## [1] "\n\n  * from the days of khadi for nation, we came to see khadi for fashion, and now the country is moving towards 'khadi for transformation'\n  \n  * this year, there has been an increase of nearly 90 per cent in sale of handloom and khadi products over previous year. this will have proved beneficial for the poor craftsmen\n  \n  * people asked on the nm app whether they could somehow send sweets on the occasion of diwali to the soldiers at the borders\n  \n  * celebrating diwali with the jawans at gurez was an unforgettable experience for me\n  \n  * not only are our soldiers safeguarding the borders, they are helping keep the peace all across the world. more than 18,000 indian soldiers have contributed to un peacekeeping missions\n  \n  * currently 7,000 soldiers indian troops are deployed with un peacekeeping initiatives, it's third highest in the world\n  \n  * indian women soldiers have contributed significantly to peacekeeping missions and india was first nation to send a female police unit to peacekeeping mission in liberia\n  \n  * the united nations declaration of human rights is testimony to india's push for gender equality. article 01, which began, \"all men are born free and equal in dignity and rights\" was changed to \"all human beings are born free and equal in dignity and rights\" due to the constant efforts of hansa mehta\n  \n  * india has always spread the message of peace, unity and goodwill. we believe that everyone should live in harmony and move towards building a better and peaceful tomorrow\n  \n  * after 10 years india won asia cup. i congratulate entire team and the support staff\n  \n  * young indian players won hearts of fans during the fifa under-17 world cup. future of football is bright in india\n  \n  * outdoor activities are a must for children. elders must encourage children to move out and play in open field\n  \n  * yoga for young india! yoga will help our children from lifestyle disorders\n  \n  * a ngo called ecological protection organization launched a cleanliness campaign in chandrapur fort. in this campaign lasting for 200 days, people performed task of cleaning fort, non-stop, without any fatigue and with team-work. they sent me photographs with a caption- 'before and after'! i was overwhelmed on seeing these\n  \n  * we shall celebrate the birth anniversary of sardar vallabhbhai patel ji on the 31st of october. he ensured that millions of indians were brought under the ambit of one nation & one constitution. 'run for unity' will be organised throughout the country on the day\n  "

In my previous article I showed how to do web scrapping, text mining and data visualization on Modi’s speech article of Times Of India on 29th October 2017.

Now we will do the final part of the process sentimental analysis.

To do Sentimental analysis we need a system to separate positive and negative words form the data. So, I have collected 2000 add frequent used words from English dictionary and separated based on positive and negative words.

Now let’s import the words and look at the words

pos.word<-readLines("C:/Users/Sangmesh/Google Drive/Big Data using R/Kaggle/pass_word.txt")
## Warning in readLines("C:/Users/Sangmesh/Google Drive/Big Data using R/
## Kaggle/pass_word.txt"): incomplete final line found on 'C:/Users/Sangmesh/
## Google Drive/Big Data using R/Kaggle/pass_word.txt'
pos.word
##    [1] "a+"                   "abound"               "abounds"             
##    [4] "abundance"            "abundant"             "accessable"          
##    [7] "accessible"           "acclaim"              "acclaimed"           
##   [10] "acclamation"          "accolade"             "accolades"           
##   [13] "accommodative"        "accomodative"         "accomplish"          
##   [16] "accomplished"         "accomplishment"       "accomplishments"     
##   [19] "accurate"             "accurately"           "achievable"          
##   [22] "achievement"          "achievements"         "achievible"          
##   [25] "acumen"               "adaptable"            "adaptive"            
##   [28] "adequate"             "adjustable"           "admirable"           
##   [31] "admirably"            "admiration"           "admire"              
##   [34] "admirer"              "admiring"             "admiringly"          
##   [37] "adorable"             "adore"                "adored"              
##   [40] "adorer"               "adoring"              "adoringly"           
##   [43] "adroit"               "adroitly"             "adulate"             
##   [46] "adulation"            "adulatory"            "advanced"            
##   [49] "advantage"            "advantageous"         "advantageously"      
##   [52] "advantages"           "adventuresome"        "adventurous"         
##   [55] "advocate"             "advocated"            "advocates"           
##   [58] "affability"           "affable"              "affably"             
##   [61] "affectation"          "affection"            "affectionate"        
##   [64] "affinity"             "affirm"               "affirmation"         
##   [67] "affirmative"          "affluence"            "affluent"            
##   [70] "afford"               "affordable"           "affordably"          
##   [73] "afordable"            "agile"                "agilely"             
##   [76] "agility"              "agreeable"            "agreeableness"       
##   [79] "agreeably"            "all-around"           "alluring"            
##   [82] "alluringly"           "altruistic"           "altruistically"      
##   [85] "amaze"                "amazed"               "amazement"           
##   [88] "amazes"               "amazing"              "amazingly"           
##   [91] "ambitious"            "ambitiously"          "ameliorate"          
##   [94] "amenable"             "amenity"              "amiability"          
##   [97] "amiabily"             "amiable"              "amicability"         
##  [100] "amicable"             "amicably"             "amity"               
##  [103] "ample"                "amply"                "amuse"               
##  [106] "amusing"              "amusingly"            "angel"               
##  [109] "angelic"              "apotheosis"           "appeal"              
##  [112] "appealing"            "applaud"              "appreciable"         
##  [115] "appreciate"           "appreciated"          "appreciates"         
##  [118] "appreciative"         "appreciatively"       "appropriate"         
##  [121] "approval"             "approve"              "ardent"              
##  [124] "ardently"             "ardor"                "articulate"          
##  [127] "aspiration"           "aspirations"          "aspire"              
##  [130] "assurance"            "assurances"           "assure"              
##  [133] "assuredly"            "assuring"             "astonish"            
##  [136] "astonished"           "astonishing"          "astonishingly"       
##  [139] "astonishment"         "astound"              "astounded"           
##  [142] "astounding"           "astoundingly"         "astutely"            
##  [145] "attentive"            "attraction"           "attractive"          
##  [148] "attractively"         "attune"               "audible"             
##  [151] "audibly"              "auspicious"           "authentic"           
##  [154] "authoritative"        "autonomous"           "available"           
##  [157] "aver"                 "avid"                 "avidly"              
##  [160] "award"                "awarded"              "awards"              
##  [163] "awe"                  "awed"                 "awesome"             
##  [166] "awesomely"            "awesomeness"          "awestruck"           
##  [169] "awsome"               "backbone"             "balanced"            
##  [172] "bargain"              "beauteous"            "beautiful"           
##  [175] "beautifullly"         "beautifully"          "beautify"            
##  [178] "beauty"               "beckon"               "beckoned"            
##  [181] "beckoning"            "beckons"              "believable"          
##  [184] "believeable"          "beloved"              "benefactor"          
##  [187] "beneficent"           "beneficial"           "beneficially"        
##  [190] "beneficiary"          "benefit"              "benefits"            
##  [193] "benevolence"          "benevolent"           "benifits"            
##  [196] "best"                 "best-known"           "best-performing"     
##  [199] "best-selling"         "better"               "better-known"        
##  [202] "better-than-expected" "beutifully"           "blameless"           
##  [205] "bless"                "blessing"             "bliss"               
##  [208] "blissful"             "blissfully"           "blithe"              
##  [211] "blockbuster"          "bloom"                "blossom"             
##  [214] "bolster"              "bonny"                "bonus"               
##  [217] "bonuses"              "boom"                 "booming"             
##  [220] "boost"                "boundless"            "bountiful"           
##  [223] "brainiest"            "brainy"               "brand-new"           
##  [226] "brave"                "bravery"              "bravo"               
##  [229] "breakthrough"         "breakthroughs"        "breathlessness"      
##  [232] "breathtaking"         "breathtakingly"       "breeze"              
##  [235] "bright"               "brighten"             "brighter"            
##  [238] "brightest"            "brilliance"           "brilliances"         
##  [241] "brilliant"            "brilliantly"          "brisk"               
##  [244] "brotherly"            "bullish"              "buoyant"             
##  [247] "cajole"               "calm"                 "calming"             
##  [250] "calmness"             "capability"           "capable"             
##  [253] "capably"              "captivate"            "captivating"         
##  [256] "carefree"             "cashback"             "cashbacks"           
##  [259] "catchy"               "celebrate"            "celebrated"          
##  [262] "celebration"          "celebratory"          "champ"               
##  [265] "champion"             "charisma"             "charismatic"         
##  [268] "charitable"           "charm"                "charming"            
##  [271] "charmingly"           "chaste"               "cheaper"             
##  [274] "cheapest"             "cheer"                "cheerful"            
##  [277] "cheery"               "cherish"              "cherished"           
##  [280] "cherub"               "chic"                 "chivalrous"          
##  [283] "chivalry"             "civility"             "civilize"            
##  [286] "clarity"              "classic"              "classy"              
##  [289] "clean"                "cleaner"              "cleanest"            
##  [292] "cleanliness"          "cleanly"              "clear"               
##  [295] "clear-cut"            "cleared"              "clearer"             
##  [298] "clearly"              "clears"               "clever"              
##  [301] "cleverly"             "cohere"               "coherence"           
##  [304] "coherent"             "cohesive"             "colorful"            
##  [307] "comely"               "comfort"              "comfortable"         
##  [310] "comfortably"          "comforting"           "comfy"               
##  [313] "commend"              "commendable"          "commendably"         
##  [316] "commitment"           "commodious"           "compact"             
##  [319] "compactly"            "compassion"           "compassionate"       
##  [322] "compatible"           "competitive"          "complement"          
##  [325] "complementary"        "complemented"         "complements"         
##  [328] "compliant"            "compliment"           "complimentary"       
##  [331] "comprehensive"        "conciliate"           "conciliatory"        
##  [334] "concise"              "confidence"           "confident"           
##  [337] "congenial"            "congratulate"         "congratulation"      
##  [340] "congratulations"      "congratulatory"       "conscientious"       
##  [343] "considerate"          "consistent"           "consistently"        
##  [346] "constructive"         "consummate"           "contentment"         
##  [349] "continuity"           "contrasty"            "contribution"        
##  [352] "convenience"          "convenient"           "conveniently"        
##  [355] "convience"            "convienient"          "convient"            
##  [358] "convincing"           "convincingly"         "cool"                
##  [361] "coolest"              "cooperative"          "cooperatively"       
##  [364] "cornerstone"          "correct"              "correctly"           
##  [367] "cost-effective"       "cost-saving"          "counter-attack"      
##  [370] "counter-attacks"      "courage"              "courageous"          
##  [373] "courageously"         "courageousness"       "courteous"           
##  [376] "courtly"              "covenant"             "cozy"                
##  [379] "creative"             "credence"             "credible"            
##  [382] "crisp"                "crisper"              "cure"                
##  [385] "cure-all"             "cushy"                "cute"                
##  [388] "cuteness"             "danke"                "danken"              
##  [391] "daring"               "daringly"             "darling"             
##  [394] "dashing"              "dauntless"            "dawn"                
##  [397] "dazzle"               "dazzled"              "dazzling"            
##  [400] "dead-cheap"           "dead-on"              "decency"             
##  [403] "decent"               "decisive"             "decisiveness"        
##  [406] "dedicated"            "defeat"               "defeated"            
##  [409] "defeating"            "defeats"              "defender"            
##  [412] "deference"            "deft"                 "deginified"          
##  [415] "delectable"           "delicacy"             "delicate"            
##  [418] "delicious"            "delight"              "delighted"           
##  [421] "delightful"           "delightfully"         "delightfulness"      
##  [424] "dependable"           "dependably"           "deservedly"          
##  [427] "deserving"            "desirable"            "desiring"            
##  [430] "desirous"             "destiny"              "detachable"          
##  [433] "devout"               "dexterous"            "dexterously"         
##  [436] "dextrous"             "dignified"            "dignify"             
##  [439] "dignity"              "diligence"            "diligent"            
##  [442] "diligently"           "diplomatic"           "dirt-cheap"          
##  [445] "distinction"          "distinctive"          "distinguished"       
##  [448] "diversified"          "divine"               "divinely"            
##  [451] "dominate"             "dominated"            "dominates"           
##  [454] "dote"                 "dotingly"             "doubtless"           
##  [457] "dreamland"            "dumbfounded"          "dumbfounding"        
##  [460] "dummy-proof"          "durable"              "dynamic"             
##  [463] "eager"                "eagerly"              "eagerness"           
##  [466] "earnest"              "earnestly"            "earnestness"         
##  [469] "ease"                 "eased"                "eases"               
##  [472] "easier"               "easiest"              "easiness"            
##  [475] "easing"               "easy"                 "easy-to-use"         
##  [478] "easygoing"            "ebullience"           "ebullient"           
##  [481] "ebulliently"          "ecenomical"           "economical"          
##  [484] "ecstasies"            "ecstasy"              "ecstatic"            
##  [487] "ecstatically"         "edify"                "educated"            
##  [490] "effective"            "effectively"          "effectiveness"       
##  [493] "effectual"            "efficacious"          "efficient"           
##  [496] "efficiently"          "effortless"           "effortlessly"        
##  [499] "effusion"             "effusive"             "effusively"          
##  [502] "effusiveness"         "elan"                 "elate"               
##  [505] "elated"               "elatedly"             "elation"             
##  [508] "electrify"            "elegance"             "elegant"             
##  [511] "elegantly"            "elevate"              "elite"               
##  [514] "eloquence"            "eloquent"             "eloquently"          
##  [517] "embolden"             "eminence"             "eminent"             
##  [520] "empathize"            "empathy"              "empower"             
##  [523] "empowerment"          "enchant"              "enchanted"           
##  [526] "enchanting"           "enchantingly"         "encourage"           
##  [529] "encouragement"        "encouraging"          "encouragingly"       
##  [532] "endear"               "endearing"            "endorse"             
##  [535] "endorsed"             "endorsement"          "endorses"            
##  [538] "endorsing"            "energetic"            "energize"            
##  [541] "energy-efficient"     "energy-saving"        "engaging"            
##  [544] "engrossing"           "enhance"              "enhanced"            
##  [547] "enhancement"          "enhances"             "enjoy"               
##  [550] "enjoyable"            "enjoyably"            "enjoyed"             
##  [553] "enjoying"             "enjoyment"            "enjoys"              
##  [556] "enlighten"            "enlightenment"        "enliven"             
##  [559] "ennoble"              "enough"               "enrapt"              
##  [562] "enrapture"            "enraptured"           "enrich"              
##  [565] "enrichment"           "enterprising"         "entertain"           
##  [568] "entertaining"         "entertains"           "enthral"             
##  [571] "enthrall"             "enthralled"           "enthuse"             
##  [574] "enthusiasm"           "enthusiast"           "enthusiastic"        
##  [577] "enthusiastically"     "entice"               "enticed"             
##  [580] "enticing"             "enticingly"           "entranced"           
##  [583] "entrancing"           "entrust"              "enviable"            
##  [586] "enviably"             "envious"              "enviously"           
##  [589] "enviousness"          "envy"                 "equitable"           
##  [592] "ergonomical"          "err-free"             "erudite"             
##  [595] "ethical"              "eulogize"             "euphoria"            
##  [598] "euphoric"             "euphorically"         "evaluative"          
##  [601] "evenly"               "eventful"             "everlasting"         
##  [604] "evocative"            "exalt"                "exaltation"          
##  [607] "exalted"              "exaltedly"            "exalting"            
##  [610] "exaltingly"           "examplar"             "examplary"           
##  [613] "excallent"            "exceed"               "exceeded"            
##  [616] "exceeding"            "exceedingly"          "exceeds"             
##  [619] "excel"                "exceled"              "excelent"            
##  [622] "excellant"            "excelled"             "excellence"          
##  [625] "excellency"           "excellent"            "excellently"         
##  [628] "excels"               "exceptional"          "exceptionally"       
##  [631] "excite"               "excited"              "excitedly"           
##  [634] "excitedness"          "excitement"           "excites"             
##  [637] "exciting"             "excitingly"           "exellent"            
##  [640] "exemplar"             "exemplary"            "exhilarate"          
##  [643] "exhilarating"         "exhilaratingly"       "exhilaration"        
##  [646] "exonerate"            "expansive"            "expeditiously"       
##  [649] "expertly"             "exquisite"            "exquisitely"         
##  [652] "extol"                "extoll"               "extraordinarily"     
##  [655] "extraordinary"        "exuberance"           "exuberant"           
##  [658] "exuberantly"          "exult"                "exultant"            
##  [661] "exultation"           "exultingly"           "eye-catch"           
##  [664] "eye-catching"         "eyecatch"             "eyecatching"         
##  [667] "fabulous"             "fabulously"           "facilitate"          
##  [670] "fair"                 "fairly"               "fairness"            
##  [673] "faith"                "faithful"             "faithfully"          
##  [676] "faithfulness"         "fame"                 "famed"               
##  [679] "famous"               "famously"             "fancier"             
##  [682] "fancinating"          "fancy"                "fanfare"             
##  [685] "fans"                 "fantastic"            "fantastically"       
##  [688] "fascinate"            "fascinating"          "fascinatingly"       
##  [691] "fascination"          "fashionable"          "fashionably"         
##  [694] "fast"                 "fast-growing"         "fast-paced"          
##  [697] "faster"               "fastest"              "fastest-growing"     
##  [700] "faultless"            "fav"                  "fave"                
##  [703] "favor"                "favorable"            "favored"             
##  [706] "favorite"             "favorited"            "favour"              
##  [709] "fearless"             "fearlessly"           "feasible"            
##  [712] "feasibly"             "feat"                 "feature-rich"        
##  [715] "fecilitous"           "feisty"               "felicitate"          
##  [718] "felicitous"           "felicity"             "fertile"             
##  [721] "fervent"              "fervently"            "fervid"              
##  [724] "fervidly"             "fervor"               "festive"             
##  [727] "fidelity"             "fiery"                "fine"                
##  [730] "fine-looking"         "finely"               "finer"               
##  [733] "finest"               "firmer"               "first-class"         
##  [736] "first-in-class"       "first-rate"           "flashy"              
##  [739] "flatter"              "flattering"           "flatteringly"        
##  [742] "flawless"             "flawlessly"           "flexibility"         
##  [745] "flexible"             "flourish"             "flourishing"         
##  [748] "fluent"               "flutter"              "fond"                
##  [751] "fondly"               "fondness"             "foolproof"           
##  [754] "foremost"             "foresight"            "formidable"          
##  [757] "fortitude"            "fortuitous"           "fortuitously"        
##  [760] "fortunate"            "fortunately"          "fortune"             
##  [763] "fragrant"             "free"                 "freed"               
##  [766] "freedom"              "freedoms"             "fresh"               
##  [769] "fresher"              "freshest"             "friendliness"        
##  [772] "friendly"             "frolic"               "frugal"              
##  [775] "fruitful"             "ftw"                  "fulfillment"         
##  [778] "fun"                  "futurestic"           "futuristic"          
##  [781] "gaiety"               "gaily"                "gain"                
##  [784] "gained"               "gainful"              "gainfully"           
##  [787] "gaining"              "gains"                "gallant"             
##  [790] "gallantly"            "galore"               "geekier"             
##  [793] "geeky"                "gem"                  "gems"                
##  [796] "generosity"           "generous"             "generously"          
##  [799] "genial"               "genius"               "gentle"              
##  [802] "gentlest"             "genuine"              "gifted"              
##  [805] "glad"                 "gladden"              "gladly"              
##  [808] "gladness"             "glamorous"            "glee"                
##  [811] "gleeful"              "gleefully"            "glimmer"             
##  [814] "glimmering"           "glisten"              "glistening"          
##  [817] "glitter"              "glitz"                "glorify"             
##  [820] "glorious"             "gloriously"           "glory"               
##  [823] "glow"                 "glowing"              "glowingly"           
##  [826] "god-given"            "god-send"             "godlike"             
##  [829] "godsend"              "gold"                 "golden"              
##  [832] "good"                 "goodly"               "goodness"            
##  [835] "goodwill"             "goood"                "gooood"              
##  [838] "gorgeous"             "gorgeously"           "grace"               
##  [841] "graceful"             "gracefully"           "gracious"            
##  [844] "graciously"           "graciousness"         "grand"               
##  [847] "grandeur"             "grateful"             "gratefully"          
##  [850] "gratification"        "gratified"            "gratifies"           
##  [853] "gratify"              "gratifying"           "gratifyingly"        
##  [856] "gratitude"            "great"                "greatest"            
##  [859] "greatness"            "grin"                 "groundbreaking"      
##  [862] "guarantee"            "guidance"             "guiltless"           
##  [865] "gumption"             "gush"                 "gusto"               
##  [868] "gutsy"                "hail"                 "halcyon"             
##  [871] "hale"                 "hallmark"             "hallmarks"           
##  [874] "hallowed"             "handier"              "handily"             
##  [877] "hands-down"           "handsome"             "handsomely"          
##  [880] "handy"                "happier"              "happily"             
##  [883] "happiness"            "happy"                "hard-working"        
##  [886] "hardier"              "hardy"                "harmless"            
##  [889] "harmonious"           "harmoniously"         "harmonize"           
##  [892] "harmony"              "headway"              "heal"                
##  [895] "healthful"            "healthy"              "hearten"             
##  [898] "heartening"           "heartfelt"            "heartily"            
##  [901] "heartwarming"         "heaven"               "heavenly"            
##  [904] "helped"               "helpful"              "helping"             
##  [907] "hero"                 "heroic"               "heroically"          
##  [910] "heroine"              "heroize"              "heros"               
##  [913] "high-quality"         "high-spirited"        "hilarious"           
##  [916] "holy"                 "homage"               "honest"              
##  [919] "honesty"              "honor"                "honorable"           
##  [922] "honored"              "honoring"             "hooray"              
##  [925] "hopeful"              "hospitable"           "hot"                 
##  [928] "hotcake"              "hotcakes"             "hottest"             
##  [931] "hug"                  "humane"               "humble"              
##  [934] "humility"             "humor"                "humorous"            
##  [937] "humorously"           "humour"               "humourous"           
##  [940] "ideal"                "idealize"             "ideally"             
##  [943] "idol"                 "idolize"              "idolized"            
##  [946] "idyllic"              "illuminate"           "illuminati"          
##  [949] "illuminating"         "illumine"             "illustrious"         
##  [952] "ilu"                  "imaculate"            "imaginative"         
##  [955] "immaculate"           "immaculately"         "immense"             
##  [958] "impartial"            "impartiality"         "impartially"         
##  [961] "impassioned"          "impeccable"           "impeccably"          
##  [964] "important"            "impress"              "impressed"           
##  [967] "impresses"            "impressive"           "impressively"        
##  [970] "impressiveness"       "improve"              "improved"            
##  [973] "improvement"          "improvements"         "improves"            
##  [976] "improving"            "incredible"           "incredibly"          
##  [979] "indebted"             "individualized"       "indulgence"          
##  [982] "indulgent"            "industrious"          "inestimable"         
##  [985] "inestimably"          "inexpensive"          "infallibility"       
##  [988] "infallible"           "infallibly"           "influential"         
##  [991] "ingenious"            "ingeniously"          "ingenuity"           
##  [994] "ingenuous"            "ingenuously"          "innocuous"           
##  [997] "innovation"           "innovative"           "inpressed"           
## [1000] "insightful"           "insightfully"         "inspiration"         
## [1003] "inspirational"        "inspire"              "inspiring"           
## [1006] "instantly"            "instructive"          "instrumental"        
## [1009] "integral"             "integrated"           "intelligence"        
## [1012] "intelligent"          "intelligible"         "interesting"         
## [1015] "interests"            "intimacy"             "intimate"            
## [1018] "intricate"            "intrigue"             "intriguing"          
## [1021] "intriguingly"         "intuitive"            "invaluable"          
## [1024] "invaluablely"         "inventive"            "invigorate"          
## [1027] "invigorating"         "invincibility"        "invincible"          
## [1030] "inviolable"           "inviolate"            "invulnerable"        
## [1033] "irreplaceable"        "irreproachable"       "irresistible"        
## [1036] "irresistibly"         "issue-free"           "jaw-droping"         
## [1039] "jaw-dropping"         "jollify"              "jolly"               
## [1042] "jovial"               "joy"                  "joyful"              
## [1045] "joyfully"             "joyous"               "joyously"            
## [1048] "jubilant"             "jubilantly"           "jubilate"            
## [1051] "jubilation"           "jubiliant"            "judicious"           
## [1054] "justly"               "keen"                 "keenly"              
## [1057] "keenness"             "kid-friendly"         "kindliness"          
## [1060] "kindly"               "kindness"             "knowledgeable"       
## [1063] "kudos"                "large-capacity"       "laud"                
## [1066] "laudable"             "laudably"             "lavish"              
## [1069] "lavishly"             "law-abiding"          "lawful"              
## [1072] "lawfully"             "lead"                 "leading"             
## [1075] "leads"                "lean"                 "led"                 
## [1078] "legendary"            "leverage"             "levity"              
## [1081] "liberate"             "liberation"           "liberty"             
## [1084] "lifesaver"            "light-hearted"        "lighter"             
## [1087] "likable"              "like"                 "liked"               
## [1090] "likes"                "liking"               "lionhearted"         
## [1093] "lively"               "logical"              "long-lasting"        
## [1096] "lovable"              "lovably"              "love"                
## [1099] "loved"                "loveliness"           "lovely"              
## [1102] "lover"                "loves"                "loving"              
## [1105] "low-cost"             "low-price"            "low-priced"          
## [1108] "low-risk"             "lower-priced"         "loyal"               
## [1111] "loyalty"              "lucid"                "lucidly"             
## [1114] "luck"                 "luckier"              "luckiest"            
## [1117] "luckiness"            "lucky"                "lucrative"           
## [1120] "luminous"             "lush"                 "luster"              
## [1123] "lustrous"             "luxuriant"            "luxuriate"           
## [1126] "luxurious"            "luxuriously"          "luxury"              
## [1129] "lyrical"              "magic"                "magical"             
## [1132] "magnanimous"          "magnanimously"        "magnificence"        
## [1135] "magnificent"          "magnificently"        "majestic"            
## [1138] "majesty"              "manageable"           "maneuverable"        
## [1141] "marvel"               "marveled"             "marvelled"           
## [1144] "marvellous"           "marvelous"            "marvelously"         
## [1147] "marvelousness"        "marvels"              "master"              
## [1150] "masterful"            "masterfully"          "masterpiece"         
## [1153] "masterpieces"         "masters"              "mastery"             
## [1156] "matchless"            "mature"               "maturely"            
## [1159] "maturity"             "meaningful"           "memorable"           
## [1162] "merciful"             "mercifully"           "mercy"               
## [1165] "merit"                "meritorious"          "merrily"             
## [1168] "merriment"            "merriness"            "merry"               
## [1171] "mesmerize"            "mesmerized"           "mesmerizes"          
## [1174] "mesmerizing"          "mesmerizingly"        "meticulous"          
## [1177] "meticulously"         "mightily"             "mighty"              
## [1180] "mind-blowing"         "miracle"              "miracles"            
## [1183] "miraculous"           "miraculously"         "miraculousness"      
## [1186] "modern"               "modest"               "modesty"             
## [1189] "momentous"            "monumental"           "monumentally"        
## [1192] "morality"             "motivated"            "multi-purpose"       
## [1195] "navigable"            "neat"                 "neatest"             
## [1198] "neatly"               "nice"                 "nicely"              
## [1201] "nicer"                "nicest"               "nifty"               
## [1204] "nimble"               "noble"                "nobly"               
## [1207] "noiseless"            "non-violence"         "non-violent"         
## [1210] "notably"              "noteworthy"           "nourish"             
## [1213] "nourishing"           "nourishment"          "novelty"             
## [1216] "nurturing"            "oasis"                "obsession"           
## [1219] "obsessions"           "obtainable"           "openly"              
## [1222] "openness"             "optimal"              "optimism"            
## [1225] "optimistic"           "opulent"              "orderly"             
## [1228] "originality"          "outdo"                "outdone"             
## [1231] "outperform"           "outperformed"         "outperforming"       
## [1234] "outperforms"          "outshine"             "outshone"            
## [1237] "outsmart"             "outstanding"          "outstandingly"       
## [1240] "outstrip"             "outwit"               "ovation"             
## [1243] "overjoyed"            "overtake"             "overtaken"           
## [1246] "overtakes"            "overtaking"           "overtook"            
## [1249] "overture"             "pain-free"            "painless"            
## [1252] "painlessly"           "palatial"             "pamper"              
## [1255] "pampered"             "pamperedly"           "pamperedness"        
## [1258] "pampers"              "panoramic"            "paradise"            
## [1261] "paramount"            "pardon"               "passion"             
## [1264] "passionate"           "passionately"         "patience"            
## [1267] "patient"              "patiently"            "patriot"             
## [1270] "patriotic"            "peace"                "peaceable"           
## [1273] "peaceful"             "peacefully"           "peacekeepers"        
## [1276] "peach"                "peerless"             "pep"                 
## [1279] "pepped"               "pepping"              "peppy"               
## [1282] "peps"                 "perfect"              "perfection"          
## [1285] "perfectly"            "permissible"          "perseverance"        
## [1288] "persevere"            "personages"           "personalized"        
## [1291] "phenomenal"           "phenomenally"         "picturesque"         
## [1294] "piety"                "pinnacle"             "playful"             
## [1297] "playfully"            "pleasant"             "pleasantly"          
## [1300] "pleased"              "pleases"              "pleasing"            
## [1303] "pleasingly"           "pleasurable"          "pleasurably"         
## [1306] "pleasure"             "plentiful"            "pluses"              
## [1309] "plush"                "plusses"              "poetic"              
## [1312] "poeticize"            "poignant"             "poise"               
## [1315] "poised"               "polished"             "polite"              
## [1318] "politeness"           "popular"              "portable"            
## [1321] "posh"                 "positive"             "positively"          
## [1324] "positives"            "powerful"             "powerfully"          
## [1327] "praise"               "praiseworthy"         "praising"            
## [1330] "pre-eminent"          "precious"             "precise"             
## [1333] "precisely"            "preeminent"           "prefer"              
## [1336] "preferable"           "preferably"           "prefered"            
## [1339] "preferes"             "preferring"           "prefers"             
## [1342] "premier"              "prestige"             "prestigious"         
## [1345] "prettily"             "pretty"               "priceless"           
## [1348] "pride"                "principled"           "privilege"           
## [1351] "privileged"           "prize"                "proactive"           
## [1354] "problem-free"         "problem-solver"       "prodigious"          
## [1357] "prodigiously"         "prodigy"              "productive"          
## [1360] "productively"         "proficient"           "proficiently"        
## [1363] "profound"             "profoundly"           "profuse"             
## [1366] "profusion"            "progress"             "progressive"         
## [1369] "prolific"             "prominence"           "prominent"           
## [1372] "promise"              "promised"             "promises"            
## [1375] "promising"            "promoter"             "prompt"              
## [1378] "promptly"             "proper"               "properly"            
## [1381] "propitious"           "propitiously"         "pros"                
## [1384] "prosper"              "prosperity"           "prosperous"          
## [1387] "prospros"             "protect"              "protection"          
## [1390] "protective"           "proud"                "proven"              
## [1393] "proves"               "providence"           "proving"             
## [1396] "prowess"              "prudence"             "prudent"             
## [1399] "prudently"            "punctual"             "pure"                
## [1402] "purify"               "purposeful"           "quaint"              
## [1405] "qualified"            "qualify"              "quicker"             
## [1408] "quiet"                "quieter"              "radiance"            
## [1411] "radiant"              "rapid"                "rapport"             
## [1414] "rapt"                 "rapture"              "raptureous"          
## [1417] "raptureously"         "rapturous"            "rapturously"         
## [1420] "rational"             "razor-sharp"          "reachable"           
## [1423] "readable"             "readily"              "ready"               
## [1426] "reaffirm"             "reaffirmation"        "realistic"           
## [1429] "realizable"           "reasonable"           "reasonably"          
## [1432] "reasoned"             "reassurance"          "reassure"            
## [1435] "receptive"            "reclaim"              "recomend"            
## [1438] "recommend"            "recommendation"       "recommendations"     
## [1441] "recommended"          "reconcile"            "reconciliation"      
## [1444] "record-setting"       "recover"              "recovery"            
## [1447] "rectification"        "rectify"              "rectifying"          
## [1450] "redeem"               "redeeming"            "redemption"          
## [1453] "refine"               "refined"              "refinement"          
## [1456] "reform"               "reformed"             "reforming"           
## [1459] "reforms"              "refresh"              "refreshed"           
## [1462] "refreshing"           "refund"               "refunded"            
## [1465] "regal"                "regally"              "regard"              
## [1468] "rejoice"              "rejoicing"            "rejoicingly"         
## [1471] "rejuvenate"           "rejuvenated"          "rejuvenating"        
## [1474] "relaxed"              "relent"               "reliable"            
## [1477] "reliably"             "relief"               "relish"              
## [1480] "remarkable"           "remarkably"           "remedy"              
## [1483] "remission"            "remunerate"           "renaissance"         
## [1486] "renewed"              "renown"               "renowned"            
## [1489] "replaceable"          "reputable"            "reputation"          
## [1492] "resilient"            "resolute"             "resound"             
## [1495] "resounding"           "resourceful"          "resourcefulness"     
## [1498] "respect"              "respectable"          "respectful"          
## [1501] "respectfully"         "respite"              "resplendent"         
## [1504] "responsibly"          "responsive"           "restful"             
## [1507] "restored"             "restructure"          "restructured"        
## [1510] "restructuring"        "retractable"          "revel"               
## [1513] "revelation"           "revere"               "reverence"           
## [1516] "reverent"             "reverently"           "revitalize"          
## [1519] "revival"              "revive"               "revives"             
## [1522] "revolutionary"        "revolutionize"        "revolutionized"      
## [1525] "revolutionizes"       "reward"               "rewarding"           
## [1528] "rewardingly"          "rich"                 "richer"              
## [1531] "richly"               "richness"             "right"               
## [1534] "righten"              "righteous"            "righteously"         
## [1537] "righteousness"        "rightful"             "rightfully"          
## [1540] "rightly"              "rightness"            "risk-free"           
## [1543] "robust"               "rock-star"            "rock-stars"          
## [1546] "rockstar"             "rockstars"            "romantic"            
## [1549] "romantically"         "romanticize"          "roomier"             
## [1552] "roomy"                "rosy"                 "safe"                
## [1555] "safely"               "sagacity"             "sagely"              
## [1558] "saint"                "saintliness"          "saintly"             
## [1561] "salutary"             "salute"               "sane"                
## [1564] "satisfactorily"       "satisfactory"         "satisfied"           
## [1567] "satisfies"            "satisfy"              "satisfying"          
## [1570] "satisified"           "saver"                "savings"             
## [1573] "savior"               "savvy"                "scenic"              
## [1576] "seamless"             "seasoned"             "secure"              
## [1579] "securely"             "selective"            "self-determination"  
## [1582] "self-respect"         "self-satisfaction"    "self-sufficiency"    
## [1585] "self-sufficient"      "sensation"            "sensational"         
## [1588] "sensationally"        "sensations"           "sensible"            
## [1591] "sensibly"             "sensitive"            "serene"              
## [1594] "serenity"             "sexy"                 "sharp"               
## [1597] "sharper"              "sharpest"             "shimmering"          
## [1600] "shimmeringly"         "shine"                "shiny"               
## [1603] "significant"          "silent"               "simpler"             
## [1606] "simplest"             "simplified"           "simplifies"          
## [1609] "simplify"             "simplifying"          "sincere"             
## [1612] "sincerely"            "sincerity"            "skill"               
## [1615] "skilled"              "skillful"             "skillfully"          
## [1618] "slammin"              "sleek"                "slick"               
## [1621] "smart"                "smarter"              "smartest"            
## [1624] "smartly"              "smile"                "smiles"              
## [1627] "smiling"              "smilingly"            "smitten"             
## [1630] "smooth"               "smoother"             "smoothes"            
## [1633] "smoothest"            "smoothly"             "snappy"              
## [1636] "snazzy"               "sociable"             "soft"                
## [1639] "softer"               "solace"               "solicitous"          
## [1642] "solicitously"         "solid"                "solidarity"          
## [1645] "soothe"               "soothingly"           "sophisticated"       
## [1648] "soulful"              "soundly"              "soundness"           
## [1651] "spacious"             "sparkle"              "sparkling"           
## [1654] "spectacular"          "spectacularly"        "speedily"            
## [1657] "speedy"               "spellbind"            "spellbinding"        
## [1660] "spellbindingly"       "spellbound"           "spirited"            
## [1663] "spiritual"            "splendid"             "splendidly"          
## [1666] "splendor"             "spontaneous"          "sporty"              
## [1669] "spotless"             "sprightly"            "stability"           
## [1672] "stabilize"            "stable"               "stainless"           
## [1675] "standout"             "state-of-the-art"     "stately"             
## [1678] "statuesque"           "staunch"              "staunchly"           
## [1681] "staunchness"          "steadfast"            "steadfastly"         
## [1684] "steadfastness"        "steadiest"            "steadiness"          
## [1687] "steady"               "stellar"              "stellarly"           
## [1690] "stimulate"            "stimulates"           "stimulating"         
## [1693] "stimulative"          "stirringly"           "straighten"          
## [1696] "straightforward"      "streamlined"          "striking"            
## [1699] "strikingly"           "striving"             "strong"              
## [1702] "stronger"             "strongest"            "stunned"             
## [1705] "stunning"             "stunningly"           "stupendous"          
## [1708] "stupendously"         "sturdier"             "sturdy"              
## [1711] "stylish"              "stylishly"            "stylized"            
## [1714] "suave"                "suavely"              "sublime"             
## [1717] "subsidize"            "subsidized"           "subsidizes"          
## [1720] "subsidizing"          "substantive"          "succeed"             
## [1723] "succeeded"            "succeeding"           "succeeds"            
## [1726] "succes"               "success"              "successes"           
## [1729] "successful"           "successfully"         "suffice"             
## [1732] "sufficed"             "suffices"             "sufficient"          
## [1735] "sufficiently"         "suitable"             "sumptuous"           
## [1738] "sumptuously"          "sumptuousness"        "super"               
## [1741] "superb"               "superbly"             "superior"            
## [1744] "superiority"          "supple"               "support"             
## [1747] "supported"            "supporter"            "supporting"          
## [1750] "supportive"           "supports"             "supremacy"           
## [1753] "supreme"              "supremely"            "supurb"              
## [1756] "supurbly"             "surmount"             "surpass"             
## [1759] "surreal"              "survival"             "survivor"            
## [1762] "sustainability"       "sustainable"          "swank"               
## [1765] "swankier"             "swankiest"            "swanky"              
## [1768] "sweeping"             "sweet"                "sweeten"             
## [1771] "sweetheart"           "sweetly"              "sweetness"           
## [1774] "swift"                "swiftness"            "talent"              
## [1777] "talented"             "talents"              "tantalize"           
## [1780] "tantalizing"          "tantalizingly"        "tempt"               
## [1783] "tempting"             "temptingly"           "tenacious"           
## [1786] "tenaciously"          "tenacity"             "tender"              
## [1789] "tenderly"             "terrific"             "terrifically"        
## [1792] "thank"                "thankful"             "thinner"             
## [1795] "thoughtful"           "thoughtfully"         "thoughtfulness"      
## [1798] "thrift"               "thrifty"              "thrill"              
## [1801] "thrilled"             "thrilling"            "thrillingly"         
## [1804] "thrills"              "thrive"               "thriving"            
## [1807] "thumb-up"             "thumbs-up"            "tickle"              
## [1810] "tidy"                 "time-honored"         "timely"              
## [1813] "tingle"               "titillate"            "titillating"         
## [1816] "titillatingly"        "togetherness"         "tolerable"           
## [1819] "toll-free"            "top"                  "top-notch"           
## [1822] "top-quality"          "topnotch"             "tops"                
## [1825] "tough"                "tougher"              "toughest"            
## [1828] "traction"             "tranquil"             "tranquility"         
## [1831] "transparent"          "treasure"             "tremendously"        
## [1834] "trendy"               "triumph"              "triumphal"           
## [1837] "triumphant"           "triumphantly"         "trivially"           
## [1840] "trophy"               "trouble-free"         "trump"               
## [1843] "trumpet"              "trust"                "trusted"             
## [1846] "trusting"             "trustingly"           "trustworthiness"     
## [1849] "trustworthy"          "trusty"               "truthful"            
## [1852] "truthfully"           "truthfulness"         "twinkly"             
## [1855] "ultra-crisp"          "unabashed"            "unabashedly"         
## [1858] "unaffected"           "unassailable"         "unbeatable"          
## [1861] "unbiased"             "unbound"              "uncomplicated"       
## [1864] "unconditional"        "undamaged"            "undaunted"           
## [1867] "understandable"       "undisputable"         "undisputably"        
## [1870] "undisputed"           "unencumbered"         "unequivocal"         
## [1873] "unequivocally"        "unfazed"              "unfettered"          
## [1876] "unforgettable"        "unity"                "unlimited"           
## [1879] "unmatched"            "unparalleled"         "unquestionable"      
## [1882] "unquestionably"       "unreal"               "unrestricted"        
## [1885] "unrivaled"            "unselfish"            "unwavering"          
## [1888] "upbeat"               "upgradable"           "upgradeable"         
## [1891] "upgraded"             "upheld"               "uphold"              
## [1894] "uplift"               "uplifting"            "upliftingly"         
## [1897] "upliftment"           "upscale"              "usable"              
## [1900] "useable"              "useful"               "user-friendly"       
## [1903] "user-replaceable"     "valiant"              "valiantly"           
## [1906] "valor"                "valuable"             "variety"             
## [1909] "venerate"             "verifiable"           "veritable"           
## [1912] "versatile"            "versatility"          "vibrant"             
## [1915] "vibrantly"            "victorious"           "victory"             
## [1918] "viewable"             "vigilance"            "vigilant"            
## [1921] "virtue"               "virtuous"             "virtuously"          
## [1924] "visionary"            "vivacious"            "vivid"               
## [1927] "vouch"                "vouchsafe"            "warm"                
## [1930] "warmer"               "warmhearted"          "warmly"              
## [1933] "warmth"               "wealthy"              "welcome"             
## [1936] "well"                 "well-backlit"         "well-balanced"       
## [1939] "well-behaved"         "well-being"           "well-bred"           
## [1942] "well-connected"       "well-educated"        "well-established"    
## [1945] "well-informed"        "well-intentioned"     "well-known"          
## [1948] "well-made"            "well-managed"         "well-mannered"       
## [1951] "well-positioned"      "well-received"        "well-regarded"       
## [1954] "well-rounded"         "well-run"             "well-wishers"        
## [1957] "wellbeing"            "whoa"                 "wholeheartedly"      
## [1960] "wholesome"            "whooa"                "whoooa"              
## [1963] "wieldy"               "willing"              "willingly"           
## [1966] "willingness"          "win"                  "windfall"            
## [1969] "winnable"             "winner"               "winners"             
## [1972] "winning"              "wins"                 "wisdom"              
## [1975] "wise"                 "wisely"               "witty"               
## [1978] "won"                  "wonder"               "wonderful"           
## [1981] "wonderfully"          "wonderous"            "wonderously"         
## [1984] "wonders"              "wondrous"             "woo"                 
## [1987] "work"                 "workable"             "worked"              
## [1990] "works"                "world-famous"         "worth"               
## [1993] "worth-while"          "worthiness"           "worthwhile"          
## [1996] "worthy"               "wow"                  "wowed"               
## [1999] "wowing"               "wows"                 "yay"                 
## [2002] "youthful"             "zeal"                 "zenith"              
## [2005] "zest"                 "zippy"

Now lets match with our positive words and find how many are positive words are available in the dataset.

pos.tive<-sum(!is.na(match(textbag,pos.word)))
pos.tive
## [1] 24

Now we can see there are 24 positive words in the dataset we collected and processed

Now lets import negative words and have a look at the words

neg.word<-readLines("C:/Users/Sangmesh/Google Drive/Big Data using R/Kaggle/neg_word.txt")
## Warning in readLines("C:/Users/Sangmesh/Google Drive/Big Data using R/
## Kaggle/neg_word.txt"): incomplete final line found on 'C:/Users/Sangmesh/
## Google Drive/Big Data using R/Kaggle/neg_word.txt'
neg.word
##    [1] "2-faced"                  "2-faces"                 
##    [3] "abnormal"                 "abolish"                 
##    [5] "abominable"               "abominably"              
##    [7] "abominate"                "abomination"             
##    [9] "abort"                    "aborted"                 
##   [11] "aborts"                   "abrade"                  
##   [13] "abrasive"                 "abrupt"                  
##   [15] "abruptly"                 "abscond"                 
##   [17] "absence"                  "absent-minded"           
##   [19] "absentee"                 "absurd"                  
##   [21] "absurdity"                "absurdly"                
##   [23] "absurdness"               "abuse"                   
##   [25] "abused"                   "abuses"                  
##   [27] "abusive"                  "abysmal"                 
##   [29] "abysmally"                "abyss"                   
##   [31] "accidental"               "accost"                  
##   [33] "accursed"                 "accusation"              
##   [35] "accusations"              "accuse"                  
##   [37] "accuses"                  "accusing"                
##   [39] "accusingly"               "acerbate"                
##   [41] "acerbic"                  "acerbically"             
##   [43] "ache"                     "ached"                   
##   [45] "aches"                    "achey"                   
##   [47] "aching"                   "acrid"                   
##   [49] "acridly"                  "acridness"               
##   [51] "acrimonious"              "acrimoniously"           
##   [53] "acrimony"                 "adamant"                 
##   [55] "adamantly"                "addict"                  
##   [57] "addicted"                 "addicting"               
##   [59] "addicts"                  "admonish"                
##   [61] "admonisher"               "admonishingly"           
##   [63] "admonishment"             "admonition"              
##   [65] "adulterate"               "adulterated"             
##   [67] "adulteration"             "adulterier"              
##   [69] "adversarial"              "adversary"               
##   [71] "adverse"                  "adversity"               
##   [73] "afflict"                  "affliction"              
##   [75] "afflictive"               "affront"                 
##   [77] "afraid"                   "aggravate"               
##   [79] "aggravating"              "aggravation"             
##   [81] "aggression"               "aggressive"              
##   [83] "aggressiveness"           "aggressor"               
##   [85] "aggrieve"                 "aggrieved"               
##   [87] "aggrivation"              "aghast"                  
##   [89] "agonies"                  "agonize"                 
##   [91] "agonizing"                "agonizingly"             
##   [93] "agony"                    "aground"                 
##   [95] "ail"                      "ailing"                  
##   [97] "ailment"                  "aimless"                 
##   [99] "alarm"                    "alarmed"                 
##  [101] "alarming"                 "alarmingly"              
##  [103] "alienate"                 "alienated"               
##  [105] "alienation"               "allegation"              
##  [107] "allegations"              "allege"                  
##  [109] "allergic"                 "allergies"               
##  [111] "allergy"                  "aloof"                   
##  [113] "altercation"              "ambiguity"               
##  [115] "ambiguous"                "ambivalence"             
##  [117] "ambivalent"               "ambush"                  
##  [119] "amiss"                    "amputate"                
##  [121] "anarchism"                "anarchist"               
##  [123] "anarchistic"              "anarchy"                 
##  [125] "anemic"                   "anger"                   
##  [127] "angrily"                  "angriness"               
##  [129] "angry"                    "anguish"                 
##  [131] "animosity"                "annihilate"              
##  [133] "annihilation"             "annoy"                   
##  [135] "annoyance"                "annoyances"              
##  [137] "annoyed"                  "annoying"                
##  [139] "annoyingly"               "annoys"                  
##  [141] "anomalous"                "anomaly"                 
##  [143] "antagonism"               "antagonist"              
##  [145] "antagonistic"             "antagonize"              
##  [147] "anti-"                    "anti-american"           
##  [149] "anti-israeli"             "anti-occupation"         
##  [151] "anti-proliferation"       "anti-semites"            
##  [153] "anti-social"              "anti-us"                 
##  [155] "anti-white"               "antipathy"               
##  [157] "antiquated"               "antithetical"            
##  [159] "anxieties"                "anxiety"                 
##  [161] "anxious"                  "anxiously"               
##  [163] "anxiousness"              "apathetic"               
##  [165] "apathetically"            "apathy"                  
##  [167] "apocalypse"               "apocalyptic"             
##  [169] "apologist"                "apologists"              
##  [171] "appal"                    "appall"                  
##  [173] "appalled"                 "appalling"               
##  [175] "appallingly"              "apprehension"            
##  [177] "apprehensions"            "apprehensive"            
##  [179] "apprehensively"           "arbitrary"               
##  [181] "arcane"                   "archaic"                 
##  [183] "arduous"                  "arduously"               
##  [185] "argumentative"            "arrogance"               
##  [187] "arrogant"                 "arrogantly"              
##  [189] "ashamed"                  "asinine"                 
##  [191] "asininely"                "asinininity"             
##  [193] "askance"                  "asperse"                 
##  [195] "aspersion"                "aspersions"              
##  [197] "assail"                   "assassin"                
##  [199] "assassinate"              "assault"                 
##  [201] "assult"                   "astray"                  
##  [203] "asunder"                  "atrocious"               
##  [205] "atrocities"               "atrocity"                
##  [207] "atrophy"                  "attack"                  
##  [209] "attacks"                  "audacious"               
##  [211] "audaciously"              "audaciousness"           
##  [213] "audacity"                 "audiciously"             
##  [215] "austere"                  "authoritarian"           
##  [217] "autocrat"                 "autocratic"              
##  [219] "avalanche"                "avarice"                 
##  [221] "avaricious"               "avariciously"            
##  [223] "avenge"                   "averse"                  
##  [225] "aversion"                 "aweful"                  
##  [227] "awful"                    "awfully"                 
##  [229] "awfulness"                "awkward"                 
##  [231] "awkwardness"              "ax"                      
##  [233] "babble"                   "back-logged"             
##  [235] "back-wood"                "back-woods"              
##  [237] "backache"                 "backaches"               
##  [239] "backaching"               "backbite"                
##  [241] "backbiting"               "backward"                
##  [243] "backwardness"             "backwood"                
##  [245] "backwoods"                "bad"                     
##  [247] "badly"                    "baffle"                  
##  [249] "baffled"                  "bafflement"              
##  [251] "baffling"                 "bait"                    
##  [253] "balk"                     "banal"                   
##  [255] "banalize"                 "bane"                    
##  [257] "banish"                   "banishment"              
##  [259] "bankrupt"                 "barbarian"               
##  [261] "barbaric"                 "barbarically"            
##  [263] "barbarity"                "barbarous"               
##  [265] "barbarously"              "barren"                  
##  [267] "baseless"                 "bash"                    
##  [269] "bashed"                   "bashful"                 
##  [271] "bashing"                  "bastard"                 
##  [273] "bastards"                 "battered"                
##  [275] "battering"                "batty"                   
##  [277] "bearish"                  "beastly"                 
##  [279] "bedlam"                   "bedlamite"               
##  [281] "befoul"                   "beg"                     
##  [283] "beggar"                   "beggarly"                
##  [285] "begging"                  "beguile"                 
##  [287] "belabor"                  "belated"                 
##  [289] "beleaguer"                "belie"                   
##  [291] "belittle"                 "belittled"               
##  [293] "belittling"               "bellicose"               
##  [295] "belligerence"             "belligerent"             
##  [297] "belligerently"            "bemoan"                  
##  [299] "bemoaning"                "bemused"                 
##  [301] "bent"                     "berate"                  
##  [303] "bereave"                  "bereavement"             
##  [305] "bereft"                   "berserk"                 
##  [307] "beseech"                  "beset"                   
##  [309] "besiege"                  "besmirch"                
##  [311] "bestial"                  "betray"                  
##  [313] "betrayal"                 "betrayals"               
##  [315] "betrayer"                 "betraying"               
##  [317] "betrays"                  "bewail"                  
##  [319] "beware"                   "bewilder"                
##  [321] "bewildered"               "bewildering"             
##  [323] "bewilderingly"            "bewilderment"            
##  [325] "bewitch"                  "bias"                    
##  [327] "biased"                   "biases"                  
##  [329] "bicker"                   "bickering"               
##  [331] "bid-rigging"              "bigotries"               
##  [333] "bigotry"                  "bitch"                   
##  [335] "bitchy"                   "biting"                  
##  [337] "bitingly"                 "bitter"                  
##  [339] "bitterly"                 "bitterness"              
##  [341] "bizarre"                  "blab"                    
##  [343] "blabber"                  "blackmail"               
##  [345] "blah"                     "blame"                   
##  [347] "blameworthy"              "bland"                   
##  [349] "blandish"                 "blaspheme"               
##  [351] "blasphemous"              "blasphemy"               
##  [353] "blasted"                  "blatant"                 
##  [355] "blatantly"                "blather"                 
##  [357] "bleak"                    "bleakly"                 
##  [359] "bleakness"                "bleed"                   
##  [361] "bleeding"                 "bleeds"                  
##  [363] "blemish"                  "blind"                   
##  [365] "blinding"                 "blindingly"              
##  [367] "blindside"                "blister"                 
##  [369] "blistering"               "bloated"                 
##  [371] "blockage"                 "blockhead"               
##  [373] "bloodshed"                "bloodthirsty"            
##  [375] "bloody"                   "blotchy"                 
##  [377] "blow"                     "blunder"                 
##  [379] "blundering"               "blunders"                
##  [381] "blunt"                    "blur"                    
##  [383] "bluring"                  "blurred"                 
##  [385] "blurring"                 "blurry"                  
##  [387] "blurs"                    "blurt"                   
##  [389] "boastful"                 "boggle"                  
##  [391] "bogus"                    "boil"                    
##  [393] "boiling"                  "boisterous"              
##  [395] "bomb"                     "bombard"                 
##  [397] "bombardment"              "bombastic"               
##  [399] "bondage"                  "bonkers"                 
##  [401] "bore"                     "bored"                   
##  [403] "boredom"                  "bores"                   
##  [405] "boring"                   "botch"                   
##  [407] "bother"                   "bothered"                
##  [409] "bothering"                "bothers"                 
##  [411] "bothersome"               "bowdlerize"              
##  [413] "boycott"                  "braggart"                
##  [415] "bragger"                  "brainless"               
##  [417] "brainwash"                "brash"                   
##  [419] "brashly"                  "brashness"               
##  [421] "brat"                     "bravado"                 
##  [423] "brazen"                   "brazenly"                
##  [425] "brazenness"               "breach"                  
##  [427] "break"                    "break-up"                
##  [429] "break-ups"                "breakdown"               
##  [431] "breaking"                 "breaks"                  
##  [433] "breakup"                  "breakups"                
##  [435] "bribery"                  "brimstone"               
##  [437] "bristle"                  "brittle"                 
##  [439] "broke"                    "broken"                  
##  [441] "broken-hearted"           "brood"                   
##  [443] "browbeat"                 "bruise"                  
##  [445] "bruised"                  "bruises"                 
##  [447] "bruising"                 "brusque"                 
##  [449] "brutal"                   "brutalising"             
##  [451] "brutalities"              "brutality"               
##  [453] "brutalize"                "brutalizing"             
##  [455] "brutally"                 "brute"                   
##  [457] "brutish"                  "bs"                      
##  [459] "buckle"                   "bug"                     
##  [461] "bugging"                  "buggy"                   
##  [463] "bugs"                     "bulkier"                 
##  [465] "bulkiness"                "bulky"                   
##  [467] "bulkyness"                "bull****"                
##  [469] "bull----"                 "bullies"                 
##  [471] "bullshit"                 "bullshyt"                
##  [473] "bully"                    "bullying"                
##  [475] "bullyingly"               "bum"                     
##  [477] "bump"                     "bumped"                  
##  [479] "bumping"                  "bumpping"                
##  [481] "bumps"                    "bumpy"                   
##  [483] "bungle"                   "bungler"                 
##  [485] "bungling"                 "bunk"                    
##  [487] "burden"                   "burdensome"              
##  [489] "burdensomely"             "burn"                    
##  [491] "burned"                   "burning"                 
##  [493] "burns"                    "bust"                    
##  [495] "busts"                    "busybody"                
##  [497] "butcher"                  "butchery"                
##  [499] "buzzing"                  "byzantine"               
##  [501] "cackle"                   "calamities"              
##  [503] "calamitous"               "calamitously"            
##  [505] "calamity"                 "callous"                 
##  [507] "calumniate"               "calumniation"            
##  [509] "calumnies"                "calumnious"              
##  [511] "calumniously"             "calumny"                 
##  [513] "cancer"                   "cancerous"               
##  [515] "cannibal"                 "cannibalize"             
##  [517] "capitulate"               "capricious"              
##  [519] "capriciously"             "capriciousness"          
##  [521] "capsize"                  "careless"                
##  [523] "carelessness"             "caricature"              
##  [525] "carnage"                  "carp"                    
##  [527] "cartoonish"               "cash-strapped"           
##  [529] "castigate"                "castrated"               
##  [531] "casualty"                 "cataclysm"               
##  [533] "cataclysmal"              "cataclysmic"             
##  [535] "cataclysmically"          "catastrophe"             
##  [537] "catastrophes"             "catastrophic"            
##  [539] "catastrophically"         "catastrophies"           
##  [541] "caustic"                  "caustically"             
##  [543] "cautionary"               "cave"                    
##  [545] "censure"                  "chafe"                   
##  [547] "chaff"                    "chagrin"                 
##  [549] "challenging"              "chaos"                   
##  [551] "chaotic"                  "chasten"                 
##  [553] "chastise"                 "chastisement"            
##  [555] "chatter"                  "chatterbox"              
##  [557] "cheap"                    "cheapen"                 
##  [559] "cheaply"                  "cheat"                   
##  [561] "cheated"                  "cheater"                 
##  [563] "cheating"                 "cheats"                  
##  [565] "checkered"                "cheerless"               
##  [567] "cheesy"                   "chide"                   
##  [569] "childish"                 "chill"                   
##  [571] "chilly"                   "chintzy"                 
##  [573] "choke"                    "choleric"                
##  [575] "choppy"                   "chore"                   
##  [577] "chronic"                  "chunky"                  
##  [579] "clamor"                   "clamorous"               
##  [581] "clash"                    "cliche"                  
##  [583] "cliched"                  "clique"                  
##  [585] "clog"                     "clogged"                 
##  [587] "clogs"                    "cloud"                   
##  [589] "clouding"                 "cloudy"                  
##  [591] "clueless"                 "clumsy"                  
##  [593] "clunky"                   "coarse"                  
##  [595] "cocky"                    "coerce"                  
##  [597] "coercion"                 "coercive"                
##  [599] "cold"                     "coldly"                  
##  [601] "collapse"                 "collude"                 
##  [603] "collusion"                "combative"               
##  [605] "combust"                  "comical"                 
##  [607] "commiserate"              "commonplace"             
##  [609] "commotion"                "commotions"              
##  [611] "complacent"               "complain"                
##  [613] "complained"               "complaining"             
##  [615] "complains"                "complaint"               
##  [617] "complaints"               "complex"                 
##  [619] "complicated"              "complication"            
##  [621] "complicit"                "compulsion"              
##  [623] "compulsive"               "concede"                 
##  [625] "conceded"                 "conceit"                 
##  [627] "conceited"                "concen"                  
##  [629] "concens"                  "concern"                 
##  [631] "concerned"                "concerns"                
##  [633] "concession"               "concessions"             
##  [635] "condemn"                  "condemnable"             
##  [637] "condemnation"             "condemned"               
##  [639] "condemns"                 "condescend"              
##  [641] "condescending"            "condescendingly"         
##  [643] "condescension"            "confess"                 
##  [645] "confession"               "confessions"             
##  [647] "confined"                 "conflict"                
##  [649] "conflicted"               "conflicting"             
##  [651] "conflicts"                "confound"                
##  [653] "confounded"               "confounding"             
##  [655] "confront"                 "confrontation"           
##  [657] "confrontational"          "confuse"                 
##  [659] "confused"                 "confuses"                
##  [661] "confusing"                "confusion"               
##  [663] "confusions"               "congested"               
##  [665] "congestion"               "cons"                    
##  [667] "conscons"                 "conservative"            
##  [669] "conspicuous"              "conspicuously"           
##  [671] "conspiracies"             "conspiracy"              
##  [673] "conspirator"              "conspiratorial"          
##  [675] "conspire"                 "consternation"           
##  [677] "contagious"               "contaminate"             
##  [679] "contaminated"             "contaminates"            
##  [681] "contaminating"            "contamination"           
##  [683] "contempt"                 "contemptible"            
##  [685] "contemptuous"             "contemptuously"          
##  [687] "contend"                  "contention"              
##  [689] "contentious"              "contort"                 
##  [691] "contortions"              "contradict"              
##  [693] "contradiction"            "contradictory"           
##  [695] "contrariness"             "contravene"              
##  [697] "contrive"                 "contrived"               
##  [699] "controversial"            "controversy"             
##  [701] "convoluted"               "corrode"                 
##  [703] "corrosion"                "corrosions"              
##  [705] "corrosive"                "corrupt"                 
##  [707] "corrupted"                "corrupting"              
##  [709] "corruption"               "corrupts"                
##  [711] "corruptted"               "costlier"                
##  [713] "costly"                   "counter-productive"      
##  [715] "counterproductive"        "coupists"                
##  [717] "covetous"                 "coward"                  
##  [719] "cowardly"                 "crabby"                  
##  [721] "crack"                    "cracked"                 
##  [723] "cracks"                   "craftily"                
##  [725] "craftly"                  "crafty"                  
##  [727] "cramp"                    "cramped"                 
##  [729] "cramping"                 "cranky"                  
##  [731] "crap"                     "crappy"                  
##  [733] "craps"                    "crash"                   
##  [735] "crashed"                  "crashes"                 
##  [737] "crashing"                 "crass"                   
##  [739] "craven"                   "cravenly"                
##  [741] "craze"                    "crazily"                 
##  [743] "craziness"                "crazy"                   
##  [745] "creak"                    "creaking"                
##  [747] "creaks"                   "credulous"               
##  [749] "creep"                    "creeping"                
##  [751] "creeps"                   "creepy"                  
##  [753] "crept"                    "crime"                   
##  [755] "criminal"                 "cringe"                  
##  [757] "cringed"                  "cringes"                 
##  [759] "cripple"                  "crippled"                
##  [761] "cripples"                 "crippling"               
##  [763] "crisis"                   "critic"                  
##  [765] "critical"                 "criticism"               
##  [767] "criticisms"               "criticize"               
##  [769] "criticized"               "criticizing"             
##  [771] "critics"                  "cronyism"                
##  [773] "crook"                    "crooked"                 
##  [775] "crooks"                   "crowded"                 
##  [777] "crowdedness"              "crude"                   
##  [779] "cruel"                    "crueler"                 
##  [781] "cruelest"                 "cruelly"                 
##  [783] "cruelness"                "cruelties"               
##  [785] "cruelty"                  "crumble"                 
##  [787] "crumbling"                "crummy"                  
##  [789] "crumple"                  "crumpled"                
##  [791] "crumples"                 "crush"                   
##  [793] "crushed"                  "crushing"                
##  [795] "cry"                      "culpable"                
##  [797] "culprit"                  "cumbersome"              
##  [799] "cunt"                     "cunts"                   
##  [801] "cuplrit"                  "curse"                   
##  [803] "cursed"                   "curses"                  
##  [805] "curt"                     "cuss"                    
##  [807] "cussed"                   "cutthroat"               
##  [809] "cynical"                  "cynicism"                
##  [811] "d*mn"                     "damage"                  
##  [813] "damaged"                  "damages"                 
##  [815] "damaging"                 "damn"                    
##  [817] "damnable"                 "damnably"                
##  [819] "damnation"                "damned"                  
##  [821] "damning"                  "damper"                  
##  [823] "danger"                   "dangerous"               
##  [825] "dangerousness"            "dark"                    
##  [827] "darken"                   "darkened"                
##  [829] "darker"                   "darkness"                
##  [831] "dastard"                  "dastardly"               
##  [833] "daunt"                    "daunting"                
##  [835] "dauntingly"               "dawdle"                  
##  [837] "daze"                     "dazed"                   
##  [839] "dead"                     "deadbeat"                
##  [841] "deadlock"                 "deadly"                  
##  [843] "deadweight"               "deaf"                    
##  [845] "dearth"                   "death"                   
##  [847] "debacle"                  "debase"                  
##  [849] "debasement"               "debaser"                 
##  [851] "debatable"                "debauch"                 
##  [853] "debaucher"                "debauchery"              
##  [855] "debilitate"               "debilitating"            
##  [857] "debility"                 "debt"                    
##  [859] "debts"                    "decadence"               
##  [861] "decadent"                 "decay"                   
##  [863] "decayed"                  "deceit"                  
##  [865] "deceitful"                "deceitfully"             
##  [867] "deceitfulness"            "deceive"                 
##  [869] "deceiver"                 "deceivers"               
##  [871] "deceiving"                "deception"               
##  [873] "deceptive"                "deceptively"             
##  [875] "declaim"                  "decline"                 
##  [877] "declines"                 "declining"               
##  [879] "decrement"                "decrepit"                
##  [881] "decrepitude"              "decry"                   
##  [883] "defamation"               "defamations"             
##  [885] "defamatory"               "defame"                  
##  [887] "defect"                   "defective"               
##  [889] "defects"                  "defensive"               
##  [891] "defiance"                 "defiant"                 
##  [893] "defiantly"                "deficiencies"            
##  [895] "deficiency"               "deficient"               
##  [897] "defile"                   "defiler"                 
##  [899] "deform"                   "deformed"                
##  [901] "defrauding"               "defunct"                 
##  [903] "defy"                     "degenerate"              
##  [905] "degenerately"             "degeneration"            
##  [907] "degradation"              "degrade"                 
##  [909] "degrading"                "degradingly"             
##  [911] "dehumanization"           "dehumanize"              
##  [913] "deign"                    "deject"                  
##  [915] "dejected"                 "dejectedly"              
##  [917] "dejection"                "delay"                   
##  [919] "delayed"                  "delaying"                
##  [921] "delays"                   "delinquency"             
##  [923] "delinquent"               "delirious"               
##  [925] "delirium"                 "delude"                  
##  [927] "deluded"                  "deluge"                  
##  [929] "delusion"                 "delusional"              
##  [931] "delusions"                "demean"                  
##  [933] "demeaning"                "demise"                  
##  [935] "demolish"                 "demolisher"              
##  [937] "demon"                    "demonic"                 
##  [939] "demonize"                 "demonized"               
##  [941] "demonizes"                "demonizing"              
##  [943] "demoralize"               "demoralizing"            
##  [945] "demoralizingly"           "denial"                  
##  [947] "denied"                   "denies"                  
##  [949] "denigrate"                "denounce"                
##  [951] "dense"                    "dent"                    
##  [953] "dented"                   "dents"                   
##  [955] "denunciate"               "denunciation"            
##  [957] "denunciations"            "deny"                    
##  [959] "denying"                  "deplete"                 
##  [961] "deplorable"               "deplorably"              
##  [963] "deplore"                  "deploring"               
##  [965] "deploringly"              "deprave"                 
##  [967] "depraved"                 "depravedly"              
##  [969] "deprecate"                "depress"                 
##  [971] "depressed"                "depressing"              
##  [973] "depressingly"             "depression"              
##  [975] "depressions"              "deprive"                 
##  [977] "deprived"                 "deride"                  
##  [979] "derision"                 "derisive"                
##  [981] "derisively"               "derisiveness"            
##  [983] "derogatory"               "desecrate"               
##  [985] "desert"                   "desertion"               
##  [987] "desiccate"                "desiccated"              
##  [989] "desititute"               "desolate"                
##  [991] "desolately"               "desolation"              
##  [993] "despair"                  "despairing"              
##  [995] "despairingly"             "desperate"               
##  [997] "desperately"              "desperation"             
##  [999] "despicable"               "despicably"              
## [1001] "despise"                  "despised"                
## [1003] "despoil"                  "despoiler"               
## [1005] "despondence"              "despondency"             
## [1007] "despondent"               "despondently"            
## [1009] "despot"                   "despotic"                
## [1011] "despotism"                "destabilisation"         
## [1013] "destains"                 "destitute"               
## [1015] "destitution"              "destroy"                 
## [1017] "destroyer"                "destruction"             
## [1019] "destructive"              "desultory"               
## [1021] "deter"                    "deteriorate"             
## [1023] "deteriorating"            "deterioration"           
## [1025] "deterrent"                "detest"                  
## [1027] "detestable"               "detestably"              
## [1029] "detested"                 "detesting"               
## [1031] "detests"                  "detract"                 
## [1033] "detracted"                "detracting"              
## [1035] "detraction"               "detracts"                
## [1037] "detriment"                "detrimental"             
## [1039] "devastate"                "devastated"              
## [1041] "devastates"               "devastating"             
## [1043] "devastatingly"            "devastation"             
## [1045] "deviate"                  "deviation"               
## [1047] "devil"                    "devilish"                
## [1049] "devilishly"               "devilment"               
## [1051] "devilry"                  "devious"                 
## [1053] "deviously"                "deviousness"             
## [1055] "devoid"                   "diabolic"                
## [1057] "diabolical"               "diabolically"            
## [1059] "diametrically"            "diappointed"             
## [1061] "diatribe"                 "diatribes"               
## [1063] "dick"                     "dictator"                
## [1065] "dictatorial"              "die"                     
## [1067] "die-hard"                 "died"                    
## [1069] "dies"                     "difficult"               
## [1071] "difficulties"             "difficulty"              
## [1073] "diffidence"               "dilapidated"             
## [1075] "dilemma"                  "dilly-dally"             
## [1077] "dim"                      "dimmer"                  
## [1079] "din"                      "ding"                    
## [1081] "dings"                    "dinky"                   
## [1083] "dire"                     "direly"                  
## [1085] "direness"                 "dirt"                    
## [1087] "dirtbag"                  "dirtbags"                
## [1089] "dirts"                    "dirty"                   
## [1091] "disable"                  "disabled"                
## [1093] "disaccord"                "disadvantage"            
## [1095] "disadvantaged"            "disadvantageous"         
## [1097] "disadvantages"            "disaffect"               
## [1099] "disaffected"              "disaffirm"               
## [1101] "disagree"                 "disagreeable"            
## [1103] "disagreeably"             "disagreed"               
## [1105] "disagreeing"              "disagreement"            
## [1107] "disagrees"                "disallow"                
## [1109] "disapointed"              "disapointing"            
## [1111] "disapointment"            "disappoint"              
## [1113] "disappointed"             "disappointing"           
## [1115] "disappointingly"          "disappointment"          
## [1117] "disappointments"          "disappoints"             
## [1119] "disapprobation"           "disapproval"             
## [1121] "disapprove"               "disapproving"            
## [1123] "disarm"                   "disarray"                
## [1125] "disaster"                 "disasterous"             
## [1127] "disastrous"               "disastrously"            
## [1129] "disavow"                  "disavowal"               
## [1131] "disbelief"                "disbelieve"              
## [1133] "disbeliever"              "disclaim"                
## [1135] "discombobulate"           "discomfit"               
## [1137] "discomfititure"           "discomfort"              
## [1139] "discompose"               "disconcert"              
## [1141] "disconcerted"             "disconcerting"           
## [1143] "disconcertingly"          "disconsolate"            
## [1145] "disconsolately"           "disconsolation"          
## [1147] "discontent"               "discontented"            
## [1149] "discontentedly"           "discontinued"            
## [1151] "discontinuity"            "discontinuous"           
## [1153] "discord"                  "discordance"             
## [1155] "discordant"               "discountenance"          
## [1157] "discourage"               "discouragement"          
## [1159] "discouraging"             "discouragingly"          
## [1161] "discourteous"             "discourteously"          
## [1163] "discoutinous"             "discredit"               
## [1165] "discrepant"               "discriminate"            
## [1167] "discrimination"           "discriminatory"          
## [1169] "disdain"                  "disdained"               
## [1171] "disdainful"               "disdainfully"            
## [1173] "disfavor"                 "disgrace"                
## [1175] "disgraced"                "disgraceful"             
## [1177] "disgracefully"            "disgruntle"              
## [1179] "disgruntled"              "disgust"                 
## [1181] "disgusted"                "disgustedly"             
## [1183] "disgustful"               "disgustfully"            
## [1185] "disgusting"               "disgustingly"            
## [1187] "dishearten"               "disheartening"           
## [1189] "dishearteningly"          "dishonest"               
## [1191] "dishonestly"              "dishonesty"              
## [1193] "dishonor"                 "dishonorable"            
## [1195] "dishonorablely"           "disillusion"             
## [1197] "disillusioned"            "disillusionment"         
## [1199] "disillusions"             "disinclination"          
## [1201] "disinclined"              "disingenuous"            
## [1203] "disingenuously"           "disintegrate"            
## [1205] "disintegrated"            "disintegrates"           
## [1207] "disintegration"           "disinterest"             
## [1209] "disinterested"            "dislike"                 
## [1211] "disliked"                 "dislikes"                
## [1213] "disliking"                "dislocated"              
## [1215] "disloyal"                 "disloyalty"              
## [1217] "dismal"                   "dismally"                
## [1219] "dismalness"               "dismay"                  
## [1221] "dismayed"                 "dismaying"               
## [1223] "dismayingly"              "dismissive"              
## [1225] "dismissively"             "disobedience"            
## [1227] "disobedient"              "disobey"                 
## [1229] "disoobedient"             "disorder"                
## [1231] "disordered"               "disorderly"              
## [1233] "disorganized"             "disorient"               
## [1235] "disoriented"              "disown"                  
## [1237] "disparage"                "disparaging"             
## [1239] "disparagingly"            "dispensable"             
## [1241] "dispirit"                 "dispirited"              
## [1243] "dispiritedly"             "dispiriting"             
## [1245] "displace"                 "displaced"               
## [1247] "displease"                "displeased"              
## [1249] "displeasing"              "displeasure"             
## [1251] "disproportionate"         "disprove"                
## [1253] "disputable"               "dispute"                 
## [1255] "disputed"                 "disquiet"                
## [1257] "disquieting"              "disquietingly"           
## [1259] "disquietude"              "disregard"               
## [1261] "disregardful"             "disreputable"            
## [1263] "disrepute"                "disrespect"              
## [1265] "disrespectable"           "disrespectablity"        
## [1267] "disrespectful"            "disrespectfully"         
## [1269] "disrespectfulness"        "disrespecting"           
## [1271] "disrupt"                  "disruption"              
## [1273] "disruptive"               "diss"                    
## [1275] "dissapointed"             "dissappointed"           
## [1277] "dissappointing"           "dissatisfaction"         
## [1279] "dissatisfactory"          "dissatisfied"            
## [1281] "dissatisfies"             "dissatisfy"              
## [1283] "dissatisfying"            "dissed"                  
## [1285] "dissemble"                "dissembler"              
## [1287] "dissension"               "dissent"                 
## [1289] "dissenter"                "dissention"              
## [1291] "disservice"               "disses"                  
## [1293] "dissidence"               "dissident"               
## [1295] "dissidents"               "dissing"                 
## [1297] "dissocial"                "dissolute"               
## [1299] "dissolution"              "dissonance"              
## [1301] "dissonant"                "dissonantly"             
## [1303] "dissuade"                 "dissuasive"              
## [1305] "distains"                 "distaste"                
## [1307] "distasteful"              "distastefully"           
## [1309] "distort"                  "distorted"               
## [1311] "distortion"               "distorts"                
## [1313] "distract"                 "distracting"             
## [1315] "distraction"              "distraught"              
## [1317] "distraughtly"             "distraughtness"          
## [1319] "distress"                 "distressed"              
## [1321] "distressing"              "distressingly"           
## [1323] "distrust"                 "distrustful"             
## [1325] "distrusting"              "disturb"                 
## [1327] "disturbance"              "disturbed"               
## [1329] "disturbing"               "disturbingly"            
## [1331] "disunity"                 "disvalue"                
## [1333] "divergent"                "divisive"                
## [1335] "divisively"               "divisiveness"            
## [1337] "dizzing"                  "dizzingly"               
## [1339] "dizzy"                    "doddering"               
## [1341] "dodgey"                   "dogged"                  
## [1343] "doggedly"                 "dogmatic"                
## [1345] "doldrums"                 "domineer"                
## [1347] "domineering"              "donside"                 
## [1349] "doom"                     "doomed"                  
## [1351] "doomsday"                 "dope"                    
## [1353] "doubt"                    "doubtful"                
## [1355] "doubtfully"               "doubts"                  
## [1357] "douchbag"                 "douchebag"               
## [1359] "douchebags"               "downbeat"                
## [1361] "downcast"                 "downer"                  
## [1363] "downfall"                 "downfallen"              
## [1365] "downgrade"                "downhearted"             
## [1367] "downheartedly"            "downhill"                
## [1369] "downside"                 "downsides"               
## [1371] "downturn"                 "downturns"               
## [1373] "drab"                     "draconian"               
## [1375] "draconic"                 "drag"                    
## [1377] "dragged"                  "dragging"                
## [1379] "dragoon"                  "drags"                   
## [1381] "drain"                    "drained"                 
## [1383] "draining"                 "drains"                  
## [1385] "drastic"                  "drastically"             
## [1387] "drawback"                 "drawbacks"               
## [1389] "dread"                    "dreadful"                
## [1391] "dreadfully"               "dreadfulness"            
## [1393] "dreary"                   "dripped"                 
## [1395] "dripping"                 "drippy"                  
## [1397] "drips"                    "drones"                  
## [1399] "droop"                    "droops"                  
## [1401] "drop-out"                 "drop-outs"               
## [1403] "dropout"                  "dropouts"                
## [1405] "drought"                  "drowning"                
## [1407] "drunk"                    "drunkard"                
## [1409] "drunken"                  "dubious"                 
## [1411] "dubiously"                "dubitable"               
## [1413] "dud"                      "dull"                    
## [1415] "dullard"                  "dumb"                    
## [1417] "dumbfound"                "dump"                    
## [1419] "dumped"                   "dumping"                 
## [1421] "dumps"                    "dunce"                   
## [1423] "dungeon"                  "dungeons"                
## [1425] "dupe"                     "dust"                    
## [1427] "dusty"                    "dwindling"               
## [1429] "dying"                    "earsplitting"            
## [1431] "eccentric"                "eccentricity"            
## [1433] "effigy"                   "effrontery"              
## [1435] "egocentric"               "egomania"                
## [1437] "egotism"                  "egotistical"             
## [1439] "egotistically"            "egregious"               
## [1441] "egregiously"              "election-rigger"         
## [1443] "elimination"              "emaciated"               
## [1445] "emasculate"               "embarrass"               
## [1447] "embarrassing"             "embarrassingly"          
## [1449] "embarrassment"            "embattled"               
## [1451] "embroil"                  "embroiled"               
## [1453] "embroilment"              "emergency"               
## [1455] "emphatic"                 "emphatically"            
## [1457] "emptiness"                "encroach"                
## [1459] "encroachment"             "endanger"                
## [1461] "enemies"                  "enemy"                   
## [1463] "enervate"                 "enfeeble"                
## [1465] "enflame"                  "engulf"                  
## [1467] "enjoin"                   "enmity"                  
## [1469] "enrage"                   "enraged"                 
## [1471] "enraging"                 "enslave"                 
## [1473] "entangle"                 "entanglement"            
## [1475] "entrap"                   "entrapment"              
## [1477] "envious"                  "enviously"               
## [1479] "enviousness"              "epidemic"                
## [1481] "equivocal"                "erase"                   
## [1483] "erode"                    "erodes"                  
## [1485] "erosion"                  "err"                     
## [1487] "errant"                   "erratic"                 
## [1489] "erratically"              "erroneous"               
## [1491] "erroneously"              "error"                   
## [1493] "errors"                   "eruptions"               
## [1495] "escapade"                 "eschew"                  
## [1497] "estranged"                "evade"                   
## [1499] "evasion"                  "evasive"                 
## [1501] "evil"                     "evildoer"                
## [1503] "evils"                    "eviscerate"              
## [1505] "exacerbate"               "exagerate"               
## [1507] "exagerated"               "exagerates"              
## [1509] "exaggerate"               "exaggeration"            
## [1511] "exasperate"               "exasperated"             
## [1513] "exasperating"             "exasperatingly"          
## [1515] "exasperation"             "excessive"               
## [1517] "excessively"              "exclusion"               
## [1519] "excoriate"                "excruciating"            
## [1521] "excruciatingly"           "excuse"                  
## [1523] "excuses"                  "execrate"                
## [1525] "exhaust"                  "exhausted"               
## [1527] "exhaustion"               "exhausts"                
## [1529] "exhorbitant"              "exhort"                  
## [1531] "exile"                    "exorbitant"              
## [1533] "exorbitantance"           "exorbitantly"            
## [1535] "expel"                    "expensive"               
## [1537] "expire"                   "expired"                 
## [1539] "explode"                  "exploit"                 
## [1541] "exploitation"             "explosive"               
## [1543] "expropriate"              "expropriation"           
## [1545] "expulse"                  "expunge"                 
## [1547] "exterminate"              "extermination"           
## [1549] "extinguish"               "extort"                  
## [1551] "extortion"                "extraneous"              
## [1553] "extravagance"             "extravagant"             
## [1555] "extravagantly"            "extremism"               
## [1557] "extremist"                "extremists"              
## [1559] "eyesore"                  "f**k"                    
## [1561] "fabricate"                "fabrication"             
## [1563] "facetious"                "facetiously"             
## [1565] "fail"                     "failed"                  
## [1567] "failing"                  "fails"                   
## [1569] "failure"                  "failures"                
## [1571] "faint"                    "fainthearted"            
## [1573] "faithless"                "fake"                    
## [1575] "fall"                     "fallacies"               
## [1577] "fallacious"               "fallaciously"            
## [1579] "fallaciousness"           "fallacy"                 
## [1581] "fallen"                   "falling"                 
## [1583] "fallout"                  "falls"                   
## [1585] "false"                    "falsehood"               
## [1587] "falsely"                  "falsify"                 
## [1589] "falter"                   "faltered"                
## [1591] "famine"                   "famished"                
## [1593] "fanatic"                  "fanatical"               
## [1595] "fanatically"              "fanaticism"              
## [1597] "fanatics"                 "fanciful"                
## [1599] "far-fetched"              "farce"                   
## [1601] "farcical"                 "farcical-yet-provocative"
## [1603] "farcically"               "farfetched"              
## [1605] "fascism"                  "fascist"                 
## [1607] "fastidious"               "fastidiously"            
## [1609] "fastuous"                 "fat"                     
## [1611] "fat-cat"                  "fat-cats"                
## [1613] "fatal"                    "fatalistic"              
## [1615] "fatalistically"           "fatally"                 
## [1617] "fatcat"                   "fatcats"                 
## [1619] "fateful"                  "fatefully"               
## [1621] "fathomless"               "fatigue"                 
## [1623] "fatigued"                 "fatique"                 
## [1625] "fatty"                    "fatuity"                 
## [1627] "fatuous"                  "fatuously"               
## [1629] "fault"                    "faults"                  
## [1631] "faulty"                   "fawningly"               
## [1633] "faze"                     "fear"                    
## [1635] "fearful"                  "fearfully"               
## [1637] "fears"                    "fearsome"                
## [1639] "feckless"                 "feeble"                  
## [1641] "feeblely"                 "feebleminded"            
## [1643] "feign"                    "feint"                   
## [1645] "fell"                     "felon"                   
## [1647] "felonious"                "ferociously"             
## [1649] "ferocity"                 "fetid"                   
## [1651] "fever"                    "feverish"                
## [1653] "fevers"                   "fiasco"                  
## [1655] "fib"                      "fibber"                  
## [1657] "fickle"                   "fiction"                 
## [1659] "fictional"                "fictitious"              
## [1661] "fidget"                   "fidgety"                 
## [1663] "fiend"                    "fiendish"                
## [1665] "fierce"                   "figurehead"              
## [1667] "filth"                    "filthy"                  
## [1669] "finagle"                  "finicky"                 
## [1671] "fissures"                 "fist"                    
## [1673] "flabbergast"              "flabbergasted"           
## [1675] "flagging"                 "flagrant"                
## [1677] "flagrantly"               "flair"                   
## [1679] "flairs"                   "flak"                    
## [1681] "flake"                    "flakey"                  
## [1683] "flakieness"               "flaking"                 
## [1685] "flaky"                    "flare"                   
## [1687] "flares"                   "flareup"                 
## [1689] "flareups"                 "flat-out"                
## [1691] "flaunt"                   "flaw"                    
## [1693] "flawed"                   "flaws"                   
## [1695] "flee"                     "fleed"                   
## [1697] "fleeing"                  "fleer"                   
## [1699] "flees"                    "fleeting"                
## [1701] "flicering"                "flicker"                 
## [1703] "flickering"               "flickers"                
## [1705] "flighty"                  "flimflam"                
## [1707] "flimsy"                   "flirt"                   
## [1709] "flirty"                   "floored"                 
## [1711] "flounder"                 "floundering"             
## [1713] "flout"                    "fluster"                 
## [1715] "foe"                      "fool"                    
## [1717] "fooled"                   "foolhardy"               
## [1719] "foolish"                  "foolishly"               
## [1721] "foolishness"              "forbid"                  
## [1723] "forbidden"                "forbidding"              
## [1725] "forceful"                 "foreboding"              
## [1727] "forebodingly"             "forfeit"                 
## [1729] "forged"                   "forgetful"               
## [1731] "forgetfully"              "forgetfulness"           
## [1733] "forlorn"                  "forlornly"               
## [1735] "forsake"                  "forsaken"                
## [1737] "forswear"                 "foul"                    
## [1739] "foully"                   "foulness"                
## [1741] "fractious"                "fractiously"             
## [1743] "fracture"                 "fragile"                 
## [1745] "fragmented"               "frail"                   
## [1747] "frantic"                  "frantically"             
## [1749] "franticly"                "fraud"                   
## [1751] "fraudulent"               "fraught"                 
## [1753] "frazzle"                  "frazzled"                
## [1755] "freak"                    "freaking"                
## [1757] "freakish"                 "freakishly"              
## [1759] "freaks"                   "freeze"                  
## [1761] "freezes"                  "freezing"                
## [1763] "frenetic"                 "frenetically"            
## [1765] "frenzied"                 "frenzy"                  
## [1767] "fret"                     "fretful"                 
## [1769] "frets"                    "friction"                
## [1771] "frictions"                "fried"                   
## [1773] "friggin"                  "frigging"                
## [1775] "fright"                   "frighten"                
## [1777] "frightening"              "frighteningly"           
## [1779] "frightful"                "frightfully"             
## [1781] "frigid"                   "frost"                   
## [1783] "frown"                    "froze"                   
## [1785] "frozen"                   "fruitless"               
## [1787] "fruitlessly"              "frustrate"               
## [1789] "frustrated"               "frustrates"              
## [1791] "frustrating"              "frustratingly"           
## [1793] "frustration"              "frustrations"            
## [1795] "fuck"                     "fucking"                 
## [1797] "fudge"                    "fugitive"                
## [1799] "full-blown"               "fulminate"               
## [1801] "fumble"                   "fume"                    
## [1803] "fumes"                    "fundamentalism"          
## [1805] "funky"                    "funnily"                 
## [1807] "funny"                    "furious"                 
## [1809] "furiously"                "furor"                   
## [1811] "fury"                     "fuss"                    
## [1813] "fussy"                    "fustigate"               
## [1815] "fusty"                    "futile"                  
## [1817] "futilely"                 "futility"                
## [1819] "fuzzy"                    "gabble"                  
## [1821] "gaff"                     "gaffe"                   
## [1823] "gainsay"                  "gainsayer"               
## [1825] "gall"                     "galling"                 
## [1827] "gallingly"                "galls"                   
## [1829] "gangster"                 "gape"                    
## [1831] "garbage"                  "garish"                  
## [1833] "gasp"                     "gauche"                  
## [1835] "gaudy"                    "gawk"                    
## [1837] "gawky"                    "geezer"                  
## [1839] "genocide"                 "get-rich"                
## [1841] "ghastly"                  "ghetto"                  
## [1843] "ghosting"                 "gibber"                  
## [1845] "gibberish"                "gibe"                    
## [1847] "giddy"                    "gimmick"                 
## [1849] "gimmicked"                "gimmicking"              
## [1851] "gimmicks"                 "gimmicky"                
## [1853] "glare"                    "glaringly"               
## [1855] "glib"                     "glibly"                  
## [1857] "glitch"                   "glitches"                
## [1859] "gloatingly"               "gloom"                   
## [1861] "gloomy"                   "glower"                  
## [1863] "glum"                     "glut"                    
## [1865] "gnawing"                  "goad"                    
## [1867] "goading"                  "god-awful"               
## [1869] "goof"                     "goofy"                   
## [1871] "goon"                     "gossip"                  
## [1873] "graceless"                "gracelessly"             
## [1875] "graft"                    "grainy"                  
## [1877] "grapple"                  "grate"                   
## [1879] "grating"                  "gravely"                 
## [1881] "greasy"                   "greed"                   
## [1883] "greedy"                   "grief"                   
## [1885] "grievance"                "grievances"              
## [1887] "grieve"                   "grieving"                
## [1889] "grievous"                 "grievously"              
## [1891] "grim"                     "grimace"                 
## [1893] "grind"                    "gripe"                   
## [1895] "gripes"                   "grisly"                  
## [1897] "gritty"                   "gross"                   
## [1899] "grossly"                  "grotesque"               
## [1901] "grouch"                   "grouchy"                 
## [1903] "groundless"               "grouse"                  
## [1905] "growl"                    "grudge"                  
## [1907] "grudges"                  "grudging"                
## [1909] "grudgingly"               "gruesome"                
## [1911] "gruesomely"               "gruff"                   
## [1913] "grumble"                  "grumpier"                
## [1915] "grumpiest"                "grumpily"                
## [1917] "grumpish"                 "grumpy"                  
## [1919] "guile"                    "guilt"                   
## [1921] "guiltily"                 "guilty"                  
## [1923] "gullible"                 "gutless"                 
## [1925] "gutter"                   "hack"                    
## [1927] "hacks"                    "haggard"                 
## [1929] "haggle"                   "hairloss"                
## [1931] "halfhearted"              "halfheartedly"           
## [1933] "hallucinate"              "hallucination"           
## [1935] "hamper"                   "hampered"                
## [1937] "handicapped"              "hang"                    
## [1939] "hangs"                    "haphazard"               
## [1941] "hapless"                  "harangue"                
## [1943] "harass"                   "harassed"                
## [1945] "harasses"                 "harassment"              
## [1947] "harboring"                "harbors"                 
## [1949] "hard"                     "hard-hit"                
## [1951] "hard-line"                "hard-liner"              
## [1953] "hardball"                 "harden"                  
## [1955] "hardened"                 "hardheaded"              
## [1957] "hardhearted"              "hardliner"               
## [1959] "hardliners"               "hardship"                
## [1961] "hardships"                "harm"                    
## [1963] "harmed"                   "harmful"                 
## [1965] "harms"                    "harpy"                   
## [1967] "harridan"                 "harried"                 
## [1969] "harrow"                   "harsh"                   
## [1971] "harshly"                  "hasseling"               
## [1973] "hassle"                   "hassled"                 
## [1975] "hassles"                  "haste"                   
## [1977] "hastily"                  "hasty"                   
## [1979] "hate"                     "hated"                   
## [1981] "hateful"                  "hatefully"               
## [1983] "hatefulness"              "hater"                   
## [1985] "haters"                   "hates"                   
## [1987] "hating"                   "hatred"                  
## [1989] "haughtily"                "haughty"                 
## [1991] "haunt"                    "haunting"                
## [1993] "havoc"                    "hawkish"                 
## [1995] "haywire"                  "hazard"                  
## [1997] "hazardous"                "haze"                    
## [1999] "hazy"                     "head-aches"              
## [2001] "headache"                 "headaches"               
## [2003] "heartbreaker"             "heartbreaking"           
## [2005] "heartbreakingly"          "heartless"               
## [2007] "heathen"                  "heavy-handed"            
## [2009] "heavyhearted"             "heck"                    
## [2011] "heckle"                   "heckled"                 
## [2013] "heckles"                  "hectic"                  
## [2015] "hedge"                    "hedonistic"              
## [2017] "heedless"                 "hefty"                   
## [2019] "hegemonism"               "hegemonistic"            
## [2021] "hegemony"                 "heinous"                 
## [2023] "hell"                     "hell-bent"               
## [2025] "hellion"                  "hells"                   
## [2027] "helpless"                 "helplessly"              
## [2029] "helplessness"             "heresy"                  
## [2031] "heretic"                  "heretical"               
## [2033] "hesitant"                 "hestitant"               
## [2035] "hideous"                  "hideously"               
## [2037] "hideousness"              "high-priced"             
## [2039] "hiliarious"               "hinder"                  
## [2041] "hindrance"                "hiss"                    
## [2043] "hissed"                   "hissing"                 
## [2045] "ho-hum"                   "hoard"                   
## [2047] "hoax"                     "hobble"                  
## [2049] "hogs"                     "hollow"                  
## [2051] "hoodium"                  "hoodwink"                
## [2053] "hooligan"                 "hopeless"                
## [2055] "hopelessly"               "hopelessness"            
## [2057] "horde"                    "horrendous"              
## [2059] "horrendously"             "horrible"                
## [2061] "horrid"                   "horrific"                
## [2063] "horrified"                "horrifies"               
## [2065] "horrify"                  "horrifying"              
## [2067] "horrifys"                 "hostage"                 
## [2069] "hostile"                  "hostilities"             
## [2071] "hostility"                "hotbeds"                 
## [2073] "hothead"                  "hotheaded"               
## [2075] "hothouse"                 "hubris"                  
## [2077] "huckster"                 "hum"                     
## [2079] "humid"                    "humiliate"               
## [2081] "humiliating"              "humiliation"             
## [2083] "humming"                  "hung"                    
## [2085] "hurt"                     "hurted"                  
## [2087] "hurtful"                  "hurting"                 
## [2089] "hurts"                    "hustler"                 
## [2091] "hype"                     "hypocricy"               
## [2093] "hypocrisy"                "hypocrite"               
## [2095] "hypocrites"               "hypocritical"            
## [2097] "hypocritically"           "hysteria"                
## [2099] "hysteric"                 "hysterical"              
## [2101] "hysterically"             "hysterics"               
## [2103] "idiocies"                 "idiocy"                  
## [2105] "idiot"                    "idiotic"                 
## [2107] "idiotically"              "idiots"                  
## [2109] "idle"                     "ignoble"                 
## [2111] "ignominious"              "ignominiously"           
## [2113] "ignominy"                 "ignorance"               
## [2115] "ignorant"                 "ignore"                  
## [2117] "ill-advised"              "ill-conceived"           
## [2119] "ill-defined"              "ill-designed"            
## [2121] "ill-fated"                "ill-favored"             
## [2123] "ill-formed"               "ill-mannered"            
## [2125] "ill-natured"              "ill-sorted"              
## [2127] "ill-tempered"             "ill-treated"             
## [2129] "ill-treatment"            "ill-usage"               
## [2131] "ill-used"                 "illegal"                 
## [2133] "illegally"                "illegitimate"            
## [2135] "illicit"                  "illiterate"              
## [2137] "illness"                  "illogic"                 
## [2139] "illogical"                "illogically"             
## [2141] "illusion"                 "illusions"               
## [2143] "illusory"                 "imaginary"               
## [2145] "imbalance"                "imbecile"                
## [2147] "imbroglio"                "immaterial"              
## [2149] "immature"                 "imminence"               
## [2151] "imminently"               "immobilized"             
## [2153] "immoderate"               "immoderately"            
## [2155] "immodest"                 "immoral"                 
## [2157] "immorality"               "immorally"               
## [2159] "immovable"                "impair"                  
## [2161] "impaired"                 "impasse"                 
## [2163] "impatience"               "impatient"               
## [2165] "impatiently"              "impeach"                 
## [2167] "impedance"                "impede"                  
## [2169] "impediment"               "impending"               
## [2171] "impenitent"               "imperfect"               
## [2173] "imperfection"             "imperfections"           
## [2175] "imperfectly"              "imperialist"             
## [2177] "imperil"                  "imperious"               
## [2179] "imperiously"              "impermissible"           
## [2181] "impersonal"               "impertinent"             
## [2183] "impetuous"                "impetuously"             
## [2185] "impiety"                  "impinge"                 
## [2187] "impious"                  "implacable"              
## [2189] "implausible"              "implausibly"             
## [2191] "implicate"                "implication"             
## [2193] "implode"                  "impolite"                
## [2195] "impolitely"               "impolitic"               
## [2197] "importunate"              "importune"               
## [2199] "impose"                   "imposers"                
## [2201] "imposing"                 "imposition"              
## [2203] "impossible"               "impossiblity"            
## [2205] "impossibly"               "impotent"                
## [2207] "impoverish"               "impoverished"            
## [2209] "impractical"              "imprecate"               
## [2211] "imprecise"                "imprecisely"             
## [2213] "imprecision"              "imprison"                
## [2215] "imprisonment"             "improbability"           
## [2217] "improbable"               "improbably"              
## [2219] "improper"                 "improperly"              
## [2221] "impropriety"              "imprudence"              
## [2223] "imprudent"                "impudence"               
## [2225] "impudent"                 "impudently"              
## [2227] "impugn"                   "impulsive"               
## [2229] "impulsively"              "impunity"                
## [2231] "impure"                   "impurity"                
## [2233] "inability"                "inaccuracies"            
## [2235] "inaccuracy"               "inaccurate"              
## [2237] "inaccurately"             "inaction"                
## [2239] "inactive"                 "inadequacy"              
## [2241] "inadequate"               "inadequately"            
## [2243] "inadverent"               "inadverently"            
## [2245] "inadvisable"              "inadvisably"             
## [2247] "inane"                    "inanely"                 
## [2249] "inappropriate"            "inappropriately"         
## [2251] "inapt"                    "inaptitude"              
## [2253] "inarticulate"             "inattentive"             
## [2255] "inaudible"                "incapable"               
## [2257] "incapably"                "incautious"              
## [2259] "incendiary"               "incense"                 
## [2261] "incessant"                "incessantly"             
## [2263] "incite"                   "incitement"              
## [2265] "incivility"               "inclement"               
## [2267] "incognizant"              "incoherence"             
## [2269] "incoherent"               "incoherently"            
## [2271] "incommensurate"           "incomparable"            
## [2273] "incomparably"             "incompatability"         
## [2275] "incompatibility"          "incompatible"            
## [2277] "incompetence"             "incompetent"             
## [2279] "incompetently"            "incomplete"              
## [2281] "incompliant"              "incomprehensible"        
## [2283] "incomprehension"          "inconceivable"           
## [2285] "inconceivably"            "incongruous"             
## [2287] "incongruously"            "inconsequent"            
## [2289] "inconsequential"          "inconsequentially"       
## [2291] "inconsequently"           "inconsiderate"           
## [2293] "inconsiderately"          "inconsistence"           
## [2295] "inconsistencies"          "inconsistency"           
## [2297] "inconsistent"             "inconsolable"            
## [2299] "inconsolably"             "inconstant"              
## [2301] "inconvenience"            "inconveniently"          
## [2303] "incorrect"                "incorrectly"             
## [2305] "incorrigible"             "incorrigibly"            
## [2307] "incredulous"              "incredulously"           
## [2309] "inculcate"                "indecency"               
## [2311] "indecent"                 "indecently"              
## [2313] "indecision"               "indecisive"              
## [2315] "indecisively"             "indecorum"               
## [2317] "indefensible"             "indelicate"              
## [2319] "indeterminable"           "indeterminably"          
## [2321] "indeterminate"            "indifference"            
## [2323] "indifferent"              "indigent"                
## [2325] "indignant"                "indignantly"             
## [2327] "indignation"              "indignity"               
## [2329] "indiscernible"            "indiscreet"              
## [2331] "indiscreetly"             "indiscretion"            
## [2333] "indiscriminate"           "indiscriminately"        
## [2335] "indiscriminating"         "indistinguishable"       
## [2337] "indoctrinate"             "indoctrination"          
## [2339] "indolent"                 "indulge"                 
## [2341] "ineffective"              "ineffectively"           
## [2343] "ineffectiveness"          "ineffectual"             
## [2345] "ineffectually"            "ineffectualness"         
## [2347] "inefficacious"            "inefficacy"              
## [2349] "inefficiency"             "inefficient"             
## [2351] "inefficiently"            "inelegance"              
## [2353] "inelegant"                "ineligible"              
## [2355] "ineloquent"               "ineloquently"            
## [2357] "inept"                    "ineptitude"              
## [2359] "ineptly"                  "inequalities"            
## [2361] "inequality"               "inequitable"             
## [2363] "inequitably"              "inequities"              
## [2365] "inescapable"              "inescapably"             
## [2367] "inessential"              "inevitable"              
## [2369] "inevitably"               "inexcusable"             
## [2371] "inexcusably"              "inexorable"              
## [2373] "inexorably"               "inexperience"            
## [2375] "inexperienced"            "inexpert"                
## [2377] "inexpertly"               "inexpiable"              
## [2379] "inexplainable"            "inextricable"            
## [2381] "inextricably"             "infamous"                
## [2383] "infamously"               "infamy"                  
## [2385] "infected"                 "infection"               
## [2387] "infections"               "inferior"                
## [2389] "inferiority"              "infernal"                
## [2391] "infest"                   "infested"                
## [2393] "infidel"                  "infidels"                
## [2395] "infiltrator"              "infiltrators"            
## [2397] "infirm"                   "inflame"                 
## [2399] "inflammation"             "inflammatory"            
## [2401] "inflammed"                "inflated"                
## [2403] "inflationary"             "inflexible"              
## [2405] "inflict"                  "infraction"              
## [2407] "infringe"                 "infringement"            
## [2409] "infringements"            "infuriate"               
## [2411] "infuriated"               "infuriating"             
## [2413] "infuriatingly"            "inglorious"              
## [2415] "ingrate"                  "ingratitude"             
## [2417] "inhibit"                  "inhibition"              
## [2419] "inhospitable"             "inhospitality"           
## [2421] "inhuman"                  "inhumane"                
## [2423] "inhumanity"               "inimical"                
## [2425] "inimically"               "iniquitous"              
## [2427] "iniquity"                 "injudicious"             
## [2429] "injure"                   "injurious"               
## [2431] "injury"                   "injustice"               
## [2433] "injustices"               "innuendo"                
## [2435] "inoperable"               "inopportune"             
## [2437] "inordinate"               "inordinately"            
## [2439] "insane"                   "insanely"                
## [2441] "insanity"                 "insatiable"              
## [2443] "insecure"                 "insecurity"              
## [2445] "insensible"               "insensitive"             
## [2447] "insensitively"            "insensitivity"           
## [2449] "insidious"                "insidiously"             
## [2451] "insignificance"           "insignificant"           
## [2453] "insignificantly"          "insincere"               
## [2455] "insincerely"              "insincerity"             
## [2457] "insinuate"                "insinuating"             
## [2459] "insinuation"              "insociable"              
## [2461] "insolence"                "insolent"                
## [2463] "insolently"               "insolvent"               
## [2465] "insouciance"              "instability"             
## [2467] "instable"                 "instigate"               
## [2469] "instigator"               "instigators"             
## [2471] "insubordinate"            "insubstantial"           
## [2473] "insubstantially"          "insufferable"            
## [2475] "insufferably"             "insufficiency"           
## [2477] "insufficient"             "insufficiently"          
## [2479] "insular"                  "insult"                  
## [2481] "insulted"                 "insulting"               
## [2483] "insultingly"              "insults"                 
## [2485] "insupportable"            "insupportably"           
## [2487] "insurmountable"           "insurmountably"          
## [2489] "insurrection"             "intefere"                
## [2491] "inteferes"                "intense"                 
## [2493] "interfere"                "interference"            
## [2495] "interferes"               "intermittent"            
## [2497] "interrupt"                "interruption"            
## [2499] "interruptions"            "intimidate"              
## [2501] "intimidating"             "intimidatingly"          
## [2503] "intimidation"             "intolerable"             
## [2505] "intolerablely"            "intolerance"             
## [2507] "intoxicate"               "intractable"             
## [2509] "intransigence"            "intransigent"            
## [2511] "intrude"                  "intrusion"               
## [2513] "intrusive"                "inundate"                
## [2515] "inundated"                "invader"                 
## [2517] "invalid"                  "invalidate"              
## [2519] "invalidity"               "invasive"                
## [2521] "invective"                "inveigle"                
## [2523] "invidious"                "invidiously"             
## [2525] "invidiousness"            "invisible"               
## [2527] "involuntarily"            "involuntary"             
## [2529] "irascible"                "irate"                   
## [2531] "irately"                  "ire"                     
## [2533] "irk"                      "irked"                   
## [2535] "irking"                   "irks"                    
## [2537] "irksome"                  "irksomely"               
## [2539] "irksomeness"              "irksomenesses"           
## [2541] "ironic"                   "ironical"                
## [2543] "ironically"               "ironies"                 
## [2545] "irony"                    "irragularity"            
## [2547] "irrational"               "irrationalities"         
## [2549] "irrationality"            "irrationally"            
## [2551] "irrationals"              "irreconcilable"          
## [2553] "irrecoverable"            "irrecoverableness"       
## [2555] "irrecoverablenesses"      "irrecoverably"           
## [2557] "irredeemable"             "irredeemably"            
## [2559] "irreformable"             "irregular"               
## [2561] "irregularity"             "irrelevance"             
## [2563] "irrelevant"               "irreparable"             
## [2565] "irreplacible"             "irrepressible"           
## [2567] "irresolute"               "irresolvable"            
## [2569] "irresponsible"            "irresponsibly"           
## [2571] "irretating"               "irretrievable"           
## [2573] "irreversible"             "irritable"               
## [2575] "irritably"                "irritant"                
## [2577] "irritate"                 "irritated"               
## [2579] "irritating"               "irritation"              
## [2581] "irritations"              "isolate"                 
## [2583] "isolated"                 "isolation"               
## [2585] "issue"                    "issues"                  
## [2587] "itch"                     "itching"                 
## [2589] "itchy"                    "jabber"                  
## [2591] "jaded"                    "jagged"                  
## [2593] "jam"                      "jarring"                 
## [2595] "jaundiced"                "jealous"                 
## [2597] "jealously"                "jealousness"             
## [2599] "jealousy"                 "jeer"                    
## [2601] "jeering"                  "jeeringly"               
## [2603] "jeers"                    "jeopardize"              
## [2605] "jeopardy"                 "jerk"                    
## [2607] "jerky"                    "jitter"                  
## [2609] "jitters"                  "jittery"                 
## [2611] "job-killing"              "jobless"                 
## [2613] "joke"                     "joker"                   
## [2615] "jolt"                     "judder"                  
## [2617] "juddering"                "judders"                 
## [2619] "jumpy"                    "junk"                    
## [2621] "junky"                    "junkyard"                
## [2623] "jutter"                   "jutters"                 
## [2625] "kaput"                    "kill"                    
## [2627] "killed"                   "killer"                  
## [2629] "killing"                  "killjoy"                 
## [2631] "kills"                    "knave"                   
## [2633] "knife"                    "knock"                   
## [2635] "knotted"                  "kook"                    
## [2637] "kooky"                    "lack"                    
## [2639] "lackadaisical"            "lacked"                  
## [2641] "lackey"                   "lackeys"                 
## [2643] "lacking"                  "lackluster"              
## [2645] "lacks"                    "laconic"                 
## [2647] "lag"                      "lagged"                  
## [2649] "lagging"                  "laggy"                   
## [2651] "lags"                     "laid-off"                
## [2653] "lambast"                  "lambaste"                
## [2655] "lame"                     "lame-duck"               
## [2657] "lament"                   "lamentable"              
## [2659] "lamentably"               "languid"                 
## [2661] "languish"                 "languor"                 
## [2663] "languorous"               "languorously"            
## [2665] "lanky"                    "lapse"                   
## [2667] "lapsed"                   "lapses"                  
## [2669] "lascivious"               "last-ditch"              
## [2671] "latency"                  "laughable"               
## [2673] "laughably"                "laughingstock"           
## [2675] "lawbreaker"               "lawbreaking"             
## [2677] "lawless"                  "lawlessness"             
## [2679] "layoff"                   "layoff-happy"            
## [2681] "lazy"                     "leak"                    
## [2683] "leakage"                  "leakages"                
## [2685] "leaking"                  "leaks"                   
## [2687] "leaky"                    "lech"                    
## [2689] "lecher"                   "lecherous"               
## [2691] "lechery"                  "leech"                   
## [2693] "leer"                     "leery"                   
## [2695] "left-leaning"             "lemon"                   
## [2697] "lengthy"                  "less-developed"          
## [2699] "lesser-known"             "letch"                   
## [2701] "lethal"                   "lethargic"               
## [2703] "lethargy"                 "lewd"                    
## [2705] "lewdly"                   "lewdness"                
## [2707] "liability"                "liable"                  
## [2709] "liar"                     "liars"                   
## [2711] "licentious"               "licentiously"            
## [2713] "licentiousness"           "lie"                     
## [2715] "lied"                     "lier"                    
## [2717] "lies"                     "life-threatening"        
## [2719] "lifeless"                 "limit"                   
## [2721] "limitation"               "limitations"             
## [2723] "limited"                  "limits"                  
## [2725] "limp"                     "listless"                
## [2727] "litigious"                "little-known"            
## [2729] "livid"                    "lividly"                 
## [2731] "loath"                    "loathe"                  
## [2733] "loathing"                 "loathly"                 
## [2735] "loathsome"                "loathsomely"             
## [2737] "lone"                     "loneliness"              
## [2739] "lonely"                   "loner"                   
## [2741] "lonesome"                 "long-time"               
## [2743] "long-winded"              "longing"                 
## [2745] "longingly"                "loophole"                
## [2747] "loopholes"                "loose"                   
## [2749] "loot"                     "lorn"                    
## [2751] "lose"                     "loser"                   
## [2753] "losers"                   "loses"                   
## [2755] "losing"                   "loss"                    
## [2757] "losses"                   "lost"                    
## [2759] "loud"                     "louder"                  
## [2761] "lousy"                    "loveless"                
## [2763] "lovelorn"                 "low-rated"               
## [2765] "lowly"                    "ludicrous"               
## [2767] "ludicrously"              "lugubrious"              
## [2769] "lukewarm"                 "lull"                    
## [2771] "lumpy"                    "lunatic"                 
## [2773] "lunaticism"               "lurch"                   
## [2775] "lure"                     "lurid"                   
## [2777] "lurk"                     "lurking"                 
## [2779] "lying"                    "macabre"                 
## [2781] "mad"                      "madden"                  
## [2783] "maddening"                "maddeningly"             
## [2785] "madder"                   "madly"                   
## [2787] "madman"                   "madness"                 
## [2789] "maladjusted"              "maladjustment"           
## [2791] "malady"                   "malaise"                 
## [2793] "malcontent"               "malcontented"            
## [2795] "maledict"                 "malevolence"             
## [2797] "malevolent"               "malevolently"            
## [2799] "malice"                   "malicious"               
## [2801] "maliciously"              "maliciousness"           
## [2803] "malign"                   "malignant"               
## [2805] "malodorous"               "maltreatment"            
## [2807] "mangle"                   "mangled"                 
## [2809] "mangles"                  "mangling"                
## [2811] "mania"                    "maniac"                  
## [2813] "maniacal"                 "manic"                   
## [2815] "manipulate"               "manipulation"            
## [2817] "manipulative"             "manipulators"            
## [2819] "mar"                      "marginal"                
## [2821] "marginally"               "martyrdom"               
## [2823] "martyrdom-seeking"        "mashed"                  
## [2825] "massacre"                 "massacres"               
## [2827] "matte"                    "mawkish"                 
## [2829] "mawkishly"                "mawkishness"             
## [2831] "meager"                   "meaningless"             
## [2833] "meanness"                 "measly"                  
## [2835] "meddle"                   "meddlesome"              
## [2837] "mediocre"                 "mediocrity"              
## [2839] "melancholy"               "melodramatic"            
## [2841] "melodramatically"         "meltdown"                
## [2843] "menace"                   "menacing"                
## [2845] "menacingly"               "mendacious"              
## [2847] "mendacity"                "menial"                  
## [2849] "merciless"                "mercilessly"             
## [2851] "mess"                     "messed"                  
## [2853] "messes"                   "messing"                 
## [2855] "messy"                    "midget"                  
## [2857] "miff"                     "militancy"               
## [2859] "mindless"                 "mindlessly"              
## [2861] "mirage"                   "mire"                    
## [2863] "misalign"                 "misaligned"              
## [2865] "misaligns"                "misapprehend"            
## [2867] "misbecome"                "misbecoming"             
## [2869] "misbegotten"              "misbehave"               
## [2871] "misbehavior"              "miscalculate"            
## [2873] "miscalculation"           "miscellaneous"           
## [2875] "mischief"                 "mischievous"             
## [2877] "mischievously"            "misconception"           
## [2879] "misconceptions"           "miscreant"               
## [2881] "miscreants"               "misdirection"            
## [2883] "miser"                    "miserable"               
## [2885] "miserableness"            "miserably"               
## [2887] "miseries"                 "miserly"                 
## [2889] "misery"                   "misfit"                  
## [2891] "misfortune"               "misgiving"               
## [2893] "misgivings"               "misguidance"             
## [2895] "misguide"                 "misguided"               
## [2897] "mishandle"                "mishap"                  
## [2899] "misinform"                "misinformed"             
## [2901] "misinterpret"             "misjudge"                
## [2903] "misjudgment"              "mislead"                 
## [2905] "misleading"               "misleadingly"            
## [2907] "mislike"                  "mismanage"               
## [2909] "mispronounce"             "mispronounced"           
## [2911] "mispronounces"            "misread"                 
## [2913] "misreading"               "misrepresent"            
## [2915] "misrepresentation"        "miss"                    
## [2917] "missed"                   "misses"                  
## [2919] "misstatement"             "mist"                    
## [2921] "mistake"                  "mistaken"                
## [2923] "mistakenly"               "mistakes"                
## [2925] "mistified"                "mistress"                
## [2927] "mistrust"                 "mistrustful"             
## [2929] "mistrustfully"            "mists"                   
## [2931] "misunderstand"            "misunderstanding"        
## [2933] "misunderstandings"        "misunderstood"           
## [2935] "misuse"                   "moan"                    
## [2937] "mobster"                  "mock"                    
## [2939] "mocked"                   "mockeries"               
## [2941] "mockery"                  "mocking"                 
## [2943] "mockingly"                "mocks"                   
## [2945] "molest"                   "molestation"             
## [2947] "monotonous"               "monotony"                
## [2949] "monster"                  "monstrosities"           
## [2951] "monstrosity"              "monstrous"               
## [2953] "monstrously"              "moody"                   
## [2955] "moot"                     "mope"                    
## [2957] "morbid"                   "morbidly"                
## [2959] "mordant"                  "mordantly"               
## [2961] "moribund"                 "moron"                   
## [2963] "moronic"                  "morons"                  
## [2965] "mortification"            "mortified"               
## [2967] "mortify"                  "mortifying"              
## [2969] "motionless"               "motley"                  
## [2971] "mourn"                    "mourner"                 
## [2973] "mournful"                 "mournfully"              
## [2975] "muddle"                   "muddy"                   
## [2977] "mudslinger"               "mudslinging"             
## [2979] "mulish"                   "multi-polarization"      
## [2981] "mundane"                  "murder"                  
## [2983] "murderer"                 "murderous"               
## [2985] "murderously"              "murky"                   
## [2987] "muscle-flexing"           "mushy"                   
## [2989] "musty"                    "mysterious"              
## [2991] "mysteriously"             "mystery"                 
## [2993] "mystify"                  "myth"                    
## [2995] "nag"                      "nagging"                 
## [2997] "naive"                    "naively"                 
## [2999] "narrower"                 "nastily"                 
## [3001] "nastiness"                "nasty"                   
## [3003] "naughty"                  "nauseate"                
## [3005] "nauseates"                "nauseating"              
## [3007] "nauseatingly"             "na?ve"                   
## [3009] "nebulous"                 "nebulously"              
## [3011] "needless"                 "needlessly"              
## [3013] "needy"                    "nefarious"               
## [3015] "nefariously"              "negate"                  
## [3017] "negation"                 "negative"                
## [3019] "negatives"                "negativity"              
## [3021] "neglect"                  "neglected"               
## [3023] "negligence"               "negligent"               
## [3025] "nemesis"                  "nepotism"                
## [3027] "nervous"                  "nervously"               
## [3029] "nervousness"              "nettle"                  
## [3031] "nettlesome"               "neurotic"                
## [3033] "neurotically"             "niggle"                  
## [3035] "niggles"                  "nightmare"               
## [3037] "nightmarish"              "nightmarishly"           
## [3039] "nitpick"                  "nitpicking"              
## [3041] "noise"                    "noises"                  
## [3043] "noisier"                  "noisy"                   
## [3045] "non-confidence"           "nonexistent"             
## [3047] "nonresponsive"            "nonsense"                
## [3049] "nosey"                    "notoriety"               
## [3051] "notorious"                "notoriously"             
## [3053] "noxious"                  "nuisance"                
## [3055] "numb"                     "obese"                   
## [3057] "object"                   "objection"               
## [3059] "objectionable"            "objections"              
## [3061] "oblique"                  "obliterate"              
## [3063] "obliterated"              "oblivious"               
## [3065] "obnoxious"                "obnoxiously"             
## [3067] "obscene"                  "obscenely"               
## [3069] "obscenity"                "obscure"                 
## [3071] "obscured"                 "obscures"                
## [3073] "obscurity"                "obsess"                  
## [3075] "obsessive"                "obsessively"             
## [3077] "obsessiveness"            "obsolete"                
## [3079] "obstacle"                 "obstinate"               
## [3081] "obstinately"              "obstruct"                
## [3083] "obstructed"               "obstructing"             
## [3085] "obstruction"              "obstructs"               
## [3087] "obtrusive"                "obtuse"                  
## [3089] "occlude"                  "occluded"                
## [3091] "occludes"                 "occluding"               
## [3093] "odd"                      "odder"                   
## [3095] "oddest"                   "oddities"                
## [3097] "oddity"                   "oddly"                   
## [3099] "odor"                     "offence"                 
## [3101] "offend"                   "offender"                
## [3103] "offending"                "offenses"                
## [3105] "offensive"                "offensively"             
## [3107] "offensiveness"            "officious"               
## [3109] "ominous"                  "ominously"               
## [3111] "omission"                 "omit"                    
## [3113] "one-sided"                "onerous"                 
## [3115] "onerously"                "onslaught"               
## [3117] "opinionated"              "opponent"                
## [3119] "opportunistic"            "oppose"                  
## [3121] "opposition"               "oppositions"             
## [3123] "oppress"                  "oppression"              
## [3125] "oppressive"               "oppressively"            
## [3127] "oppressiveness"           "oppressors"              
## [3129] "ordeal"                   "orphan"                  
## [3131] "ostracize"                "outbreak"                
## [3133] "outburst"                 "outbursts"               
## [3135] "outcast"                  "outcry"                  
## [3137] "outlaw"                   "outmoded"                
## [3139] "outrage"                  "outraged"                
## [3141] "outrageous"               "outrageously"            
## [3143] "outrageousness"           "outrages"                
## [3145] "outsider"                 "over-acted"              
## [3147] "over-awe"                 "over-balanced"           
## [3149] "over-hyped"               "over-priced"             
## [3151] "over-valuation"           "overact"                 
## [3153] "overacted"                "overawe"                 
## [3155] "overbalance"              "overbalanced"            
## [3157] "overbearing"              "overbearingly"           
## [3159] "overblown"                "overdo"                  
## [3161] "overdone"                 "overdue"                 
## [3163] "overemphasize"            "overheat"                
## [3165] "overkill"                 "overloaded"              
## [3167] "overlook"                 "overpaid"                
## [3169] "overpayed"                "overplay"                
## [3171] "overpower"                "overpriced"              
## [3173] "overrated"                "overreach"               
## [3175] "overrun"                  "overshadow"              
## [3177] "oversight"                "oversights"              
## [3179] "oversimplification"       "oversimplified"          
## [3181] "oversimplify"             "oversize"                
## [3183] "overstate"                "overstated"              
## [3185] "overstatement"            "overstatements"          
## [3187] "overstates"               "overtaxed"               
## [3189] "overthrow"                "overthrows"              
## [3191] "overturn"                 "overweight"              
## [3193] "overwhelm"                "overwhelmed"             
## [3195] "overwhelming"             "overwhelmingly"          
## [3197] "overwhelms"               "overzealous"             
## [3199] "overzealously"            "overzelous"              
## [3201] "pain"                     "painful"                 
## [3203] "painfull"                 "painfully"               
## [3205] "pains"                    "pale"                    
## [3207] "pales"                    "paltry"                  
## [3209] "pan"                      "pandemonium"             
## [3211] "pander"                   "pandering"               
## [3213] "panders"                  "panic"                   
## [3215] "panick"                   "panicked"                
## [3217] "panicking"                "panicky"                 
## [3219] "paradoxical"              "paradoxically"           
## [3221] "paralize"                 "paralyzed"               
## [3223] "paranoia"                 "paranoid"                
## [3225] "parasite"                 "pariah"                  
## [3227] "parody"                   "partiality"              
## [3229] "partisan"                 "partisans"               
## [3231] "passe"                    "passive"                 
## [3233] "passiveness"              "pathetic"                
## [3235] "pathetically"             "patronize"               
## [3237] "paucity"                  "pauper"                  
## [3239] "paupers"                  "payback"                 
## [3241] "peculiar"                 "peculiarly"              
## [3243] "pedantic"                 "peeled"                  
## [3245] "peeve"                    "peeved"                  
## [3247] "peevish"                  "peevishly"               
## [3249] "penalize"                 "penalty"                 
## [3251] "perfidious"               "perfidity"               
## [3253] "perfunctory"              "peril"                   
## [3255] "perilous"                 "perilously"              
## [3257] "perish"                   "pernicious"              
## [3259] "perplex"                  "perplexed"               
## [3261] "perplexing"               "perplexity"              
## [3263] "persecute"                "persecution"             
## [3265] "pertinacious"             "pertinaciously"          
## [3267] "pertinacity"              "perturb"                 
## [3269] "perturbed"                "pervasive"               
## [3271] "perverse"                 "perversely"              
## [3273] "perversion"               "perversity"              
## [3275] "pervert"                  "perverted"               
## [3277] "perverts"                 "pessimism"               
## [3279] "pessimistic"              "pessimistically"         
## [3281] "pest"                     "pestilent"               
## [3283] "petrified"                "petrify"                 
## [3285] "pettifog"                 "petty"                   
## [3287] "phobia"                   "phobic"                  
## [3289] "phony"                    "picket"                  
## [3291] "picketed"                 "picketing"               
## [3293] "pickets"                  "picky"                   
## [3295] "pig"                      "pigs"                    
## [3297] "pillage"                  "pillory"                 
## [3299] "pimple"                   "pinch"                   
## [3301] "pique"                    "pitiable"                
## [3303] "pitiful"                  "pitifully"               
## [3305] "pitiless"                 "pitilessly"              
## [3307] "pittance"                 "pity"                    
## [3309] "plagiarize"               "plague"                  
## [3311] "plasticky"                "plaything"               
## [3313] "plea"                     "pleas"                   
## [3315] "plebeian"                 "plight"                  
## [3317] "plot"                     "plotters"                
## [3319] "ploy"                     "plunder"                 
## [3321] "plunderer"                "pointless"               
## [3323] "pointlessly"              "poison"                  
## [3325] "poisonous"                "poisonously"             
## [3327] "pokey"                    "poky"                    
## [3329] "polarisation"             "polemize"                
## [3331] "pollute"                  "polluter"                
## [3333] "polluters"                "polution"                
## [3335] "pompous"                  "poor"                    
## [3337] "poorer"                   "poorest"                 
## [3339] "poorly"                   "posturing"               
## [3341] "pout"                     "poverty"                 
## [3343] "powerless"                "prate"                   
## [3345] "pratfall"                 "prattle"                 
## [3347] "precarious"               "precariously"            
## [3349] "precipitate"              "precipitous"             
## [3351] "predatory"                "predicament"             
## [3353] "prejudge"                 "prejudice"               
## [3355] "prejudices"               "prejudicial"             
## [3357] "premeditated"             "preoccupy"               
## [3359] "preposterous"             "preposterously"          
## [3361] "presumptuous"             "presumptuously"          
## [3363] "pretence"                 "pretend"                 
## [3365] "pretense"                 "pretentious"             
## [3367] "pretentiously"            "prevaricate"             
## [3369] "pricey"                   "pricier"                 
## [3371] "prick"                    "prickle"                 
## [3373] "prickles"                 "prideful"                
## [3375] "prik"                     "primitive"               
## [3377] "prison"                   "prisoner"                
## [3379] "problem"                  "problematic"             
## [3381] "problems"                 "procrastinate"           
## [3383] "procrastinates"           "procrastination"         
## [3385] "profane"                  "profanity"               
## [3387] "prohibit"                 "prohibitive"             
## [3389] "prohibitively"            "propaganda"              
## [3391] "propagandize"             "proprietary"             
## [3393] "prosecute"                "protest"                 
## [3395] "protested"                "protesting"              
## [3397] "protests"                 "protracted"              
## [3399] "provocation"              "provocative"             
## [3401] "provoke"                  "pry"                     
## [3403] "pugnacious"               "pugnaciously"            
## [3405] "pugnacity"                "punch"                   
## [3407] "punish"                   "punishable"              
## [3409] "punitive"                 "punk"                    
## [3411] "puny"                     "puppet"                  
## [3413] "puppets"                  "puzzled"                 
## [3415] "puzzlement"               "puzzling"                
## [3417] "quack"                    "qualm"                   
## [3419] "qualms"                   "quandary"                
## [3421] "quarrel"                  "quarrellous"             
## [3423] "quarrellously"            "quarrels"                
## [3425] "quarrelsome"              "quash"                   
## [3427] "queer"                    "questionable"            
## [3429] "quibble"                  "quibbles"                
## [3431] "quitter"                  "rabid"                   
## [3433] "racism"                   "racist"                  
## [3435] "racists"                  "racy"                    
## [3437] "radical"                  "radicalization"          
## [3439] "radically"                "radicals"                
## [3441] "rage"                     "ragged"                  
## [3443] "raging"                   "rail"                    
## [3445] "raked"                    "rampage"                 
## [3447] "rampant"                  "ramshackle"              
## [3449] "rancor"                   "randomly"                
## [3451] "rankle"                   "rant"                    
## [3453] "ranted"                   "ranting"                 
## [3455] "rantingly"                "rants"                   
## [3457] "rape"                     "raped"                   
## [3459] "raping"                   "rascal"                  
## [3461] "rascals"                  "rash"                    
## [3463] "rattle"                   "rattled"                 
## [3465] "rattles"                  "ravage"                  
## [3467] "raving"                   "reactionary"             
## [3469] "rebellious"               "rebuff"                  
## [3471] "rebuke"                   "recalcitrant"            
## [3473] "recant"                   "recession"               
## [3475] "recessionary"             "reckless"                
## [3477] "recklessly"               "recklessness"            
## [3479] "recoil"                   "recourses"               
## [3481] "redundancy"               "redundant"               
## [3483] "refusal"                  "refuse"                  
## [3485] "refused"                  "refuses"                 
## [3487] "refusing"                 "refutation"              
## [3489] "refute"                   "refuted"                 
## [3491] "refutes"                  "refuting"                
## [3493] "regress"                  "regression"              
## [3495] "regressive"               "regret"                  
## [3497] "regreted"                 "regretful"               
## [3499] "regretfully"              "regrets"                 
## [3501] "regrettable"              "regrettably"             
## [3503] "regretted"                "reject"                  
## [3505] "rejected"                 "rejecting"               
## [3507] "rejection"                "rejects"                 
## [3509] "relapse"                  "relentless"              
## [3511] "relentlessly"             "relentlessness"          
## [3513] "reluctance"               "reluctant"               
## [3515] "reluctantly"              "remorse"                 
## [3517] "remorseful"               "remorsefully"            
## [3519] "remorseless"              "remorselessly"           
## [3521] "remorselessness"          "renounce"                
## [3523] "renunciation"             "repel"                   
## [3525] "repetitive"               "reprehensible"           
## [3527] "reprehensibly"            "reprehension"            
## [3529] "reprehensive"             "repress"                 
## [3531] "repression"               "repressive"              
## [3533] "reprimand"                "reproach"                
## [3535] "reproachful"              "reprove"                 
## [3537] "reprovingly"              "repudiate"               
## [3539] "repudiation"              "repugn"                  
## [3541] "repugnance"               "repugnant"               
## [3543] "repugnantly"              "repulse"                 
## [3545] "repulsed"                 "repulsing"               
## [3547] "repulsive"                "repulsively"             
## [3549] "repulsiveness"            "resent"                  
## [3551] "resentful"                "resentment"              
## [3553] "resignation"              "resigned"                
## [3555] "resistance"               "restless"                
## [3557] "restlessness"             "restrict"                
## [3559] "restricted"               "restriction"             
## [3561] "restrictive"              "resurgent"               
## [3563] "retaliate"                "retaliatory"             
## [3565] "retard"                   "retarded"                
## [3567] "retardedness"             "retards"                 
## [3569] "reticent"                 "retract"                 
## [3571] "retreat"                  "retreated"               
## [3573] "revenge"                  "revengeful"              
## [3575] "revengefully"             "revert"                  
## [3577] "revile"                   "reviled"                 
## [3579] "revoke"                   "revolt"                  
## [3581] "revolting"                "revoltingly"             
## [3583] "revulsion"                "revulsive"               
## [3585] "rhapsodize"               "rhetoric"                
## [3587] "rhetorical"               "ricer"                   
## [3589] "ridicule"                 "ridicules"               
## [3591] "ridiculous"               "ridiculously"            
## [3593] "rife"                     "rift"                    
## [3595] "rifts"                    "rigid"                   
## [3597] "rigidity"                 "rigidness"               
## [3599] "rile"                     "riled"                   
## [3601] "rip"                      "rip-off"                 
## [3603] "ripoff"                   "ripped"                  
## [3605] "risk"                     "risks"                   
## [3607] "risky"                    "rival"                   
## [3609] "rivalry"                  "roadblocks"              
## [3611] "rocky"                    "rogue"                   
## [3613] "rollercoaster"            "rot"                     
## [3615] "rotten"                   "rough"                   
## [3617] "rremediable"              "rubbish"                 
## [3619] "rude"                     "rue"                     
## [3621] "ruffian"                  "ruffle"                  
## [3623] "ruin"                     "ruined"                  
## [3625] "ruining"                  "ruinous"                 
## [3627] "ruins"                    "rumbling"                
## [3629] "rumor"                    "rumors"                  
## [3631] "rumours"                  "rumple"                  
## [3633] "run-down"                 "runaway"                 
## [3635] "rupture"                  "rust"                    
## [3637] "rusts"                    "rusty"                   
## [3639] "rut"                      "ruthless"                
## [3641] "ruthlessly"               "ruthlessness"            
## [3643] "ruts"                     "sabotage"                
## [3645] "sack"                     "sacrificed"              
## [3647] "sad"                      "sadden"                  
## [3649] "sadly"                    "sadness"                 
## [3651] "sag"                      "sagged"                  
## [3653] "sagging"                  "saggy"                   
## [3655] "sags"                     "salacious"               
## [3657] "sanctimonious"            "sap"                     
## [3659] "sarcasm"                  "sarcastic"               
## [3661] "sarcastically"            "sardonic"                
## [3663] "sardonically"             "sass"                    
## [3665] "satirical"                "satirize"                
## [3667] "savage"                   "savaged"                 
## [3669] "savagery"                 "savages"                 
## [3671] "scaly"                    "scam"                    
## [3673] "scams"                    "scandal"                 
## [3675] "scandalize"               "scandalized"             
## [3677] "scandalous"               "scandalously"            
## [3679] "scandals"                 "scandel"                 
## [3681] "scandels"                 "scant"                   
## [3683] "scapegoat"                "scar"                    
## [3685] "scarce"                   "scarcely"                
## [3687] "scarcity"                 "scare"                   
## [3689] "scared"                   "scarier"                 
## [3691] "scariest"                 "scarily"                 
## [3693] "scarred"                  "scars"                   
## [3695] "scary"                    "scathing"                
## [3697] "scathingly"               "sceptical"               
## [3699] "scoff"                    "scoffingly"              
## [3701] "scold"                    "scolded"                 
## [3703] "scolding"                 "scoldingly"              
## [3705] "scorching"                "scorchingly"             
## [3707] "scorn"                    "scornful"                
## [3709] "scornfully"               "scoundrel"               
## [3711] "scourge"                  "scowl"                   
## [3713] "scramble"                 "scrambled"               
## [3715] "scrambles"                "scrambling"              
## [3717] "scrap"                    "scratch"                 
## [3719] "scratched"                "scratches"               
## [3721] "scratchy"                 "scream"                  
## [3723] "screech"                  "screw-up"                
## [3725] "screwed"                  "screwed-up"              
## [3727] "screwy"                   "scuff"                   
## [3729] "scuffs"                   "scum"                    
## [3731] "scummy"                   "second-class"            
## [3733] "second-tier"              "secretive"               
## [3735] "sedentary"                "seedy"                   
## [3737] "seethe"                   "seething"                
## [3739] "self-coup"                "self-criticism"          
## [3741] "self-defeating"           "self-destructive"        
## [3743] "self-humiliation"         "self-interest"           
## [3745] "self-interested"          "self-serving"            
## [3747] "selfinterested"           "selfish"                 
## [3749] "selfishly"                "selfishness"             
## [3751] "semi-retarded"            "senile"                  
## [3753] "sensationalize"           "senseless"               
## [3755] "senselessly"              "seriousness"             
## [3757] "sermonize"                "servitude"               
## [3759] "set-up"                   "setback"                 
## [3761] "setbacks"                 "sever"                   
## [3763] "severe"                   "severity"                
## [3765] "sh*t"                     "shabby"                  
## [3767] "shadowy"                  "shady"                   
## [3769] "shake"                    "shaky"                   
## [3771] "shallow"                  "sham"                    
## [3773] "shambles"                 "shame"                   
## [3775] "shameful"                 "shamefully"              
## [3777] "shamefulness"             "shameless"               
## [3779] "shamelessly"              "shamelessness"           
## [3781] "shark"                    "sharply"                 
## [3783] "shatter"                  "shemale"                 
## [3785] "shimmer"                  "shimmy"                  
## [3787] "shipwreck"                "shirk"                   
## [3789] "shirker"                  "shit"                    
## [3791] "shiver"                   "shock"                   
## [3793] "shocked"                  "shocking"                
## [3795] "shockingly"               "shoddy"                  
## [3797] "short-lived"              "shortage"                
## [3799] "shortchange"              "shortcoming"             
## [3801] "shortcomings"             "shortness"               
## [3803] "shortsighted"             "shortsightedness"        
## [3805] "showdown"                 "shrew"                   
## [3807] "shriek"                   "shrill"                  
## [3809] "shrilly"                  "shrivel"                 
## [3811] "shroud"                   "shrouded"                
## [3813] "shrug"                    "shun"                    
## [3815] "shunned"                  "sick"                    
## [3817] "sicken"                   "sickening"               
## [3819] "sickeningly"              "sickly"                  
## [3821] "sickness"                 "sidetrack"               
## [3823] "sidetracked"              "siege"                   
## [3825] "sillily"                  "silly"                   
## [3827] "simplistic"               "simplistically"          
## [3829] "sin"                      "sinful"                  
## [3831] "sinfully"                 "sinister"                
## [3833] "sinisterly"               "sink"                    
## [3835] "sinking"                  "skeletons"               
## [3837] "skeptic"                  "skeptical"               
## [3839] "skeptically"              "skepticism"              
## [3841] "sketchy"                  "skimpy"                  
## [3843] "skinny"                   "skittish"                
## [3845] "skittishly"               "skulk"                   
## [3847] "slack"                    "slander"                 
## [3849] "slanderer"                "slanderous"              
## [3851] "slanderously"             "slanders"                
## [3853] "slap"                     "slashing"                
## [3855] "slaughter"                "slaughtered"             
## [3857] "slave"                    "slaves"                  
## [3859] "sleazy"                   "slime"                   
## [3861] "slog"                     "slogged"                 
## [3863] "slogging"                 "slogs"                   
## [3865] "sloooooooooooooow"        "sloooow"                 
## [3867] "slooow"                   "sloow"                   
## [3869] "sloppily"                 "sloppy"                  
## [3871] "sloth"                    "slothful"                
## [3873] "slow"                     "slow-moving"             
## [3875] "slowed"                   "slower"                  
## [3877] "slowest"                  "slowly"                  
## [3879] "sloww"                    "slowww"                  
## [3881] "slowwww"                  "slug"                    
## [3883] "sluggish"                 "slump"                   
## [3885] "slumping"                 "slumpping"               
## [3887] "slur"                     "slut"                    
## [3889] "sluts"                    "sly"                     
## [3891] "smack"                    "smallish"                
## [3893] "smash"                    "smear"                   
## [3895] "smell"                    "smelled"                 
## [3897] "smelling"                 "smells"                  
## [3899] "smelly"                   "smelt"                   
## [3901] "smoke"                    "smokescreen"             
## [3903] "smolder"                  "smoldering"              
## [3905] "smother"                  "smoulder"                
## [3907] "smouldering"              "smudge"                  
## [3909] "smudged"                  "smudges"                 
## [3911] "smudging"                 "smug"                    
## [3913] "smugly"                   "smut"                    
## [3915] "smuttier"                 "smuttiest"               
## [3917] "smutty"                   "snag"                    
## [3919] "snagged"                  "snagging"                
## [3921] "snags"                    "snappish"                
## [3923] "snappishly"               "snare"                   
## [3925] "snarky"                   "snarl"                   
## [3927] "sneak"                    "sneakily"                
## [3929] "sneaky"                   "sneer"                   
## [3931] "sneering"                 "sneeringly"              
## [3933] "snob"                     "snobbish"                
## [3935] "snobby"                   "snobish"                 
## [3937] "snobs"                    "snub"                    
## [3939] "so-cal"                   "soapy"                   
## [3941] "sob"                      "sober"                   
## [3943] "sobering"                 "solemn"                  
## [3945] "solicitude"               "somber"                  
## [3947] "sore"                     "sorely"                  
## [3949] "soreness"                 "sorrow"                  
## [3951] "sorrowful"                "sorrowfully"             
## [3953] "sorry"                    "sour"                    
## [3955] "sourly"                   "spade"                   
## [3957] "spank"                    "spendy"                  
## [3959] "spew"                     "spewed"                  
## [3961] "spewing"                  "spews"                   
## [3963] "spilling"                 "spinster"                
## [3965] "spiritless"               "spite"                   
## [3967] "spiteful"                 "spitefully"              
## [3969] "spitefulness"             "splatter"                
## [3971] "split"                    "splitting"               
## [3973] "spoil"                    "spoilage"                
## [3975] "spoilages"                "spoiled"                 
## [3977] "spoilled"                 "spoils"                  
## [3979] "spook"                    "spookier"                
## [3981] "spookiest"                "spookily"                
## [3983] "spooky"                   "spoon-fed"               
## [3985] "spoon-feed"               "spoonfed"                
## [3987] "sporadic"                 "spotty"                  
## [3989] "spurious"                 "spurn"                   
## [3991] "sputter"                  "squabble"                
## [3993] "squabbling"               "squander"                
## [3995] "squash"                   "squeak"                  
## [3997] "squeaks"                  "squeaky"                 
## [3999] "squeal"                   "squealing"               
## [4001] "squeals"                  "squirm"                  
## [4003] "stab"                     "stagnant"                
## [4005] "stagnate"                 "stagnation"              
## [4007] "staid"                    "stain"                   
## [4009] "stains"                   "stale"                   
## [4011] "stalemate"                "stall"                   
## [4013] "stalls"                   "stammer"                 
## [4015] "stampede"                 "standstill"              
## [4017] "stark"                    "starkly"                 
## [4019] "startle"                  "startling"               
## [4021] "startlingly"              "starvation"              
## [4023] "starve"                   "static"                  
## [4025] "steal"                    "stealing"                
## [4027] "steals"                   "steep"                   
## [4029] "steeply"                  "stench"                  
## [4031] "stereotype"               "stereotypical"           
## [4033] "stereotypically"          "stern"                   
## [4035] "stew"                     "sticky"                  
## [4037] "stiff"                    "stiffness"               
## [4039] "stifle"                   "stifling"                
## [4041] "stiflingly"               "stigma"                  
## [4043] "stigmatize"               "sting"                   
## [4045] "stinging"                 "stingingly"              
## [4047] "stingy"                   "stink"                   
## [4049] "stinks"                   "stodgy"                  
## [4051] "stole"                    "stolen"                  
## [4053] "stooge"                   "stooges"                 
## [4055] "stormy"                   "straggle"                
## [4057] "straggler"                "strain"                  
## [4059] "strained"                 "straining"               
## [4061] "strange"                  "strangely"               
## [4063] "stranger"                 "strangest"               
## [4065] "strangle"                 "streaky"                 
## [4067] "strenuous"                "stress"                  
## [4069] "stresses"                 "stressful"               
## [4071] "stressfully"              "stricken"                
## [4073] "strict"                   "strictly"                
## [4075] "strident"                 "stridently"              
## [4077] "strife"                   "strike"                  
## [4079] "stringent"                "stringently"             
## [4081] "struck"                   "struggle"                
## [4083] "struggled"                "struggles"               
## [4085] "struggling"               "strut"                   
## [4087] "stubborn"                 "stubbornly"              
## [4089] "stubbornness"             "stuck"                   
## [4091] "stuffy"                   "stumble"                 
## [4093] "stumbled"                 "stumbles"                
## [4095] "stump"                    "stumped"                 
## [4097] "stumps"                   "stun"                    
## [4099] "stunt"                    "stunted"                 
## [4101] "stupid"                   "stupidest"               
## [4103] "stupidity"                "stupidly"                
## [4105] "stupified"                "stupify"                 
## [4107] "stupor"                   "stutter"                 
## [4109] "stuttered"                "stuttering"              
## [4111] "stutters"                 "sty"                     
## [4113] "stymied"                  "sub-par"                 
## [4115] "subdued"                  "subjected"               
## [4117] "subjection"               "subjugate"               
## [4119] "subjugation"              "submissive"              
## [4121] "subordinate"              "subpoena"                
## [4123] "subpoenas"                "subservience"            
## [4125] "subservient"              "substandard"             
## [4127] "subtract"                 "subversion"              
## [4129] "subversive"               "subversively"            
## [4131] "subvert"                  "succumb"                 
## [4133] "suck"                     "sucked"                  
## [4135] "sucker"                   "sucks"                   
## [4137] "sucky"                    "sue"                     
## [4139] "sued"                     "sueing"                  
## [4141] "sues"                     "suffer"                  
## [4143] "suffered"                 "sufferer"                
## [4145] "sufferers"                "suffering"               
## [4147] "suffers"                  "suffocate"               
## [4149] "sugar-coat"               "sugar-coated"            
## [4151] "sugarcoated"              "suicidal"                
## [4153] "suicide"                  "sulk"                    
## [4155] "sullen"                   "sully"                   
## [4157] "sunder"                   "sunk"                    
## [4159] "sunken"                   "superficial"             
## [4161] "superficiality"           "superficially"           
## [4163] "superfluous"              "superstition"            
## [4165] "superstitious"            "suppress"                
## [4167] "suppression"              "surrender"               
## [4169] "susceptible"              "suspect"                 
## [4171] "suspicion"                "suspicions"              
## [4173] "suspicious"               "suspiciously"            
## [4175] "swagger"                  "swamped"                 
## [4177] "sweaty"                   "swelled"                 
## [4179] "swelling"                 "swindle"                 
## [4181] "swipe"                    "swollen"                 
## [4183] "symptom"                  "symptoms"                
## [4185] "syndrome"                 "taboo"                   
## [4187] "tacky"                    "taint"                   
## [4189] "tainted"                  "tamper"                  
## [4191] "tangle"                   "tangled"                 
## [4193] "tangles"                  "tank"                    
## [4195] "tanked"                   "tanks"                   
## [4197] "tantrum"                  "tardy"                   
## [4199] "tarnish"                  "tarnished"               
## [4201] "tarnishes"                "tarnishing"              
## [4203] "tattered"                 "taunt"                   
## [4205] "taunting"                 "tauntingly"              
## [4207] "taunts"                   "taut"                    
## [4209] "tawdry"                   "taxing"                  
## [4211] "tease"                    "teasingly"               
## [4213] "tedious"                  "tediously"               
## [4215] "temerity"                 "temper"                  
## [4217] "tempest"                  "temptation"              
## [4219] "tenderness"               "tense"                   
## [4221] "tension"                  "tentative"               
## [4223] "tentatively"              "tenuous"                 
## [4225] "tenuously"                "tepid"                   
## [4227] "terrible"                 "terribleness"            
## [4229] "terribly"                 "terror"                  
## [4231] "terror-genic"             "terrorism"               
## [4233] "terrorize"                "testily"                 
## [4235] "testy"                    "tetchily"                
## [4237] "tetchy"                   "thankless"               
## [4239] "thicker"                  "thirst"                  
## [4241] "thorny"                   "thoughtless"             
## [4243] "thoughtlessly"            "thoughtlessness"         
## [4245] "thrash"                   "threat"                  
## [4247] "threaten"                 "threatening"             
## [4249] "threats"                  "threesome"               
## [4251] "throb"                    "throbbed"                
## [4253] "throbbing"                "throbs"                  
## [4255] "throttle"                 "thug"                    
## [4257] "thumb-down"               "thumbs-down"             
## [4259] "thwart"                   "time-consuming"          
## [4261] "timid"                    "timidity"                
## [4263] "timidly"                  "timidness"               
## [4265] "tin-y"                    "tingled"                 
## [4267] "tingling"                 "tired"                   
## [4269] "tiresome"                 "tiring"                  
## [4271] "tiringly"                 "toil"                    
## [4273] "toll"                     "top-heavy"               
## [4275] "topple"                   "torment"                 
## [4277] "tormented"                "torrent"                 
## [4279] "tortuous"                 "torture"                 
## [4281] "tortured"                 "tortures"                
## [4283] "torturing"                "torturous"               
## [4285] "torturously"              "totalitarian"            
## [4287] "touchy"                   "toughness"               
## [4289] "tout"                     "touted"                  
## [4291] "touts"                    "toxic"                   
## [4293] "traduce"                  "tragedy"                 
## [4295] "tragic"                   "tragically"              
## [4297] "traitor"                  "traitorous"              
## [4299] "traitorously"             "tramp"                   
## [4301] "trample"                  "transgress"              
## [4303] "transgression"            "trap"                    
## [4305] "traped"                   "trapped"                 
## [4307] "trash"                    "trashed"                 
## [4309] "trashy"                   "trauma"                  
## [4311] "traumatic"                "traumatically"           
## [4313] "traumatize"               "traumatized"             
## [4315] "travesties"               "travesty"                
## [4317] "treacherous"              "treacherously"           
## [4319] "treachery"                "treason"                 
## [4321] "treasonous"               "trick"                   
## [4323] "tricked"                  "trickery"                
## [4325] "tricky"                   "trivial"                 
## [4327] "trivialize"               "trouble"                 
## [4329] "troubled"                 "troublemaker"            
## [4331] "troubles"                 "troublesome"             
## [4333] "troublesomely"            "troubling"               
## [4335] "troublingly"              "truant"                  
## [4337] "tumble"                   "tumbled"                 
## [4339] "tumbles"                  "tumultuous"              
## [4341] "turbulent"                "turmoil"                 
## [4343] "twist"                    "twisted"                 
## [4345] "twists"                   "two-faced"               
## [4347] "two-faces"                "tyrannical"              
## [4349] "tyrannically"             "tyranny"                 
## [4351] "tyrant"                   "ugh"                     
## [4353] "uglier"                   "ugliest"                 
## [4355] "ugliness"                 "ugly"                    
## [4357] "ulterior"                 "ultimatum"               
## [4359] "ultimatums"               "ultra-hardline"          
## [4361] "un-viewable"              "unable"                  
## [4363] "unacceptable"             "unacceptablely"          
## [4365] "unacceptably"             "unaccessible"            
## [4367] "unaccustomed"             "unachievable"            
## [4369] "unaffordable"             "unappealing"             
## [4371] "unattractive"             "unauthentic"             
## [4373] "unavailable"              "unavoidably"             
## [4375] "unbearable"               "unbearablely"            
## [4377] "unbelievable"             "unbelievably"            
## [4379] "uncaring"                 "uncertain"               
## [4381] "uncivil"                  "uncivilized"             
## [4383] "unclean"                  "unclear"                 
## [4385] "uncollectible"            "uncomfortable"           
## [4387] "uncomfortably"            "uncomfy"                 
## [4389] "uncompetitive"            "uncompromising"          
## [4391] "uncompromisingly"         "unconfirmed"             
## [4393] "unconstitutional"         "uncontrolled"            
## [4395] "unconvincing"             "unconvincingly"          
## [4397] "uncooperative"            "uncouth"                 
## [4399] "uncreative"               "undecided"               
## [4401] "undefined"                "undependability"         
## [4403] "undependable"             "undercut"                
## [4405] "undercuts"                "undercutting"            
## [4407] "underdog"                 "underestimate"           
## [4409] "underlings"               "undermine"               
## [4411] "undermined"               "undermines"              
## [4413] "undermining"              "underpaid"               
## [4415] "underpowered"             "undersized"              
## [4417] "undesirable"              "undetermined"            
## [4419] "undid"                    "undignified"             
## [4421] "undissolved"              "undocumented"            
## [4423] "undone"                   "undue"                   
## [4425] "unease"                   "uneasily"                
## [4427] "uneasiness"               "uneasy"                  
## [4429] "uneconomical"             "unemployed"              
## [4431] "unequal"                  "unethical"               
## [4433] "uneven"                   "uneventful"              
## [4435] "unexpected"               "unexpectedly"            
## [4437] "unexplained"              "unfairly"                
## [4439] "unfaithful"               "unfaithfully"            
## [4441] "unfamiliar"               "unfavorable"             
## [4443] "unfeeling"                "unfinished"              
## [4445] "unfit"                    "unforeseen"              
## [4447] "unforgiving"              "unfortunate"             
## [4449] "unfortunately"            "unfounded"               
## [4451] "unfriendly"               "unfulfilled"             
## [4453] "unfunded"                 "ungovernable"            
## [4455] "ungrateful"               "unhappily"               
## [4457] "unhappiness"              "unhappy"                 
## [4459] "unhealthy"                "unhelpful"               
## [4461] "unilateralism"            "unimaginable"            
## [4463] "unimaginably"             "unimportant"             
## [4465] "uninformed"               "uninsured"               
## [4467] "unintelligible"           "unintelligile"           
## [4469] "unipolar"                 "unjust"                  
## [4471] "unjustifiable"            "unjustifiably"           
## [4473] "unjustified"              "unjustly"                
## [4475] "unkind"                   "unkindly"                
## [4477] "unknown"                  "unlamentable"            
## [4479] "unlamentably"             "unlawful"                
## [4481] "unlawfully"               "unlawfulness"            
## [4483] "unleash"                  "unlicensed"              
## [4485] "unlikely"                 "unlucky"                 
## [4487] "unmoved"                  "unnatural"               
## [4489] "unnaturally"              "unnecessary"             
## [4491] "unneeded"                 "unnerve"                 
## [4493] "unnerved"                 "unnerving"               
## [4495] "unnervingly"              "unnoticed"               
## [4497] "unobserved"               "unorthodox"              
## [4499] "unorthodoxy"              "unpleasant"              
## [4501] "unpleasantries"           "unpopular"               
## [4503] "unpredictable"            "unprepared"              
## [4505] "unproductive"             "unprofitable"            
## [4507] "unprove"                  "unproved"                
## [4509] "unproven"                 "unproves"                
## [4511] "unproving"                "unqualified"             
## [4513] "unravel"                  "unraveled"               
## [4515] "unreachable"              "unreadable"              
## [4517] "unrealistic"              "unreasonable"            
## [4519] "unreasonably"             "unrelenting"             
## [4521] "unrelentingly"            "unreliability"           
## [4523] "unreliable"               "unresolved"              
## [4525] "unresponsive"             "unrest"                  
## [4527] "unruly"                   "unsafe"                  
## [4529] "unsatisfactory"           "unsavory"                
## [4531] "unscrupulous"             "unscrupulously"          
## [4533] "unsecure"                 "unseemly"                
## [4535] "unsettle"                 "unsettled"               
## [4537] "unsettling"               "unsettlingly"            
## [4539] "unskilled"                "unsophisticated"         
## [4541] "unsound"                  "unspeakable"             
## [4543] "unspeakablely"            "unspecified"             
## [4545] "unstable"                 "unsteadily"              
## [4547] "unsteadiness"             "unsteady"                
## [4549] "unsuccessful"             "unsuccessfully"          
## [4551] "unsupported"              "unsupportive"            
## [4553] "unsure"                   "unsuspecting"            
## [4555] "unsustainable"            "untenable"               
## [4557] "untested"                 "unthinkable"             
## [4559] "unthinkably"              "untimely"                
## [4561] "untouched"                "untrue"                  
## [4563] "untrustworthy"            "untruthful"              
## [4565] "unusable"                 "unusably"                
## [4567] "unuseable"                "unuseably"               
## [4569] "unusual"                  "unusually"               
## [4571] "unviewable"               "unwanted"                
## [4573] "unwarranted"              "unwatchable"             
## [4575] "unwelcome"                "unwell"                  
## [4577] "unwieldy"                 "unwilling"               
## [4579] "unwillingly"              "unwillingness"           
## [4581] "unwise"                   "unwisely"                
## [4583] "unworkable"               "unworthy"                
## [4585] "unyielding"               "upbraid"                 
## [4587] "upheaval"                 "uprising"                
## [4589] "uproar"                   "uproarious"              
## [4591] "uproariously"             "uproarous"               
## [4593] "uproarously"              "uproot"                  
## [4595] "upset"                    "upseting"                
## [4597] "upsets"                   "upsetting"               
## [4599] "upsettingly"              "urgent"                  
## [4601] "useless"                  "usurp"                   
## [4603] "usurper"                  "utterly"                 
## [4605] "vagrant"                  "vague"                   
## [4607] "vagueness"                "vain"                    
## [4609] "vainly"                   "vanity"                  
## [4611] "vehement"                 "vehemently"              
## [4613] "vengeance"                "vengeful"                
## [4615] "vengefully"               "vengefulness"            
## [4617] "venom"                    "venomous"                
## [4619] "venomously"               "vent"                    
## [4621] "vestiges"                 "vex"                     
## [4623] "vexation"                 "vexing"                  
## [4625] "vexingly"                 "vibrate"                 
## [4627] "vibrated"                 "vibrates"                
## [4629] "vibrating"                "vibration"               
## [4631] "vice"                     "vicious"                 
## [4633] "viciously"                "viciousness"             
## [4635] "victimize"                "vile"                    
## [4637] "vileness"                 "vilify"                  
## [4639] "villainous"               "villainously"            
## [4641] "villains"                 "villian"                 
## [4643] "villianous"               "villianously"            
## [4645] "villify"                  "vindictive"              
## [4647] "vindictively"             "vindictiveness"          
## [4649] "violate"                  "violation"               
## [4651] "violator"                 "violators"               
## [4653] "violent"                  "violently"               
## [4655] "viper"                    "virulence"               
## [4657] "virulent"                 "virulently"              
## [4659] "virus"                    "vociferous"              
## [4661] "vociferously"             "volatile"                
## [4663] "volatility"               "vomit"                   
## [4665] "vomited"                  "vomiting"                
## [4667] "vomits"                   "vulgar"                  
## [4669] "vulnerable"               "wack"                    
## [4671] "wail"                     "wallow"                  
## [4673] "wane"                     "waning"                  
## [4675] "wanton"                   "war-like"                
## [4677] "warily"                   "wariness"                
## [4679] "warlike"                  "warned"                  
## [4681] "warning"                  "warp"                    
## [4683] "warped"                   "wary"                    
## [4685] "washed-out"               "waste"                   
## [4687] "wasted"                   "wasteful"                
## [4689] "wastefulness"             "wasting"                 
## [4691] "water-down"               "watered-down"            
## [4693] "wayward"                  "weak"                    
## [4695] "weaken"                   "weakening"               
## [4697] "weaker"                   "weakness"                
## [4699] "weaknesses"               "weariness"               
## [4701] "wearisome"                "weary"                   
## [4703] "wedge"                    "weed"                    
## [4705] "weep"                     "weird"                   
## [4707] "weirdly"                  "wheedle"                 
## [4709] "whimper"                  "whine"                   
## [4711] "whining"                  "whiny"                   
## [4713] "whips"                    "whore"                   
## [4715] "whores"                   "wicked"                  
## [4717] "wickedly"                 "wickedness"              
## [4719] "wild"                     "wildly"                  
## [4721] "wiles"                    "wilt"                    
## [4723] "wily"                     "wimpy"                   
## [4725] "wince"                    "wobble"                  
## [4727] "wobbled"                  "wobbles"                 
## [4729] "woe"                      "woebegone"               
## [4731] "woeful"                   "woefully"                
## [4733] "womanizer"                "womanizing"              
## [4735] "worn"                     "worried"                 
## [4737] "worriedly"                "worrier"                 
## [4739] "worries"                  "worrisome"               
## [4741] "worry"                    "worrying"                
## [4743] "worryingly"               "worse"                   
## [4745] "worsen"                   "worsening"               
## [4747] "worst"                    "worthless"               
## [4749] "worthlessly"              "worthlessness"           
## [4751] "wound"                    "wounds"                  
## [4753] "wrangle"                  "wrath"                   
## [4755] "wreak"                    "wreaked"                 
## [4757] "wreaks"                   "wreck"                   
## [4759] "wrest"                    "wrestle"                 
## [4761] "wretch"                   "wretched"                
## [4763] "wretchedly"               "wretchedness"            
## [4765] "wrinkle"                  "wrinkled"                
## [4767] "wrinkles"                 "wrip"                    
## [4769] "wripped"                  "wripping"                
## [4771] "writhe"                   "wrong"                   
## [4773] "wrongful"                 "wrongly"                 
## [4775] "wrought"                  "yawn"                    
## [4777] "zap"                      "zapped"                  
## [4779] "zaps"                     "zealot"                  
## [4781] "zealous"                  "zealously"               
## [4783] "zombie"

now lets find the negative words

neg.tive<-sum(!is.na(match(textbag,neg.word)))
neg.tive
## [1] 3

we found there are only 3 negative words in the data

now we will do score of this data.

pos.tive-neg.tive
## [1] 21

As per the data we have 21 positive words in the data set. it might be useless. so we will look at the overall data and find the percentage of positive and negative

(3/254)*100 #negative
## [1] 1.181102

In the overall data only 1.18% of the word is negative

(24/254)*100 #positive
## [1] 9.448819

out of 254 words only 9.44% of the words are positive.

In this analysis I had a check on positive and negative. similar analysis can be taken to find various other untapped sentiments like funny, sad, angry etc and narrow the research.

You can visit my previous articles to understand the coding process. The links are below:

https://experimentswithdatascience.blogspot.in/2017/08/text-analysis-easy-way-to-web-scrapping.html

https://experimentswithdatascience.blogspot.in/2017/10/modis-mann-ki-baat-text-analytics-text.html