [13173] "year just"                  "year now"                  
## [13175] "year old"                   "year olds"                 
## [13177] "year will"                  "year year"                 
## [13179] "year’s"                     "yearly"                    
## [13181] "yearold"                    "years"                     
## [13183] "years ago"                  "years eve"                 
## [13185] "years later"                "years now"                 
## [13187] "years old"                  "years since"               
## [13189] "yeast"                      "yell"                      
## [13191] "yelled"                     "yelling"                   
## [13193] "yellow"                     "yelp"                      
## [13195] "yep"                        "yes"                       
## [13197] "yes can"                    "yes im"                    
## [13199] "yes indeed"                 "yes just"                  
## [13201] "yes please"                 "yes rt"                    
## [13203] "yes sir"                    "yes will"                  
## [13205] "yes yes"                    "yes yes yes"               
## [13207] "yess"                       "yesterday"                 
## [13209] "yesterdays"                 "yet"                       
## [13211] "yet another"                "yet still"                 
## [13213] "yet will"                   "yikes"                     
## [13215] "yoga"                       "yogurt"                    
## [13217] "yolo"                       "york"                      
## [13219] "york city"                  "york times"                
## [13221] "yorks"                      "youd"                      
## [13223] "youd like"                  "youd think"                
## [13225] "youll"                      "youll find"                
## [13227] "youll get"                  "youll never"               
## [13229] "youll see"                  "young"                     
## [13231] "young man"                  "young men"                 
## [13233] "young people"               "younger"                   
## [13235] "youngest"                   "youre"                     
## [13237] "youre always"               "youre going"               
## [13239] "youre gonna"                "youre good"                
## [13241] "youre great"                "youre interested"          
## [13243] "youre just"                 "youre looking"             
## [13245] "youre one"                  "youre right"               
## [13247] "youre still"                "youre talking"             
## [13249] "youre welcome"              "youre well"                
## [13251] "youth"                      "youths"                    
## [13253] "youtube"                    "youu"                      
## [13255] "youve"                      "youve ever"                
## [13257] "youve got"                  "yr old"                    
## [13259] "yrs"                        "yrs ago"                   
## [13261] "yum"                        "yummy"                     
## [13263] "yup"                        "zach"                      
## [13265] "zealand"                    "zero"                      
## [13267] "zest"                       "zimmerman"                 
## [13269] "zinc"                       "zip"                       
## [13271] "zoe"                        "zombie"                    
## [13273] "zombies"                    "zone"                      
## [13275] "zones"                      "zoo"                       
## [13277] "zoom"                       "zumba"

I found a cool little tidbit on ‘towards data science’ that I have used here. It’s to create a multi coloured word cloud

library(wordcloud)
## Loading required package: RColorBrewer
unigram <- function(x) NGramTokenizer(x, Weka_control(min = 1, max = 1))
unigram_tdm <- TermDocumentMatrix(cp, control = list(tokenize = unigram))
unigram_freqTerm <- findFreqTerms(unigram_tdm,lowfreq = 40)

unigram_freq <- rowSums(as.matrix(unigram_tdm[unigram_freqTerm,]))
unigram_ord <- order(unigram_freq, decreasing = TRUE)
unigram_freq <- data.frame(word=names(unigram_freq[unigram_ord]), frequency=unigram_freq[unigram_ord])

wordcloud(unigram_freq$word, unigram_freq$frequency, max.words=40, colors=brewer.pal(6, "Set2"))

And that brings an end to my exploratory analysis. Hope you enjoyed it!