整理檔案
library (tm)## Loading required package: NLPlibrary(SnowballC)
setwd("/Users/Angel/documents")
democrats <- Corpus(DirSource("../documents/Democratics/"))
republicans <- Corpus(DirSource("../documents/Republicans/"))
class(democrats)## [1] "VCorpus" "Corpus"summary(democrats)## Length Class Mode
## 1933-Roosevelt.txt 2 PlainTextDocument list
## 1937-Roosevelt.txt 2 PlainTextDocument list
## 1941-Roosevelt.txt 2 PlainTextDocument list
## 1945-Roosevelt.txt 2 PlainTextDocument list
## 1949-Truman.txt 2 PlainTextDocument list
## 1961-Kennedy.txt 2 PlainTextDocument list
## 1965-Johnson.txt 2 PlainTextDocument list
## 1977-Carter.txt 2 PlainTextDocument list
## 1993-Clinton.txt 2 PlainTextDocument list
## 1997-Clinton.txt 2 PlainTextDocument list
## 2009-Obama.txt 2 PlainTextDocument list
## 2013-Obama.txt 2 PlainTextDocument listinspect(democrats[1:12])## <<VCorpus>>
## Metadata: corpus specific: 0, document level (indexed): 0
## Content: documents: 12
##
## [[1]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 10949
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## Metadata: 7
## Content: chars: 10686
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## Metadata: 7
## Content: chars: 7646
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## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 3069
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## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 13821
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## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 7673
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## Metadata: 7
## Content: chars: 8270
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## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 6924
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## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 9146
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## Metadata: 7
## Content: chars: 12313
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## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 13508
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## [[12]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 11973class(republicans)## [1] "VCorpus" "Corpus"summary(republicans)## Length Class Mode
## 1929-Hoover.txt 2 PlainTextDocument list
## 1953-Eisenhower.txt 2 PlainTextDocument list
## 1957-Eisenhower.txt 2 PlainTextDocument list
## 1969-Nixon.txt 2 PlainTextDocument list
## 1973-Nixon.txt 2 PlainTextDocument list
## 1981-Reagan.txt 2 PlainTextDocument list
## 1985-Reagan.txt 2 PlainTextDocument list
## 1989-Bush.txt 2 PlainTextDocument list
## 2001-Bush.txt 2 PlainTextDocument list
## 2005-Bush.txt 2 PlainTextDocument listinspect(republicans[1:10])## <<VCorpus>>
## Metadata: corpus specific: 0, document level (indexed): 0
## Content: documents: 10
##
## [[1]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 21849
##
## [[2]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 14058
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## [[3]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 9267
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## [[4]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 11785
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## [[5]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 10092
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## [[6]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 13827
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## [[7]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 14645
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## [[8]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 12581
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## [[9]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 9146
##
## [[10]]
## <<PlainTextDocument>>
## Metadata: 7
## Content: chars: 11942removal <- content_transformer(function(x, pattern) gsub(pattern, "", x))
democrats <- tm_map(democrats, removal, "\n")
democrats <- tm_map(democrats, removeNumbers)
democrats <- tm_map(democrats, removePunctuation)
democrats <- tm_map(democrats, removeWords, stopwords("english"))
democrats <- tm_map(democrats, stripWhitespace)
D <- TermDocumentMatrix(democrats)
rownames(D)## [1] "abandon" "abandoned"
## [3] "abandonment" "abdicated"
## [5] "abiding" "abilitiesnncommunism"
## [7] "ability" "able"
## [9] "abolish" "abolished"
## [11] "above" "abreast"
## [13] "abroad" "absence"
## [15] "absolute" "absolutism"
## [17] "abundance" "abundantly"
## [19] "abuse" "accept"
## [21] "accepted" "accidental"
## [23] "accomplish" "accomplished"
## [25] "accomplishing" "accomplishmentnnthe"
## [27] "accomplishments" "account"
## [29] "achieve" "achieved"
## [31] "achievement" "achievements"
## [33] "acrimony" "across"
## [35] "act" "acted"
## [37] "acting" "action"
## [39] "actionnnfirst" "actions"
## [41] "activities" "activity"
## [43] "add" "added"
## [45] "addition" "address"
## [47] "addressnnthose" "adequate"
## [49] "adheres" "adjust"
## [51] "administration" "admiration"
## [53] "admit" "admitted"
## [55] "admonition" "adoptionnnbut"
## [57] "advance" "advanced"
## [59] "advancennwhile" "advances"
## [61] "advancing" "advantage"
## [63] "adversaries" "adversary"
## [65] "advice" "advocated"
## [67] "affairs" "affairsnnwe"
## [69] "affect" "affecting"
## [71] "affirm" "affirmation"
## [73] "afford" "afghanistan"
## [75] "afraid" "africa"
## [77] "african" "againbut"
## [79] "againnnfor" "againnni"
## [81] "againnnif" "againnnin"
## [83] "againnno" "age"
## [85] "agencies" "agency"
## [87] "ages" "aggression"
## [89] "aggressionnnwe" "ago"
## [91] "agonni" "agonnthe"
## [93] "agonnwe" "agree"
## [95] "agreement" "agreements"
## [97] "agricultural" "agriculture"
## [99] "ahead" "aheadnntrue"
## [101] "aid" "aided"
## [103] "aids" "aim"
## [105] "aims" "air"
## [107] "airports" "alarmed"
## [109] "alert" "alien"
## [111] "alike" "alive"
## [113] "all" "allegiance"
## [115] "alliance" "alliances"
## [117] "allies" "allnnfor"
## [119] "allnnit" "allowed"
## [121] "almighty" "almost"
## [123] "alone" "alonennmy"
## [125] "along" "alongside"
## [127] "already" "also"
## [129] "altar" "alter"
## [131] "always" "ambition"
## [133] "ambitions" "ambitious"
## [135] "america" "american"
## [137] "americannamong" "americannand"
## [139] "americannfor" "americannwe"
## [141] "americans" "americansnnthat"
## [143] "americas" "amidst"
## [145] "among" "amount"
## [147] "ancestors" "anchor"
## [149] "ancient" "and"
## [151] "anew" "anguished"
## [153] "animosities" "anniversary"
## [155] "another" "answer"
## [157] "answered" "ants"
## [159] "anxiety" "anybody"
## [161] "anymore" "anyone"
## [163] "anywhere" "apart"
## [165] "apologize" "appalachia"
## [167] "appeal" "application"
## [169] "apply" "applying"
## [171] "approach" "approaches"
## [173] "approaching" "arduous"
## [175] "area" "areas"
## [177] "areasnnfor" "areasnnmore"
## [179] "arguments" "arlington"
## [181] "armaments" "armamentsnnwe"
## [183] "armed" "armies"
## [185] "arms" "army"
## [187] "around" "arrangement"
## [189] "arrangements" "arrest"
## [191] "arrived" "arsenal"
## [193] "art" "article"
## [195] "articulated" "artificial"
## [197] "arts" "asia"
## [199] "aside" "ask"
## [201] "asked" "asking"
## [203] "asks" "aspiration"
## [205] "aspirations" "aspire"
## [207] "assembly" "assert"
## [209] "assist" "assistance"
## [211] "assume" "assumed"
## [213] "assumes" "assurance"
## [215] "assure" "assured"
## [217] "asundernnto" "atlantic"
## [219] "atom" "attack"
## [221] "attacks" "attempts"
## [223] "attest" "aught"
## [225] "authority" "autocratic"
## [227] "available" "avoid"
## [229] "await" "awaited"
## [231] "awaits" "aware"
## [233] "away" "awesome"
## [235] "awful" "back"
## [237] "bad" "badly"
## [239] "baffled" "balance"
## [241] "balanced" "balances"
## [243] "band" "banking"
## [245] "bankrupt" "barely"
## [247] "barriers" "base"
## [249] "based" "basi"
## [251] "basic" "basis"
## [253] "basisnnalmost" "battalion"
## [255] "battle" "beachhead"
## [257] "bear" "bearing"
## [259] "beaten" "beatennnour"
## [261] "beautiful" "beauty"
## [263] "became" "become"
## [265] "becomes" "becoming"
## [267] "befit" "before"
## [269] "beforennlet" "began"
## [271] "begin" "beginning"
## [273] "beginnnin" "begun"
## [275] "begunnnto" "behalf"
## [277] "behave" "behind"
## [279] "being" "belaboring"
## [281] "belied" "belief"
## [283] "beliefnunder" "beliefs"
## [285] "believe" "believed"
## [287] "believennfor" "believers"
## [289] "believing" "belongs"
## [291] "belongsnnto" "beloved"
## [293] "bend" "beneath"
## [295] "benefit" "benefits"
## [297] "bernardin" "best"
## [299] "bestnnour" "bestowed"
## [301] "betray" "betrays"
## [303] "better" "bewildered"
## [305] "beyond" "bible"
## [307] "bickering" "biden"
## [309] "big" "bigger"
## [311] "bill" "bind"
## [313] "binds" "biological"
## [315] "birth" "birthnnmany"
## [317] "birthright" "bitter"
## [319] "blame" "blazed"
## [321] "bleakest" "bless"
## [323] "blessed" "blessing"
## [325] "blessings" "blind"
## [327] "blindly" "blood"
## [329] "bloodshed" "blows"
## [331] "blueprint" "boasted"
## [333] "boat" "bodies"
## [335] "body" "bodya"
## [337] "bold" "boldly"
## [339] "boldness" "bonds"
## [341] "book" "border"
## [343] "borders" "born"
## [345] "borne" "borrowed"
## [347] "bound" "boundaries"
## [349] "bounty" "boy"
## [351] "branches" "brave"
## [353] "breach" "break"
## [355] "bridge" "bridges"
## [357] "briefly" "briefnnwe"
## [359] "bright" "brightens"
## [361] "brilliant" "bring"
## [363] "brings" "brink"
## [365] "broad" "broadcast"
## [367] "broken" "brothers"
## [369] "brought" "brutal"
## [371] "budget" "build"
## [373] "builders" "building"
## [375] "built" "burden"
## [377] "burdens" "burdensnnwe"
## [379] "bush" "business"
## [381] "businesses" "but"
## [383] "buy" "calculation"
## [385] "call" "called"
## [387] "calling" "callnnthank"
## [389] "callous" "calls"
## [391] "came" "campfires"
## [393] "camps" "can"
## [395] "cancers" "candle"
## [397] "candor" "cannnbut"
## [399] "capable" "capacity"
## [401] "capital" "capitalist"
## [403] "capitals" "capitol"
## [405] "cardinal" "care"
## [407] "cared" "cares"
## [409] "caring" "carried"
## [411] "carry" "carrying"
## [413] "cars" "cast"
## [415] "casting" "cause"
## [417] "ceaseless" "cede"
## [419] "celebrate" "celebrated"
## [421] "celebration" "centers"
## [423] "central" "centuries"
## [425] "centurieslong" "century"
## [427] "ceremony" "certain"
## [429] "chains" "challenge"
## [431] "challenged" "challenges"
## [433] "chance" "change"
## [435] "changed" "changeless"
## [437] "changenfirst" "changenliberty"
## [439] "changenncommunism" "changers"
## [441] "changes" "changing"
## [443] "chaos" "chapter"
## [445] "character" "characternnbut"
## [447] "charged" "charity"
## [449] "chartannin" "charter"
## [451] "charternnwe" "chase"
## [453] "chattel" "chemical"
## [455] "cherished" "chief"
## [457] "child" "childish"
## [459] "children" "childrennni"
## [461] "childrens" "childs"
## [463] "choice" "choices"
## [465] "choose" "choosing"
## [467] "chorus" "chosen"
## [469] "christians" "circle"
## [471] "circumstances" "cities"
## [473] "citizen" "citizennnthe"
## [475] "citizens" "citizenship"
## [477] "citizenshipnnthis" "citizensnneach"
## [479] "citizensnni" "citizensnnthis"
## [481] "city" "civil"
## [483] "civility" "civilization"
## [485] "claim" "clamor"
## [487] "clarity" "class"
## [489] "classes" "classroom"
## [491] "clean" "cleaner"
## [493] "clear" "clearcut"
## [495] "clearly" "clergy"
## [497] "clerk" "climate"
## [499] "cling" "cloaked"
## [501] "close" "clothe"
## [503] "clothed" "clothing"
## [505] "clouds" "coast"
## [507] "code" "cold"
## [509] "coldest" "coleman"
## [511] "collapse" "collective"
## [513] "college" "colleges"
## [515] "colonial" "color"
## [517] "colored" "colors"
## [519] "combat" "come"
## [521] "comes" "comfort"
## [523] "comforts" "coming"
## [525] "command" "commanded"
## [527] "commerce" "commercennlet"
## [529] "commit" "commitment"
## [531] "commitments" "committed"
## [533] "common" "commonplace"
## [535] "communications" "communism"
## [537] "communismnncommunism" "communismnntoday"
## [539] "communisms" "communist"
## [541] "communists" "communities"
## [543] "community" "communitynnwe"
## [545] "compact" "companionsnnhow"
## [547] "company" "compared"
## [549] "compassionatennwe" "compel"
## [551] "compensate" "compete"
## [553] "competent" "competition"
## [555] "complete" "complex"
## [557] "compose" "composed"
## [559] "computer" "conceived"
## [561] "concept" "concepts"
## [563] "concern" "concerned"
## [565] "concord" "condition"
## [567] "conditions" "condoned"
## [569] "conduct" "conferred"
## [571] "confidence" "confident"
## [573] "conflict" "confront"
## [575] "confuse" "confusion"
## [577] "congress" "connections"
## [579] "conquer" "conquered"
## [581] "conquerednnjustice" "conscience"
## [583] "consciousness" "consequence"
## [585] "conservation" "consider"
## [587] "consideration" "considered"
## [589] "consistently" "constant"
## [591] "constantly" "constants"
## [593] "constitution" "constitutional"
## [595] "constricted" "construct"
## [597] "constructed" "constructive"
## [599] "consume" "consumed"
## [601] "consummation" "contempt"
## [603] "content" "continent"
## [605] "continents" "continue"
## [607] "continued" "continuing"
## [609] "contour" "contrary"
## [611] "contribute" "contributions"
## [613] "control" "controlled"
## [615] "controls" "convention"
## [617] "convert" "conviction"
## [619] "convictionnnthe" "convictions"
## [621] "convinced" "cool"
## [623] "cooperate" "cooperation"
## [625] "cooperative" "coordinate"
## [627] "corner" "corners"
## [629] "corrected" "correctly"
## [631] "corruption" "cost"
## [633] "costly" "count"
## [635] "counties" "countries"
## [637] "country" "countrymen"
## [639] "countrynnmy" "countrys"
## [641] "countryside" "courage"
## [643] "couragennwhat" "courageously"
## [645] "course" "courses"
## [647] "court" "covenant"
## [649] "covenantnnthink" "covenantnthey"
## [651] "craving" "create"
## [653] "created" "creating"
## [655] "creative" "creator"
## [657] "credit" "credits"
## [659] "creed" "creednnand"
## [661] "creednnwe" "creeds"
## [663] "crime" "cripple"
## [665] "crippling" "crises"
## [667] "crisis" "critical"
## [669] "criticism" "crop"
## [671] "cross" "cultural"
## [673] "culture" "cured"
## [675] "cures" "curiosity"
## [677] "currencynnthere" "currents"
## [679] "curse" "curtailment"
## [681] "cut" "cynics"
## [683] "daily" "danger"
## [685] "dangers" "dare"
## [687] "dark" "darkest"
## [689] "darkness" "data"
## [691] "daughters" "dawn"
## [693] "day" "daynni"
## [695] "days" "daysnnin"
## [697] "deadlock" "deadly"
## [699] "dealing" "deathnnwithin"
## [701] "debate" "debates"
## [703] "debt" "decade"
## [705] "decades" "deceit"
## [707] "decencies" "decency"
## [709] "decent" "decides"
## [711] "deciding" "decision"
## [713] "decisions" "decisive"
## [715] "decisivelynnthese" "declaration"
## [717] "declare" "declared"
## [719] "declarednnwe" "decline"
## [721] "decoding" "decrees"
## [723] "dedicate" "dedicated"
## [725] "dedication" "deeds"
## [727] "deep" "deepen"
## [729] "deepened" "deeper"
## [731] "deepest" "deeply"
## [733] "defeat" "defeatism"
## [735] "defend" "defending"
## [737] "defense" "defensennif"
## [739] "defensennin" "deficit"
## [741] "defied" "define"
## [743] "defining" "definite"
## [745] "definitely" "definition"
## [747] "degree" "delay"
## [749] "delivered" "delusions"
## [751] "demand" "demanded"
## [753] "demanding" "demands"
## [755] "democracies" "democracy"
## [757] "democracynnand" "democracynnfor"
## [759] "democracynnif" "democratic"
## [761] "demonstrate" "denied"
## [763] "denies" "deny"
## [765] "denying" "departure"
## [767] "depend" "depended"
## [769] "dependent" "depends"
## [771] "deplore" "depression"
## [773] "depth" "depths"
## [775] "describes" "desert"
## [777] "deserts" "deserve"
## [779] "deserves" "deserving"
## [781] "designed" "desire"
## [783] "despair" "despairnnon"
## [785] "despise" "destined"
## [787] "destiny" "destinynnthis"
## [789] "destroy" "destroyed"
## [791] "destruction" "detailed"
## [793] "determination" "determined"
## [795] "detroit" "devastates"
## [797] "devastating" "development"
## [799] "developmentnnour" "developments"
## [801] "developmentsnnthe" "devised"
## [803] "devote" "devotion"
## [805] "dictates" "dictatorship"
## [807] "die" "died"
## [809] "difference" "differences"
## [811] "differencesnnevents" "different"
## [813] "differing" "difficult"
## [815] "difficulties" "digital"
## [817] "dignified" "dignity"
## [819] "din" "diplomacy"
## [821] "dire" "direct"
## [823] "directed" "direction"
## [825] "directly" "disability"
## [827] "disaster" "disasternnin"
## [829] "disasters" "discipline"
## [831] "disciplined" "discordnnon"
## [833] "discovered" "discovering"
## [835] "disease" "disputes"
## [837] "disruption" "dissent"
## [839] "dissolve" "distant"
## [841] "distinguished" "distress"
## [843] "distrust" "diversity"
## [845] "divide" "divided"
## [847] "divides" "divine"
## [849] "division" "divisions"
## [851] "documents" "documentsnnso"
## [853] "doers" "doesnnif"
## [855] "dogmas" "dogs"
## [857] "dollars" "domestic"
## [859] "dominant" "dominate"
## [861] "dominated" "dominion"
## [863] "done" "donnnow"
## [865] "doors" "doorstep"
## [867] "dot" "doth"
## [869] "doubt" "downfall"
## [871] "downward" "drafted"
## [873] "dramatic" "drastically"
## [875] "draw" "drawn"
## [877] "dream" "dreamnnours"
## [879] "dreams" "drift"
## [881] "drifted" "drifting"
## [883] "drive" "drought"
## [885] "drugs" "due"
## [887] "dulled" "durable"
## [889] "durably" "duration"
## [891] "dust" "duties"
## [893] "duty" "dwell"
## [895] "dying" "dyingnnwe"
## [897] "each" "earlier"
## [899] "early" "earn"
## [901] "earned" "earns"
## [903] "earth" "earthnnfor"
## [905] "earthnnit" "easily"
## [907] "easilynnbut" "east"
## [909] "easy" "ebbing"
## [911] "echo" "economic"
## [913] "economicallynngreater" "economics"
## [915] "economy" "edge"
## [917] "education" "educational"
## [919] "effect" "effective"
## [921] "effectiveness" "effort"
## [923] "effortnnin" "efforts"
## [925] "eisenhower" "either"
## [927] "elections" "electric"
## [929] "elementary" "elements"
## [931] "elimination" "else"
## [933] "elsewhere" "emanates"
## [935] "embark" "embattled"
## [937] "embody" "embrace"
## [939] "embraced" "emerged"
## [941] "emergency" "emerson"
## [943] "emphasis" "emphasize"
## [945] "employednnbut" "employment"
## [947] "empower" "emulationnnto"
## [949] "enabled" "encountered"
## [951] "encourage" "encouraged"
## [953] "encouragement" "encyclopedia"
## [955] "end" "endeavor"
## [957] "ended" "ending"
## [959] "endless" "endlessly"
## [961] "endowed" "endsnnour"
## [963] "endure" "endured"
## [965] "endurennin" "endures"
## [967] "enduring" "enemies"
## [969] "enemy" "energy"
## [971] "engaged" "engagement"
## [973] "engaging" "engine"
## [975] "engineers" "engulf"
## [977] "enhance" "enhancednnwe"
## [979] "enjoy" "enjoynnwe"
## [981] "enlarge" "enlightened"
## [983] "enlisted" "enlists"
## [985] "ennobled" "enough"
## [987] "enriched" "enslaved"
## [989] "ensure" "ensured"
## [991] "enterprise" "enterprises"
## [993] "entitle" "entrusting"
## [995] "environment" "envisage"
## [997] "envy" "epidemics"
## [999] "equal" "equality"
## [1001] "equally" "equals"
## [1003] "equalsnnin" "equip"
## [1005] "equipment" "equivalent"
## [1007] "era" "eradicate"
## [1009] "erect" "eroded"
## [1011] "essential" "establish"
## [1013] "established" "establishment"
## [1015] "ethics" "europe"
## [1017] "european" "evade"
## [1019] "evanescent" "even"
## [1021] "event" "eventful"
## [1023] "eventually" "ever"
## [1025] "everexpanding" "everlarger"
## [1027] "everricher" "everrising"
## [1029] "every" "everyday"
## [1031] "everyone" "everything"
## [1033] "everywhere" "evidence"
## [1035] "evident" "evil"
## [1037] "evils" "evoked"
## [1039] "exactly" "example"
## [1041] "exceptional" "exchange"
## [1043] "excited" "excitement"
## [1045] "excuse" "execute"
## [1047] "executive" "exemplify"
## [1049] "exercise" "exhilarated"
## [1051] "exhortations" "exile"
## [1053] "existence" "expand"
## [1055] "expanded" "expands"
## [1057] "expansion" "expect"
## [1059] "expecting" "expediences"
## [1061] "expelled" "experience"
## [1063] "experiment" "experimentation"
## [1065] "exploded" "exploitation"
## [1067] "explore" "explored"
## [1069] "expression" "extend"
## [1071] "extended" "extendednnbut"
## [1073] "extending" "extent"
## [1075] "extraordinary" "extreme"
## [1077] "eye" "eyes"
## [1079] "fabric" "face"
## [1081] "faced" "faces"
## [1083] "facing" "fact"
## [1085] "faction" "factionnnthis"
## [1087] "factories" "factory"
## [1089] "facts" "fail"
## [1091] "failed" "failnnin"
## [1093] "failure" "failures"
## [1095] "faint" "fainthearted"
## [1097] "faintness" "fair"
## [1099] "fairdealingnnall" "fairly"
## [1101] "faith" "faithful"
## [1103] "faithfully" "faithfulnnso"
## [1105] "faithnnnthe" "fallen"
## [1107] "falling" "falls"
## [1109] "false" "falsity"
## [1111] "falter" "fame"
## [1113] "families" "family"
## [1115] "fanaticism" "fantastic"
## [1117] "far" "farewell"
## [1119] "farm" "farmer"
## [1121] "farmers" "farms"
## [1123] "faroff" "farreaching"
## [1125] "fascism" "fashioning"
## [1127] "fatalistic" "fate"
## [1129] "fatenn" "father"
## [1131] "fathers" "favor"
## [1133] "favorednnif" "favors"
## [1135] "fear" "feared"
## [1137] "fearful" "fearnnamerica"
## [1139] "fears" "fearsome"
## [1141] "feasible" "fed"
## [1143] "federal" "feed"
## [1145] "feel" "feeling"
## [1147] "feet" "fellow"
## [1149] "fiction" "fidelity"
## [1151] "field" "fiftieth"
## [1153] "fight" "filled"
## [1155] "fills" "final"
## [1157] "finally" "find"
## [1159] "finding" "finds"
## [1161] "finished" "fire"
## [1163] "firefighters" "fireif"
## [1165] "fires" "firm"
## [1167] "firmness" "first"
## [1169] "firstnnour" "fistnnto"
## [1171] "fit" "fitted"
## [1173] "fitting" "fixed"
## [1175] "flag" "flame"
## [1177] "flames" "fled"
## [1179] "flexible" "flourish"
## [1181] "flourishnnjustice" "flow"
## [1183] "foe" "foennfor"
## [1185] "foes" "follow"
## [1187] "followed" "food"
## [1189] "foolish" "foolishly"
## [1191] "footprints" "for"
## [1193] "forbearers" "force"
## [1195] "forced" "forces"
## [1197] "forebears" "foreclosure"
## [1199] "forefathers" "forefront"
## [1201] "foreign" "forests"
## [1203] "forever" "forge"
## [1205] "forget" "forgetting"
## [1207] "forgotten" "form"
## [1209] "formed" "former"
## [1211] "formerly" "forms"
## [1213] "formulate" "forth"
## [1215] "forthwith" "fortifies"
## [1217] "fortunate" "fortune"
## [1219] "fortunes" "forum"
## [1221] "forward" "foster"
## [1223] "fought" "found"
## [1225] "foundation" "foundations"
## [1227] "founded" "founders"
## [1229] "founding" "four"
## [1231] "fourth" "fractured"
## [1233] "fragile" "frame"
## [1235] "framework" "franklin"
## [1237] "frankly" "frankness"
## [1239] "free" "freedom"
## [1241] "freedomloving" "freedomnnfor"
## [1243] "freedomnnits" "freedomnnthank"
## [1245] "freedomnnwith" "freedoms"
## [1247] "freely" "freelynnthe"
## [1249] "freennand" "fresh"
## [1251] "friend" "friendnnwe"
## [1253] "friends" "frightened"
## [1255] "frightful" "from"
## [1257] "frozen" "fruitful"
## [1259] "fruits" "fuel"
## [1261] "fulfillment" "full"
## [1263] "fullness" "function"
## [1265] "furnish" "future"
## [1267] "gain" "gained"
## [1269] "gainingnnin" "gains"
## [1271] "gangs" "gather"
## [1273] "gathered" "gathering"
## [1275] "gave" "gay"
## [1277] "general" "generate"
## [1279] "generation" "generationnnthe"
## [1281] "generations" "generationsnnin"
## [1283] "generationsnnnthe" "generationsnnthank"
## [1285] "generosity" "generous"
## [1287] "genuine" "george"
## [1289] "gettysburg" "gift"
## [1291] "girl" "give"
## [1293] "given" "gives"
## [1295] "giving" "gladly"
## [1297] "global" "globe"
## [1299] "globennnow" "glory"
## [1301] "glow" "goad"
## [1303] "goal" "goals"
## [1305] "god" "godgiven"
## [1307] "godnnfrom" "godnni"
## [1309] "godnnwe" "gods"
## [1311] "godsend" "goes"
## [1313] "gone" "gonennmore"
## [1315] "good" "goodnnas"
## [1317] "goods" "govern"
## [1319] "governing" "government"
## [1321] "governmentnnnor" "governments"
## [1323] "governmentsnnwe" "grace"
## [1325] "grand" "grandchildren"
## [1327] "grandest" "grandparents"
## [1329] "granted" "graspnnbut"
## [1331] "grateful" "gratitude"
## [1333] "grave" "graves"
## [1335] "great" "greater"
## [1337] "greatest" "greatly"
## [1339] "greatness" "greatnnwe"
## [1341] "greed" "grids"
## [1343] "grievances" "grim"
## [1345] "gross" "ground"
## [1347] "group" "groups"
## [1349] "growing" "grownnwe"
## [1351] "grows" "growth"
## [1353] "grudgingly" "guarantee"
## [1355] "guarantees" "guard"
## [1357] "guardians" "guarding"
## [1359] "guests" "guidance"
## [1361] "guide" "guided"
## [1363] "guides" "gulf"
## [1365] "habit" "habits"
## [1367] "half" "halfcentury"
## [1369] "halffree" "halfslave"
## [1371] "hallnnmy" "hand"
## [1373] "handicap" "hands"
## [1375] "hanging" "hangs"
## [1377] "happenings" "happiness"
## [1379] "happinessnnin" "happinessnnthough"
## [1381] "happinessnntoday" "happy"
## [1383] "hard" "hardearned"
## [1385] "harder" "hardheadedness"
## [1387] "hardheartedness" "hardship"
## [1389] "hardworking" "harm"
## [1391] "harmnnthat" "harmony"
## [1393] "harmonynnthe" "harness"
## [1395] "harshest" "harvest"
## [1397] "hate" "hated"
## [1399] "hath" "hatred"
## [1401] "hatreds" "have"
## [1403] "havennthrough" "hazards"
## [1405] "heading" "heads"
## [1407] "heal" "healing"
## [1409] "health" "hear"
## [1411] "heard" "heart"
## [1413] "hearts" "heavens"
## [1415] "heavy" "heed"
## [1417] "heedless" "height"
## [1419] "heights" "heirs"
## [1421] "held" "help"
## [1423] "helped" "helping"
## [1425] "helps" "hemisphere"
## [1427] "hence" "heritage"
## [1429] "heroes" "heroic"
## [1431] "high" "higher"
## [1433] "highest" "highways"
## [1435] "hills" "him"
## [1437] "hindus" "hiring"
## [1439] "his" "historic"
## [1441] "history" "hit"
## [1443] "hitherto" "hold"
## [1445] "holds" "holidaynnnearly"
## [1447] "home" "homes"
## [1449] "honest" "honestly"
## [1451] "honesty" "honor"
## [1453] "honorable" "honorably"
## [1455] "hope" "hoped"
## [1457] "hopeful" "hopeless"
## [1459] "hopennchange" "hopes"
## [1461] "horizon" "horizons"
## [1463] "horseback" "host"
## [1465] "hostile" "hostilities"
## [1467] "hour" "hours"
## [1469] "house" "housed"
## [1471] "housennto" "housing"
## [1473] "how" "however"
## [1475] "huddled" "human"
## [1477] "humane" "humanennwe"
## [1479] "humanity" "humble"
## [1481] "humbled" "humbly"
## [1483] "humility" "hundred"
## [1485] "hundreds" "hunger"
## [1487] "hungry" "hurricanes"
## [1489] "huts" "icy"
## [1491] "idea" "ideal"
## [1493] "idealism" "idealistic"
## [1495] "ideals" "idealsnnlet"
## [1497] "ideas" "ideasnnwe"
## [1499] "igniting" "ignorance"
## [1501] "ill" "illclad"
## [1503] "illhoused" "illness"
## [1505] "illnesses" "illnourishednnit"
## [1507] "ills" "image"
## [1509] "imagination" "imagine"
## [1511] "immediate" "immediately"
## [1513] "immigrant" "immigrants"
## [1515] "impact" "impels"
## [1517] "imperative" "imperfect"
## [1519] "imperialism" "imponderable"
## [1521] "importance" "important"
## [1523] "imposed" "imposes"
## [1525] "impossible" "impotentnnin"
## [1527] "improve" "improvement"
## [1529] "impulses" "impunity"
## [1531] "inactionnnlives" "inadequate"
## [1533] "inalienable" "inaugural"
## [1535] "inaugurate" "inauguration"
## [1537] "including" "income"
## [1539] "incomes" "incompetence"
## [1541] "increase" "increased"
## [1543] "increasing" "incredible"
## [1545] "indecent" "indeed"
## [1547] "independence" "indicators"
## [1549] "indicted" "indifference"
## [1551] "indifferent" "indispensable"
## [1553] "individual" "individualists"
## [1555] "induce" "inducing"
## [1557] "induction" "industrial"
## [1559] "industrially" "industries"
## [1561] "inequality" "inevitable"
## [1563] "inevitablenndemocracy" "inexhaustiblenni"
## [1565] "inextricably" "inferior"
## [1567] "infinite" "influence"
## [1569] "inform" "information"
## [1571] "informed" "infused"
## [1573] "inhabit" "inherit"
## [1575] "inherited" "inhospitable"
## [1577] "initiative" "injustice"
## [1579] "innate" "inner"
## [1581] "innocents" "innovation"
## [1583] "insidennto" "insist"
## [1585] "insistence" "inspection"
## [1587] "inspire" "inspired"
## [1589] "instantaneously" "instead"
## [1591] "instinct" "instinctively"
## [1593] "institutions" "instruct"
## [1595] "instrument" "instruments"
## [1597] "integrity" "intellectual"
## [1599] "intend" "intends"
## [1601] "interdependence" "interest"
## [1603] "interests" "interestsnnyou"
## [1605] "internal" "international"
## [1607] "internet" "intervals"
## [1609] "intimidate" "intricacies"
## [1611] "intrigue" "intrusted"
## [1613] "invaded" "invariably"
## [1615] "invective" "invented"
## [1617] "inventive" "invest"
## [1619] "invested" "investing"
## [1621] "investment" "investments"
## [1623] "investor" "invigorate"
## [1625] "invigorated" "invincible"
## [1627] "inviolate" "invite"
## [1629] "invoke" "involved"
## [1631] "iraq" "iron"
## [1633] "irresistible" "irresponsibility"
## [1635] "isaiah" "isolation"
## [1637] "issue" "issues"
## [1639] "itnnamerica" "itnnas"
## [1641] "itnnin" "itnnour"
## [1643] "itnntwo" "its"
## [1645] "itselfnncan" "janeironnthe"
## [1647] "jefferson" "jews"
## [1649] "job" "jobs"
## [1651] "johnson" "join"
## [1653] "joined" "joint"
## [1655] "journey" "joy"
## [1657] "joyful" "judge"
## [1659] "judgment" "julia"
## [1661] "jungle" "just"
## [1663] "justice" "justicenncommunism"
## [1665] "justicennwe" "justification"
## [1667] "justified" "justly"
## [1669] "justness" "keep"
## [1671] "keepers" "keeping"
## [1673] "keeps" "kept"
## [1675] "key" "khe"
## [1677] "killed" "kind"
## [1679] "kindness" "kinds"
## [1681] "king" "kings"
## [1683] "kitchen" "knew"
## [1685] "know" "knowing"
## [1687] "knowledge" "knowledgennonly"
## [1689] "known" "knows"
## [1691] "labeled" "labor"
## [1693] "labors" "labs"
## [1695] "lack" "lacking"
## [1697] "land" "landnin"
## [1699] "landnnbut" "landnnin"
## [1701] "lands" "lanes"
## [1703] "language" "languishes"
## [1705] "large" "larger"
## [1707] "lash" "last"
## [1709] "lasting" "late"
## [1711] "later" "laugh"
## [1713] "laughter" "launched"
## [1715] "law" "lawabiding"
## [1717] "lawful" "laws"
## [1719] "lay" "lead"
## [1721] "leader" "leaders"
## [1723] "leadership" "leadershipnnit"
## [1725] "leading" "leads"
## [1727] "learn" "learned"
## [1729] "learning" "learns"
## [1731] "least" "leave"
## [1733] "leaves" "led"
## [1735] "left" "legacy"
## [1737] "legend" "legislative"
## [1739] "legitimate" "leisure"
## [1741] "lend" "lending"
## [1743] "less" "lessen"
## [1745] "lessnnwe" "lessons"
## [1747] "lest" "let"
## [1749] "levees" "level"
## [1751] "levels" "liberate"
## [1753] "liberation" "liberties"
## [1755] "liberty" "libertynnbut"
## [1757] "libertynnsteadfast" "libertynnthis"
## [1759] "library" "lie"
## [1761] "lies" "life"
## [1763] "lifennfor" "lifenni"
## [1765] "lifennin" "lifennthat"
## [1767] "lifennwe" "lifes"
## [1769] "lifetime" "lift"
## [1771] "light" "lighten"
## [1773] "like" "likeminded"
## [1775] "likeness" "limit"
## [1777] "limitation" "limited"
## [1779] "limitless" "limits"
## [1781] "lincolns" "line"
## [1783] "lines" "listen"
## [1785] "little" "littlennif"
## [1787] "live" "lived"
## [1789] "livelihood" "livennbut"
## [1791] "livennrestoration" "livennthere"
## [1793] "lives" "living"
## [1795] "livingnnsuch" "local"
## [1797] "locked" "locusts"
## [1799] "lodging" "long"
## [1801] "longcherished" "longed"
## [1803] "longer" "longings"
## [1805] "look" "looks"
## [1807] "lord" "lose"
## [1809] "loses" "losing"
## [1811] "loss" "lost"
## [1813] "lot" "louder"
## [1815] "love" "lower"
## [1817] "lowest" "loyal"
## [1819] "loyalty" "lucky"
## [1821] "lure" "lurk"
## [1823] "luther" "mad"
## [1825] "made" "magical"
## [1827] "magna" "magnificent"
## [1829] "magnificently" "maintain"
## [1831] "maintained" "maintains"
## [1833] "maintenance" "majestic"
## [1835] "majesty" "major"
## [1837] "majoritynnwe" "make"
## [1839] "makers" "makes"
## [1841] "making" "mall"
## [1843] "man" "manage"
## [1845] "mandate" "maneuver"
## [1847] "mangernnwe" "manifest"
## [1849] "manifestation" "mankind"
## [1851] "mankindnnif" "mankinds"
## [1853] "manner" "mannnfinally"
## [1855] "mannnto" "mans"
## [1857] "many" "maps"
## [1859] "march" "marginalized"
## [1861] "mark" "marked"
## [1863] "market" "markets"
## [1865] "marks" "mars"
## [1867] "marshalednnwe" "martin"
## [1869] "mass" "massive"
## [1871] "master" "mastersnndemocracy"
## [1873] "mastery" "match"
## [1875] "material" "materials"
## [1877] "math" "matter"
## [1879] "matters" "maximum"
## [1881] "may" "mayflower"
## [1883] "meager" "mean"
## [1885] "meaning" "means"
## [1887] "meant" "measurable"
## [1889] "measure" "measured"
## [1891] "measures" "mechanical"
## [1893] "mechanism" "medicaid"
## [1895] "medicare" "medicine"
## [1897] "mediocrity" "meet"
## [1899] "meets" "members"
## [1901] "memories" "memory"
## [1903] "men" "mennnrecognition"
## [1905] "mennntrue" "mennnwe"
## [1907] "mens" "mental"
## [1909] "mercy" "mere"
## [1911] "merely" "met"
## [1913] "methods" "metnnon"
## [1915] "micah" "micahnnhe"
## [1917] "microchip" "middle"
## [1919] "midst" "might"
## [1921] "mightiest" "mighty"
## [1923] "milestone" "military"
## [1925] "militias" "millennium"
## [1927] "million" "millions"
## [1929] "millionsnni" "mind"
## [1931] "mindful" "minds"
## [1933] "mine" "minimize"
## [1935] "minister" "ministered"
## [1937] "minorities" "miracles"
## [1939] "misery" "miserynnbut"
## [1941] "misfortunennthrough" "misled"
## [1943] "miss" "missiles"
## [1945] "mission" "mistake"
## [1947] "mistakes" "mistakesnnlet"
## [1949] "mistrust" "mob"
## [1951] "mobile" "mockery"
## [1953] "model" "modern"
## [1955] "moment" "momentnnfor"
## [1957] "momentnnyet" "momentous"
## [1959] "moments" "monetary"
## [1961] "money" "month"
## [1963] "months" "moral"
## [1965] "morality" "morally"
## [1967] "morals" "morennrecall"
## [1969] "morennto" "mortal"
## [1971] "mostly" "mostost"
## [1973] "mother" "mothers"
## [1975] "mountains" "mountaintop"
## [1977] "move" "moved"
## [1979] "movednnthe" "movement"
## [1981] "moves" "moving"
## [1983] "much" "multiplied"
## [1985] "multiplying" "multitudes"
## [1987] "music" "muskets"
## [1989] "muslim" "muslims"
## [1991] "must" "muster"
## [1993] "mustered" "mutual"
## [1995] "myriad" "mystery"
## [1997] "mystical" "nagging"
## [1999] "naive" "namecalling"
## [2001] "nameless" "names"
## [2003] "narrow" "narrowing"
## [2005] "narrowly" "nation"
## [2007] "national" "nationalistic"
## [2009] "nationnnin" "nationnnlet"
## [2011] "nationnnnliberty" "nationnthis"
## [2013] "nations" "nationsnnlet"
## [2015] "nationsnnwe" "natural"
## [2017] "nature" "naughtnndemocracy"
## [2019] "nearly" "necessarily"
## [2021] "necessary" "necessities"
## [2023] "necessity" "need"
## [2025] "needed" "needing"
## [2027] "needs" "negotiate"
## [2029] "negotiatennlet" "neighbor"
## [2031] "neighbors" "neighborsnnif"
## [2033] "neither" "network"
## [2035] "networks" "never"
## [2037] "neverending" "new"
## [2039] "newfound" "news"
## [2041] "newtown" "next"
## [2043] "nixon" "nnalong"
## [2045] "nnamerica" "nnand"
## [2047] "nnas" "nnbeyond"
## [2049] "nneach" "nnfellow"
## [2051] "nnfrom" "nnin"
## [2053] "nnmay" "nnmy"
## [2055] "nnnow" "nnour"
## [2057] "nnthe" "nnthen"
## [2059] "nnthese" "nnthirtyfour"
## [2061] "nnthis" "nnto"
## [2063] "nnwe" "nnwhen"
## [2065] "nobility" "noble"
## [2067] "nobler" "noblest"
## [2069] "nonbelievers" "none"
## [2071] "nor" "normal"
## [2073] "normandy" "north"
## [2075] "not" "nothing"
## [2077] "nourish" "november"
## [2079] "now" "nowhere"
## [2081] "nownnour" "nuclear"
## [2083] "number" "numbers"
## [2085] "numerous" "nurture"
## [2087] "oath" "oathnnso"
## [2089] "objectives" "objectivesnnfour"
## [2091] "obligation" "obligations"
## [2093] "obscure" "observe"
## [2095] "obsessions" "obtain"
## [2097] "obvious" "occasion"
## [2099] "occurnni" "ocean"
## [2101] "oceans" "odds"
## [2103] "offer" "offers"
## [2105] "office" "often"
## [2107] "old" "oldest"
## [2109] "once" "one"
## [2111] "onennwe" "onethird"
## [2113] "only" "onnnoverwhelmingly"
## [2115] "onto" "open"
## [2117] "opened" "openly"
## [2119] "openness" "opinion"
## [2121] "opportunism" "opportunities"
## [2123] "opportunity" "oppose"
## [2125] "opposed" "opposing"
## [2127] "oppressed" "oppressors"
## [2129] "optimist" "order"
## [2131] "ordered" "ordinary"
## [2133] "origins" "ostriches"
## [2135] "others" "othersnnwe"
## [2137] "our" "ourselvesnnour"
## [2139] "oursnnwe" "out"
## [2141] "outcome" "outgo"
## [2143] "outlast" "outlines"
## [2145] "outpaced" "output"
## [2147] "outside" "outward"
## [2149] "outworn" "overbalance"
## [2151] "overburdened" "overcome"
## [2153] "overwhelming" "ownnneven"
## [2155] "ownnnwe" "packed"
## [2157] "pact" "paid"
## [2159] "pain" "paint"
## [2161] "pall" "paralyzes"
## [2163] "parents" "part"
## [2165] "partial" "participate"
## [2167] "participating" "participation"
## [2169] "partisanship" "partners"
## [2171] "parts" "party"
## [2173] "pass" "passed"
## [2175] "passengers" "passes"
## [2177] "passing" "passion"
## [2179] "past" "pat"
## [2181] "patchwork" "path"
## [2183] "patience" "patient"
## [2185] "patriotism" "patriots"
## [2187] "patrol" "pattern"
## [2189] "pause" "paves"
## [2191] "pay" "pays"
## [2193] "peabody" "peace"
## [2195] "peacebased" "peaceful"
## [2197] "peacefully" "peaceloving"
## [2199] "peacennsince" "peacennthe"
## [2201] "peacennthese" "peacennto"
## [2203] "peacenntoday" "peacennwe"
## [2205] "peaks" "people"
## [2207] "peoplenndemocracy" "peoplennif"
## [2209] "peoplennlet" "peoplennthe"
## [2211] "peoplennthis" "peoplennto"
## [2213] "peoplenntoday" "peoplennwhen"
## [2215] "peoples" "peoplesnnthe"
## [2217] "perfect" "perfection"
## [2219] "perform" "performance"
## [2221] "performing" "perhaps"
## [2223] "peril" "perils"
## [2225] "period" "perishednnthat"
## [2227] "perishnnthe" "permanent"
## [2229] "permanently" "permeated"
## [2231] "permit" "perpetual"
## [2233] "perpetuate" "persecute"
## [2235] "perseverance" "persian"
## [2237] "persistence" "persistent"
## [2239] "person" "personal"
## [2241] "petty" "phase"
## [2243] "philadelphia" "philosophy"
## [2245] "physical" "physicists"
## [2247] "pick" "picture"
## [2249] "pillars" "pioneer"
## [2251] "pioneers" "place"
## [2253] "places" "placing"
## [2255] "plague" "plagues"
## [2257] "plain" "plainly"
## [2259] "planet" "planetnnthese"
## [2261] "planned" "planning"
## [2263] "plannnin" "plans"
## [2265] "play" "playnntogether"
## [2267] "pleading" "please"
## [2269] "pleasures" "pledge"
## [2271] "pledged" "pledging"
## [2273] "plenty" "plowed"
## [2275] "point" "policies"
## [2277] "policy" "polite"
## [2279] "political" "politically"
## [2281] "politics" "politicsnnwe"
## [2283] "pool" "poor"
## [2285] "popular" "population"
## [2287] "portents" "ports"
## [2289] "position" "possess"
## [2291] "possesses" "possession"
## [2293] "possessions" "possibilities"
## [2295] "possibility" "possible"
## [2297] "posterity" "potential"
## [2299] "poverty" "power"
## [2301] "powerful" "powers"
## [2303] "practicable" "practical"
## [2305] "practicality" "practices"
## [2307] "pray" "prayers"
## [2309] "preacher" "precept"
## [2311] "precious" "precise"
## [2313] "precisely" "predecessor"
## [2315] "predictions" "preeminent"
## [2317] "preeminently" "prefer"
## [2319] "preference" "prejudice"
## [2321] "prejudices" "prepare"
## [2323] "prepared" "prescribed"
## [2325] "presence" "present"
## [2327] "presently" "presentnnit"
## [2329] "preservation" "preserve"
## [2331] "preserved" "preservednnall"
## [2333] "preserving" "presidency"
## [2335] "president" "presidential"
## [2337] "pressure" "pretense"
## [2339] "prevent" "preventing"
## [2341] "prey" "price"
## [2343] "pride" "prideful"
## [2345] "pridennthey" "primarily"
## [2347] "primary" "primitive"
## [2349] "principle" "principlenni"
## [2351] "principles" "principlesnnhere"
## [2353] "principlesnnsecond" "private"
## [2355] "privilege" "privileges"
## [2357] "prize" "prized"
## [2359] "probing" "problem"
## [2361] "problems" "problemsnnaction"
## [2363] "procedurenni" "proceed"
## [2365] "process" "processes"
## [2367] "proclaim" "proclaimed"
## [2369] "produce" "produced"
## [2371] "product" "production"
## [2373] "productive" "productiveness"
## [2375] "products" "profaned"
## [2377] "profit" "profitnnhappiness"
## [2379] "profits" "profound"
## [2381] "program" "programs"
## [2383] "progress" "progressive"
## [2385] "progressnnshall" "progressnnto"
## [2387] "projects" "promise"
## [2389] "promised" "promises"
## [2391] "promote" "proof"
## [2393] "propaganda" "proper"
## [2395] "property" "prophecy"
## [2397] "prophet" "prophets"
## [2399] "proposals" "propose"
## [2401] "proposed" "proposes"
## [2403] "prospect" "prosper"
## [2405] "prosperity" "prosperitynnwe"
## [2407] "prosperous" "protect"
## [2409] "protecting" "protection"
## [2411] "protects" "proud"
## [2413] "proved" "proven"
## [2415] "provide" "provided"
## [2417] "provides" "province"
## [2419] "provision" "prudent"
## [2421] "public" "publics"
## [2423] "punishment" "purchase"
## [2425] "purely" "purports"
## [2427] "purpose" "purposeful"
## [2429] "purposennlet" "purposes"
## [2431] "pursue" "pursuit"
## [2433] "pursuits" "push"
## [2435] "put" "putting"
## [2437] "qualities" "quality"
## [2439] "quarter" "quarters"
## [2441] "quest" "questing"
## [2443] "question" "questions"
## [2445] "quickly" "quicklynnfinally"
## [2447] "quiet" "race"
## [2449] "races" "racial"
## [2451] "racing" "raging"
## [2453] "railroads" "raise"
## [2455] "raised" "ranks"
## [2457] "rapid" "rather"
## [2459] "raw" "reach"
## [2461] "reached" "read"
## [2463] "readjustment" "ready"
## [2465] "reaffirm" "reaffirming"
## [2467] "real" "realistically"
## [2469] "realities" "reality"
## [2471] "realizationnnin" "realize"
## [2473] "realized" "realizes"
## [2475] "realizing" "really"
## [2477] "reap" "reappear"
## [2479] "reason" "reasoned"
## [2481] "reasons" "reborn"
## [2483] "rebuilds" "recall"
## [2485] "receive" "recent"
## [2487] "recited" "reclaim"
## [2489] "recognition" "recognize"
## [2491] "recognized" "recommend"
## [2493] "reconnecting" "reconsecrate"
## [2495] "record" "recovery"
## [2497] "recoverynnthis" "recreation"
## [2499] "recriminations" "recruiting"
## [2501] "rededicate" "redeem"
## [2503] "rediscover" "rediscovered"
## [2505] "redistribution" "reduce"
## [2507] "reduced" "reducing"
## [2509] "reflect" "reform"
## [2511] "reformed" "reforms"
## [2513] "refused" "regaining"
## [2515] "regard" "regime"
## [2517] "region" "regions"
## [2519] "registered" "reinvent"
## [2521] "reinvention" "reject"
## [2523] "rejected" "rejoice"
## [2525] "rejoicing" "rekindle"
## [2527] "rekindling" "related"
## [2529] "relations" "relationships"
## [2531] "relationsnnit" "relative"
## [2533] "relearned" "relied"
## [2535] "relief" "relies"
## [2537] "relieve" "religion"
## [2539] "religious" "relinquished"
## [2541] "remain" "remained"
## [2543] "remaining" "remains"
## [2545] "remake" "remaking"
## [2547] "remarkable" "remember"
## [2549] "remembered" "remembering"
## [2551] "remembrance" "reminded"
## [2553] "reminds" "renew"
## [2555] "renewal" "renewed"
## [2557] "reopen" "reorganize"
## [2559] "repairers" "repeat"
## [2561] "repeated" "replace"
## [2563] "replaced" "reposed"
## [2565] "represent" "republic"
## [2567] "republican" "republics"
## [2569] "request" "require"
## [2571] "required" "requires"
## [2573] "research" "reserved"
## [2575] "resilience" "resist"
## [2577] "resolutely" "resolve"
## [2579] "resolved" "resorted"
## [2581] "resounding" "resources"
## [2583] "resourcesnnhand" "respect"
## [2585] "respecting" "respects"
## [2587] "respond" "responses"
## [2589] "responsibilities" "responsibility"
## [2591] "responsibilityto" "responsible"
## [2593] "responsibly" "rest"
## [2595] "restaurant" "rested"
## [2597] "resting" "restless"
## [2599] "restoration" "restore"
## [2601] "restored" "restraintnnwe"
## [2603] "rests" "result"
## [2605] "resulting" "resume"
## [2607] "resumption" "resurgent"
## [2609] "retirement" "retreat"
## [2611] "return" "returned"
## [2613] "revamp" "reveal"
## [2615] "reverend" "reverse"
## [2617] "revitalize" "revive"
## [2619] "reviveand" "revolution"
## [2621] "revolutionary" "reward"
## [2623] "rewardnnthat" "rewards"
## [2625] "rich" "riches"
## [2627] "richnnto" "ridge"
## [2629] "riding" "right"
## [2631] "righteousnessnnin" "rightful"
## [2633] "rightly" "rightnnthe"
## [2635] "rights" "rightsnnthe"
## [2637] "rio" "rise"
## [2639] "risen" "rises"
## [2641] "rising" "risk"
## [2643] "risks" "risktakers"
## [2645] "river" "road"
## [2647] "roads" "robbing"
## [2649] "robs" "rocket"
## [2651] "role" "roll"
## [2653] "rolls" "roosevelt"
## [2655] "rounded" "route"
## [2657] "rugged" "rule"
## [2659] "rulers" "rules"
## [2661] "run" "runnnfinally"
## [2663] "rush" "ruthless"
## [2665] "sacred" "sacredness"
## [2667] "sacrifice" "sacrificed"
## [2669] "sacrifices" "safe"
## [2671] "safeguards" "safely"
## [2673] "safer" "safety"
## [2675] "sahnnntime" "said"
## [2677] "sake" "sakennwe"
## [2679] "salute" "sanctity"
## [2681] "sap" "sapping"
## [2683] "satisfaction" "satisfying"
## [2685] "save" "saved"
## [2687] "savings" "saw"
## [2689] "say" "saying"
## [2691] "says" "scale"
## [2693] "scar" "scarcely"
## [2695] "scattered" "scene"
## [2697] "scholars" "school"
## [2699] "schoolchildren" "schoolmaster"
## [2701] "schools" "science"
## [2703] "scientific" "scientists"
## [2705] "scourge" "scripture"
## [2707] "search" "seared"
## [2709] "seas" "season"
## [2711] "seats" "second"
## [2713] "secondary" "secondhand"
## [2715] "secret" "secrets"
## [2717] "secure" "secured"
## [2719] "securennto" "security"
## [2721] "securitynnfourth" "see"
## [2723] "seeing" "seek"
## [2725] "seeking" "seeks"
## [2727] "seem" "seemed"
## [2729] "seen" "sees"
## [2731] "segregation" "seize"
## [2733] "self" "selfdestructionnnwe"
## [2735] "selfevident" "selfexecuting"
## [2737] "selfgovernment" "selfgovernmentnnthis"
## [2739] "selfinterest" "selfish"
## [2741] "selflessness" "selfseekers"
## [2743] "selfserving" "selfsupporting"
## [2745] "sell" "selma"
## [2747] "senate" "send"
## [2749] "sends" "seneca"
## [2751] "sense" "sensed"
## [2753] "separate" "separated"
## [2755] "serious" "servant"
## [2757] "servants" "serve"
## [2759] "served" "service"
## [2761] "services" "serving"
## [2763] "session" "set"
## [2765] "settle" "settled"
## [2767] "settlement" "settling"
## [2769] "several" "shadows"
## [2771] "shaken" "shaking"
## [2773] "shall" "shape"
## [2775] "shaped" "share"
## [2777] "shattered" "shed"
## [2779] "shield" "shifted"
## [2781] "shock" "shoot"
## [2783] "shores" "short"
## [2785] "shortcuts" "shoulder"
## [2787] "shoulders" "shout"
## [2789] "show" "showed"
## [2791] "shown" "shows"
## [2793] "shrink" "shrinking"
## [2795] "shrunken" "shuttered"
## [2797] "sick" "side"
## [2799] "sides" "sight"
## [2801] "sights" "sightsnntoday"
## [2803] "sign" "signifying"
## [2805] "signs" "silencing"
## [2807] "simple" "simply"
## [2809] "since" "sincerity"
## [2811] "sinceritynnwe" "single"
## [2813] "singleminded" "sister"
## [2815] "sisters" "sit"
## [2817] "situation" "sixty"
## [2819] "size" "skepticism"
## [2821] "skill" "skills"
## [2823] "skin" "slaughtering"
## [2825] "slavery" "sleep"
## [2827] "sleeping" "slow"
## [2829] "slowly" "small"
## [2831] "smaller" "smoke"
## [2833] "smoothly" "smothered"
## [2835] "snow" "snowcapped"
## [2837] "socalled" "social"
## [2839] "societies" "society"
## [2841] "societynna" "societys"
## [2843] "soil" "soldier"
## [2845] "soldiers" "solely"
## [2847] "solemn" "solid"
## [2849] "solution" "solve"
## [2851] "solved" "somalia"
## [2853] "some" "someday"
## [2855] "something" "sometimes"
## [2857] "soon" "sorrow"
## [2859] "sorrowful" "sought"
## [2861] "soul" "sound"
## [2863] "sounds" "source"
## [2865] "sources" "south"
## [2867] "sovereign" "sovereignties"
## [2869] "sow" "space"
## [2871] "span" "spare"
## [2873] "spark" "speak"
## [2875] "speaker" "speaks"
## [2877] "special" "specialized"
## [2879] "specific" "spectacle"
## [2881] "specter" "speculation"
## [2883] "speech" "speed"
## [2885] "speedy" "spend"
## [2887] "spent" "spilled"
## [2889] "spin" "spirit"
## [2891] "spiritni" "spiritnnwithout"
## [2893] "spirits" "spiritual"
## [2895] "spirituality" "split"
## [2897] "spoke" "spoken"
## [2899] "spot" "sprang"
## [2901] "spread" "spreading"
## [2903] "spring" "stability"
## [2905] "stable" "stage"
## [2907] "stagnant" "stagnation"
## [2909] "stained" "stairway"
## [2911] "stake" "staked"
## [2913] "stale" "stand"
## [2915] "standard" "standards"
## [2917] "standing" "stands"
## [2919] "star" "stars"
## [2921] "start" "starting"
## [2923] "starved" "state"
## [2925] "stated" "states"
## [2927] "statesnnin" "statesnnthrough"
## [2929] "statistics" "stature"
## [2931] "status" "stay"
## [2933] "stays" "steadfastness"
## [2935] "steadily" "steady"
## [2937] "steeled" "step"
## [2939] "steps" "sterile"
## [2941] "stern" "still"
## [2943] "stimulate" "stimulation"
## [2945] "stir" "stock"
## [2947] "stonewall" "stood"
## [2949] "stop" "store"
## [2951] "storm" "storms"
## [2953] "stormsnnthe" "storynnthe"
## [2955] "stout" "strange"
## [2957] "stranger" "strangersnnnchange"
## [2959] "strangled" "streets"
## [2961] "strength" "strengthen"
## [2963] "strengthened" "strengthnnthe"
## [2965] "strengths" "stress"
## [2967] "stretching" "stricken"
## [2969] "strict" "strife"
## [2971] "strifennwith" "strike"
## [2973] "stripped" "strive"
## [2975] "striving" "strong"
## [2977] "stronger" "strongest"
## [2979] "strongly" "strongnnslowly"
## [2981] "strove" "structure"
## [2983] "structures" "struggle"
## [2985] "struggled" "struggling"
## [2987] "stubbornness" "stuck"
## [2989] "students" "sturdy"
## [2991] "subject" "subjects"
## [2993] "submit" "subordination"
## [2995] "subsistencennbut" "substance"
## [2997] "substantial" "substantially"
## [2999] "substitute" "subversion"
## [3001] "succeed" "success"
## [3003] "successful" "successfully"
## [3005] "succumb" "succumbed"
## [3007] "such" "sudden"
## [3009] "suddenly" "suffer"
## [3011] "suffering" "sufficient"
## [3013] "sufficiently" "suggest"
## [3015] "sum" "summit"
## [3017] "summon" "summoned"
## [3019] "summons" "sun"
## [3021] "sung" "sunshine"
## [3023] "superbly" "superfluous"
## [3025] "supervision" "supply"
## [3027] "support" "supported"
## [3029] "supporting" "supportto"
## [3031] "supreme" "sure"
## [3033] "surely" "surest"
## [3035] "surface" "surging"
## [3037] "surpass" "surrender"
## [3039] "surround" "surroundings"
## [3041] "survival" "survive"
## [3043] "survived" "suspicion"
## [3045] "sustain" "sustainable"
## [3047] "sweat" "sweatshops"
## [3049] "swept" "swift"
## [3051] "swill" "sword"
## [3053] "sworn" "symbolizing"
## [3055] "symptoms" "system"
## [3057] "table" "take"
## [3059] "taken" "takers"
## [3061] "taking" "talents"
## [3063] "talking" "tanks"
## [3065] "tap" "tapping"
## [3067] "targets" "tarry"
## [3069] "task" "tasknnthis"
## [3071] "tasks" "tasted"
## [3073] "taught" "tax"
## [3075] "taxes" "teach"
## [3077] "teacher" "teachers"
## [3079] "teaching" "tearfully"
## [3081] "tears" "technical"
## [3083] "techniques" "technological"
## [3085] "technology" "technologys"
## [3087] "tell" "tells"
## [3089] "temper" "tempered"
## [3091] "tempering" "temple"
## [3093] "temporary" "tempt"
## [3095] "ten" "tenets"
## [3097] "tens" "terms"
## [3099] "terrible" "terrific"
## [3101] "territory" "terror"
## [3103] "terrors" "test"
## [3105] "testament" "tested"
## [3107] "testimony" "tests"
## [3109] "texture" "thank"
## [3111] "thankful" "that"
## [3113] "thats" "the"
## [3115] "thee" "their"
## [3117] "themnnwe" "then"
## [3119] "there" "therefore"
## [3121] "these" "they"
## [3123] "theyve" "thing"
## [3125] "things" "thingsnnmost"
## [3127] "thingssome" "thinknndemocracy"
## [3129] "third" "thirst"
## [3131] "thirty" "this"
## [3133] "thomas" "those"
## [3135] "though" "thought"
## [3137] "thoughts" "thousand"
## [3139] "thousands" "threat"
## [3141] "threaten" "threatened"
## [3143] "threatens" "threats"
## [3145] "three" "threescore"
## [3147] "threeway" "thrill"
## [3149] "thrive" "thrives"
## [3151] "thriving" "throughout"
## [3153] "thus" "thy"
## [3155] "tidennbut" "tides"
## [3157] "ties" "tiger"
## [3159] "till" "time"
## [3161] "timeless" "timenna"
## [3163] "timennas" "timennfor"
## [3165] "times" "timidity"
## [3167] "tireless" "tirelessly"
## [3169] "tobillions" "today"
## [3171] "todays" "together"
## [3173] "togethernneach" "togethernnfor"
## [3175] "togethernntogether" "toil"
## [3177] "toiled" "told"
## [3179] "tolerance" "tolerate"
## [3181] "tomorrows" "tongues"
## [3183] "took" "tools"
## [3185] "torch" "torment"
## [3187] "torn" "total"
## [3189] "totally" "touched"
## [3191] "toward" "towards"
## [3193] "tower" "towns"
## [3195] "trade" "tradennthird"
## [3197] "tradition" "tragedy"
## [3199] "train" "trained"
## [3201] "transform" "transition"
## [3203] "transitionnnfortyfour" "translated"
## [3205] "transportation" "travel"
## [3207] "traveled" "travelled"
## [3209] "treasure" "treat"
## [3211] "treated" "treating"
## [3213] "treatment" "treaty"
## [3215] "trend" "trendnnour"
## [3217] "trial" "tribe"
## [3219] "tribulation" "tried"
## [3221] "triumph" "triumphant"
## [3223] "triumphantly" "triumphed"
## [3225] "troubled" "troubles"
## [3227] "true" "truenneight"
## [3229] "truly" "truman"
## [3231] "trumpet" "trumpets"
## [3233] "trust" "trusted"
## [3235] "trustees" "truth"
## [3237] "truths" "try"
## [3239] "trying" "turmoil"
## [3241] "turn" "turned"
## [3243] "turning" "turnnnwe"
## [3245] "twilight" "two"
## [3247] "tyranny" "ultimate"
## [3249] "ultimately" "unable"
## [3251] "unafraid" "unalienable"
## [3253] "unattended" "uncertain"
## [3255] "uncertainty" "unchanged"
## [3257] "unchanging" "unclench"
## [3259] "unclimbed" "unconquerable"
## [3261] "uncorrupted" "uncrossed"
## [3263] "undelayed" "underdeveloped"
## [3265] "undermines" "underneath"
## [3267] "understand" "understanding"
## [3269] "understands" "understood"
## [3271] "undertake" "undertaken"
## [3273] "undertaking" "undeserved"
## [3275] "undiminished" "undo"
## [3277] "undoing" "uneconomical"
## [3279] "unemployed" "unequal"
## [3281] "unexplained" "unfaltering"
## [3283] "unfolds" "unfortunate"
## [3285] "unhampered" "unhesitatingly"
## [3287] "uniform" "unifying"
## [3289] "unimagined" "union"
## [3291] "unionnthe" "unique"
## [3293] "unite" "united"
## [3295] "unity" "universalnnwe"
## [3297] "universities" "unjustified"
## [3299] "unknown" "unlearned"
## [3301] "unleash" "unleashed"
## [3303] "unlimited" "unmatched"
## [3305] "unmistakable" "unnoticed"
## [3307] "unpleasant" "unplowed"
## [3309] "unprecedented" "unreasoning"
## [3311] "unrivaled" "unrivalled"
## [3313] "unscrupulous" "unselfish"
## [3315] "unsolvable" "unsung"
## [3317] "unto" "untroubled"
## [3319] "untruths" "unwilling"
## [3321] "uphold" "upon"
## [3323] "uprooting" "upward"
## [3325] "upwardnnand" "urge"
## [3327] "urgent" "use"
## [3329] "used" "useful"
## [3331] "ushering" "using"
## [3333] "usnnlet" "utilities"
## [3335] "utmost" "utterly"
## [3337] "valiantly" "valley"
## [3339] "valleynni" "valleys"
## [3341] "valued" "values"
## [3343] "valuesnnthese" "various"
## [3345] "vast" "vastly"
## [3347] "venture" "ventures"
## [3349] "vice" "victims"
## [3351] "victories" "victory"
## [3353] "view" "vigilant"
## [3355] "vigilantly" "vigor"
## [3357] "vigorous" "vigorously"
## [3359] "village" "villages"
## [3361] "violate" "violence"
## [3363] "violencenndemocracy" "virtue"
## [3365] "vision" "vital"
## [3367] "vitality" "vitalizing"
## [3369] "voice" "voices"
## [3371] "volume" "vote"
## [3373] "votes" "vowed"
## [3375] "vulnerable" "wage"
## [3377] "wages" "wait"
## [3379] "walk" "wander"
## [3381] "want" "war"
## [3383] "warm" "warmed"
## [3385] "warming" "warmly"
## [3387] "warnnso" "warnnwe"
## [3389] "wars" "washington"
## [3391] "washingtons" "waste"
## [3393] "watched" "watchful"
## [3395] "watching" "water"
## [3397] "waters" "waterways"
## [3399] "wave" "waver"
## [3401] "waves" "way"
## [3403] "waynnamericans" "waynnour"
## [3405] "ways" "waysnnour"
## [3407] "weak" "weakened"
## [3409] "weakness" "weaknessnnbecause"
## [3411] "wealth" "wealthnnwe"
## [3413] "weapon" "weapons"
## [3415] "weary" "weaving"
## [3417] "week" "weight"
## [3419] "welcome" "welcomed"
## [3421] "weld" "welfare"
## [3423] "well" "wellbeing"
## [3425] "welldoing" "wellnnwe"
## [3427] "wellspring" "west"
## [3429] "western" "what"
## [3431] "whatever" "when"
## [3433] "whenever" "where"
## [3435] "wherever" "whether"
## [3437] "while" "whip"
## [3439] "whisper" "whole"
## [3441] "wholly" "whose"
## [3443] "wide" "wider"
## [3445] "wield" "wilderness"
## [3447] "will" "willing"
## [3449] "willingness" "willnnfor"
## [3451] "willnngovernment" "willnnwe"
## [3453] "win" "winding"
## [3455] "windows" "winds"
## [3457] "winter" "wipe"
## [3459] "wisdom" "wise"
## [3461] "wisely" "wish"
## [3463] "wishes" "with"
## [3465] "withered" "within"
## [3467] "withinnnin" "without"
## [3469] "withoutnnto" "witness"
## [3471] "witnessed" "wives"
## [3473] "woman" "women"
## [3475] "won" "wonder"
## [3477] "wonders" "word"
## [3479] "wordnnand" "words"
## [3481] "work" "worked"
## [3483] "worker" "workers"
## [3485] "workersnntogether" "workforce"
## [3487] "working" "works"
## [3489] "world" "worldly"
## [3491] "worldnnand" "worldnnin"
## [3493] "worldnnit" "worldnnlet"
## [3495] "worldnnour" "worldnnso"
## [3497] "worldnnthis" "worldnntogether"
## [3499] "worldnnwe" "worlds"
## [3501] "worldwide" "wornout"
## [3503] "worry" "worship"
## [3505] "worst" "worth"
## [3507] "worthy" "wounds"
## [3509] "writ" "writennfor"
## [3511] "writing" "written"
## [3513] "wrong" "wrongdoing"
## [3515] "wrongs" "year"
## [3517] "years" "yes"
## [3519] "yesterdays" "yet"
## [3521] "yielding" "you"
## [3523] "young" "younnfor"
## [3525] "your" "youth"removal <- content_transformer(function(x, pattern) gsub(pattern, "", x))
democrats <- tm_map(democrats, removal, "\n")
republicans <- tm_map(republicans, removeNumbers)
republicans <- tm_map(republicans, removePunctuation)
republicans <- tm_map(republicans, removeWords, stopwords("english"))
republicans <- tm_map(republicans, stripWhitespace)
R <- TermDocumentMatrix(republicans)
rownames(R)## [1] "abandon" "abandoned"
## [3] "abandonment" "abhorring"
## [5] "abiding" "abilities"
## [7] "ability" "able"
## [9] "abound" "abounding"
## [11] "abraham" "abroad"
## [13] "abroadnnlet" "absent"
## [15] "absolute" "absorbing"
## [17] "abstractions" "abundance"
## [19] "abundant" "abuse"
## [21] "abuses" "accept"
## [23] "acceptance" "accepted"
## [25] "accepts" "accomplished"
## [27] "accomplishment" "accomplishments"
## [29] "accordingly" "account"
## [31] "accountability" "accumulate"
## [33] "achieve" "achieved"
## [35] "achievement" "achievements"
## [37] "acquire" "across"
## [39] "act" "acted"
## [41] "acting" "action"
## [43] "actions" "active"
## [45] "activism" "activities"
## [47] "acts" "adams"
## [49] "adapted" "add"
## [51] "addiction" "additional"
## [53] "addressed" "addressing"
## [55] "adequate" "adequately"
## [57] "adhere" "adherence"
## [59] "administer" "administration"
## [61] "administrations" "adopted"
## [63] "adoption" "advance"
## [65] "advanced" "advancement"
## [67] "advances" "advancing"
## [69] "advantage" "adventure"
## [71] "adversaries" "advisory"
## [73] "advocated" "affairs"
## [75] "affairsnnjust" "affect"
## [77] "affecting" "affection"
## [79] "affirm" "affirms"
## [81] "affliction" "afford"
## [83] "afraid" "africa"
## [85] "after" "again"
## [87] "againnnto" "age"
## [89] "agencies" "agenni"
## [91] "agent" "ages"
## [93] "aggression" "aggressionnnlet"
## [95] "aggressor" "agitate"
## [97] "ago" "agonnwhen"
## [99] "agony" "agree"
## [101] "agreement" "agricultural"
## [103] "agriculture" "ahead"
## [105] "aid" "aim"
## [107] "aimed" "air"
## [109] "airnnit" "alamo"
## [111] "alert" "alike"
## [113] "alikennthe" "alive"
## [115] "all" "allegiance"
## [117] "alliance" "alliances"
## [119] "allies" "allocating"
## [121] "allow" "allowed"
## [123] "allows" "allowsnnwe"
## [125] "allynnand" "almighty"
## [127] "almost" "alone"
## [129] "alonennthe" "along"
## [131] "already" "also"
## [133] "always" "amass"
## [135] "ambitions" "amendment"
## [137] "amendmentnnto" "amendmentnof"
## [139] "amennni" "amennnmy"
## [141] "amennnthere" "america"
## [143] "american" "americanni"
## [145] "americannin" "americannnabove"
## [147] "americannthe" "americans"
## [149] "americansand" "americansnnmy"
## [151] "americansnnwell" "americas"
## [153] "among" "ancient"
## [155] "and" "andes"
## [157] "anew" "angel"
## [159] "angels" "anger"
## [161] "angry" "anguish"
## [163] "animosities" "anniversary"
## [165] "another" "answer"
## [167] "anxieties" "anxious"
## [169] "anyone" "anything"
## [171] "apart" "apathy"
## [173] "apollo" "appeal"
## [175] "appear" "appears"
## [177] "appeasement" "applies"
## [179] "appoint" "appraise"
## [181] "appreciating" "appreciative"
## [183] "approach" "approaching"
## [185] "appropriate" "approved"
## [187] "arbitration" "archibald"
## [189] "are" "area"
## [191] "areas" "areasnnin"
## [193] "arenn" "argonne"
## [195] "argument" "arise"
## [197] "arlington" "arm"
## [199] "armament" "armaments"
## [201] "armed" "arms"
## [203] "armsnnlet" "around"
## [205] "arrived" "arrogance"
## [207] "arsenal" "arsenals"
## [209] "art" "artificial"
## [211] "artillery" "ashamed"
## [213] "asia" "ask"
## [215] "asked" "asleepnnbut"
## [217] "aspiration" "aspirations"
## [219] "aspire" "aspires"
## [221] "assembly" "assertion"
## [223] "asserts" "assessing"
## [225] "assist" "assistance"
## [227] "associates" "associations"
## [229] "assume" "assumed"
## [231] "assure" "assured"
## [233] "astronauts" "attack"
## [235] "attacks" "attain"
## [237] "attainments" "attempt"
## [239] "attempting" "attitudes"
## [241] "attorneys" "author"
## [243] "authority" "availability"
## [245] "available" "avenues"
## [247] "avoidance" "avoiding"
## [249] "await" "awaits"
## [251] "awake" "awakened"
## [253] "aware" "away"
## [255] "awesome" "back"
## [257] "background" "backgrounds"
## [259] "backnnthere" "backs"
## [261] "backward" "bacteria"
## [263] "bad" "baggage"
## [265] "baker" "balance"
## [267] "balanced" "balk"
## [269] "bank" "banner"
## [271] "bar" "barber"
## [273] "bargain" "barriers"
## [275] "bartered" "base"
## [277] "based" "basic"
## [279] "basis" "bastion"
## [281] "battalions" "battle"
## [283] "battlefields" "beach"
## [285] "beacon" "bear"
## [287] "bearing" "beautiful"
## [289] "beauty" "became"
## [291] "because" "beckons"
## [293] "become" "beg"
## [295] "began" "begannnwe"
## [297] "begets" "begin"
## [299] "beginning" "beginnings"
## [301] "beginningsnnas" "begins"
## [303] "begun" "behalf"
## [305] "behind" "belief"
## [307] "beliefs" "believe"
## [309] "believed" "believing"
## [311] "bell" "belleau"
## [313] "belong" "belonged"
## [315] "belongs" "beloved"
## [317] "beneficial" "benefits"
## [319] "bennover" "beseech"
## [321] "beseeching" "beset"
## [323] "best" "bestnna"
## [325] "bestnnour" "bestow"
## [327] "bestowed" "betrays"
## [329] "better" "beyond"
## [331] "bible" "bicentennial"
## [333] "bicker" "big"
## [335] "bigger" "bighearted"
## [337] "bigotry" "bill"
## [339] "billion" "bills"
## [341] "bind" "bindnnour"
## [343] "binds" "bipartisanship"
## [345] "birth" "birthday"
## [347] "birthright" "black"
## [349] "blast" "bleak"
## [351] "bless" "blessed"
## [353] "blessing" "blessings"
## [355] "bloated" "blood"
## [357] "bloodiest" "blow"
## [359] "blowing" "blown"
## [361] "blows" "blue"
## [363] "body" "bold"
## [365] "boldly" "boldness"
## [367] "bombastic" "bond"
## [369] "bondage" "bonds"
## [371] "book" "borders"
## [373] "born" "borne"
## [375] "bornennwe" "bornnnfor"
## [377] "borrowing" "boston"
## [379] "bothnnthese" "bound"
## [381] "boundaries" "boundlessnnsome"
## [383] "bounds" "bountifulnnthis"
## [385] "bounty" "bow"
## [387] "boy" "branch"
## [389] "branches" "bravennthis"
## [391] "bravery" "break"
## [393] "breakthrough" "breed"
## [395] "breeze" "bridges"
## [397] "bright" "brighter"
## [399] "brightest" "brightly"
## [401] "bring" "bringing"
## [403] "brings" "british"
## [405] "broadening" "broader"
## [407] "broadly" "broken"
## [409] "brotherhood" "brothers"
## [411] "brothersnnin" "brought"
## [413] "budapest" "budget"
## [415] "build" "building"
## [417] "buildup" "built"
## [419] "bullies" "bulwark"
## [421] "burden" "burdened"
## [423] "burdens" "burdensnnit"
## [425] "burger" "burma"
## [427] "burns" "bush"
## [429] "business" "businesses"
## [431] "businessncooperation" "but"
## [433] "buy" "cabbies"
## [435] "cabinet" "calculated"
## [437] "call" "called"
## [439] "calling" "callingnnmay"
## [441] "callnnthe" "calmly"
## [443] "calvin" "came"
## [445] "can" "canal"
## [447] "candor" "cant"
## [449] "capability" "capable"
## [451] "capacities" "capacity"
## [453] "capital" "capitol"
## [455] "captive" "captives"
## [457] "capture" "car"
## [459] "care" "cared"
## [461] "caring" "carries"
## [463] "carry" "carrying"
## [465] "carter" "case"
## [467] "cast" "catalogue"
## [469] "catch" "cathedral"
## [471] "caught" "cause"
## [473] "causenmy" "causenntwo"
## [475] "causenthese" "causes"
## [477] "causing" "cautious"
## [479] "cease" "ceasennby"
## [481] "celebrate" "celebrated"
## [483] "celebration" "cement"
## [485] "cemetery" "central"
## [487] "centuries" "centuriesnnin"
## [489] "centuriesnnthis" "century"
## [491] "centurys" "ceremony"
## [493] "certain" "chains"
## [495] "chainsnn" "chairman"
## [497] "chairs" "chalice"
## [499] "challenge" "challenged"
## [501] "challengednnour" "challengennlet"
## [503] "challengennthese" "challenges"
## [505] "chance" "change"
## [507] "changed" "changes"
## [509] "changing" "channel"
## [511] "chaos" "chapter"
## [513] "character" "characterized"
## [515] "characternamerica" "charity"
## [517] "chart" "chase"
## [519] "check" "cheerfully"
## [521] "cheney" "cherish"
## [523] "cherished" "chief"
## [525] "child" "children"
## [527] "childrennnand" "childrennnnconclusionnthis"
## [529] "childrens" "choice"
## [531] "choices" "choicesnnthe"
## [533] "choose" "chooses"
## [535] "choosing" "chop"
## [537] "chorus" "chosen"
## [539] "chosin" "christmas"
## [541] "church" "churches"
## [543] "churchill" "circumstances"
## [545] "cities" "citizen"
## [547] "citizenry" "citizens"
## [549] "citizenship" "citizensnnlet"
## [551] "citizensnnthe" "citizensnnthis"
## [553] "citizensnon" "city"
## [555] "citys" "civic"
## [557] "civil" "civility"
## [559] "civilization" "civilizationnnif"
## [561] "claim" "clarify"
## [563] "class" "cleaner"
## [565] "clear" "clearly"
## [567] "cleaves" "clergy"
## [569] "clerks" "climate"
## [571] "climb" "cling"
## [573] "clinton" "clocks"
## [575] "close" "closeness"
## [577] "closing" "coal"
## [579] "cocaine" "coequal"
## [581] "coincidence" "cold"
## [583] "collective" "collectively"
## [585] "colossal" "columns"
## [587] "combinations" "combine"
## [589] "come" "comennit"
## [591] "comennwe" "comes"
## [593] "comfort" "coming"
## [595] "command" "commerce"
## [597] "commission" "commit"
## [599] "commitment" "commitments"
## [601] "commitmentsnnwe" "committed"
## [603] "committednnwhat" "common"
## [605] "commonplace" "communication"
## [607] "communism" "communities"
## [609] "community" "communitynnfrom"
## [611] "communitynni" "compassion"
## [613] "compassionate" "competition"
## [615] "complete" "complex"
## [617] "complicated" "compliment"
## [619] "comprehending" "compromise"
## [621] "compromisennon" "conceived"
## [623] "conceiving" "concentrated"
## [625] "conception" "concepts"
## [627] "concern" "concerned"
## [629] "concerning" "concerns"
## [631] "concerted" "concessions"
## [633] "conciliation" "conclusion"
## [635] "concrete" "concurrent"
## [637] "condemn" "condemning"
## [639] "condescending" "conditions"
## [641] "conduct" "conducted"
## [643] "confer" "confers"
## [645] "confession" "confidence"
## [647] "confident" "confidently"
## [649] "conflict" "conflictnnwe"
## [651] "conflicts" "conformitynnmay"
## [653] "confront" "confrontation"
## [655] "confronted" "confronting"
## [657] "confusion" "congress"
## [659] "congressman" "congressnaction"
## [661] "congressnnnother" "connected"
## [663] "conquer" "conquered"
## [665] "conquering" "conquernnit"
## [667] "conscience" "conscious"
## [669] "consecrate" "consecration"
## [671] "consent" "consequences"
## [673] "consequential" "consider"
## [675] "considerable" "consideration"
## [677] "consistent" "constant"
## [679] "constantly" "constitution"
## [681] "contemplate" "contest"
## [683] "continent" "continents"
## [685] "continuance" "continuation"
## [687] "continue" "continued"
## [689] "continues" "continuing"
## [691] "continuity" "continuum"
## [693] "contrast" "contributed"
## [695] "contribution" "control"
## [697] "controlsnnthe" "controversies"
## [699] "convenience" "converging"
## [701] "conviction" "convictionnnwe"
## [703] "convictions" "cook"
## [705] "coolidgennbut" "cooperate"
## [707] "cooperating" "cooperation"
## [709] "core" "corn"
## [711] "corner" "corners"
## [713] "correction" "cosmos"
## [715] "cost" "costnnreform"
## [717] "costs" "cotton"
## [719] "counsel" "count"
## [721] "counter" "countries"
## [723] "country" "countrymen"
## [725] "countrynnthose" "countrynthe"
## [727] "courage" "courageous"
## [729] "courageously" "course"
## [731] "coursennat" "courses"
## [733] "court" "courtesy"
## [735] "covet" "create"
## [737] "created" "creates"
## [739] "creating" "creation"
## [741] "creative" "creativity"
## [743] "creator" "credit"
## [745] "creed" "crime"
## [747] "crimenni" "criminal"
## [749] "criminals" "crisis"
## [751] "critically" "cross"
## [753] "crosses" "crowds"
## [755] "crucial" "crucialnnto"
## [757] "crumble" "crushes"
## [759] "cry" "cultural"
## [761] "culture" "cultures"
## [763] "cup" "curb"
## [765] "curse" "custom"
## [767] "customs" "cut"
## [769] "cynicism" "daily"
## [771] "dams" "danger"
## [773] "dangerous" "dangers"
## [775] "dare" "dared"
## [777] "daring" "dark"
## [779] "darkened" "darkest"
## [781] "darkness" "darknessnnas"
## [783] "darknnthe" "david"
## [785] "dawn" "day"
## [787] "days" "daytoday"
## [789] "deadly" "deal"
## [791] "dealing" "dealings"
## [793] "death" "deathless"
## [795] "deaths" "debate"
## [797] "debates" "debtnni"
## [799] "decades" "decay"
## [801] "decency" "decent"
## [803] "decide" "decisions"
## [805] "declaration" "declare"
## [807] "declared" "decline"
## [809] "decreasing" "decrees"
## [811] "dedicated" "dedicatednnand"
## [813] "dedication" "deed"
## [815] "deeds" "deem"
## [817] "deep" "deeper"
## [819] "deepest" "deeply"
## [821] "defeated" "defeatntoday"
## [823] "defend" "defended"
## [825] "defending" "defense"
## [827] "defenses" "deficit"
## [829] "deficits" "defies"
## [831] "define" "defined"
## [833] "defines" "definition"
## [835] "definitions" "degeneration"
## [837] "degree" "delano"
## [839] "delay" "delayed"
## [841] "delays" "delinquent"
## [843] "deliver" "demand"
## [845] "demands" "demilitarize"
## [847] "democracies" "democracy"
## [849] "democracys" "democratic"
## [851] "democrats" "demoralization"
## [853] "denial" "denied"
## [855] "deny" "department"
## [857] "departments" "depend"
## [859] "depended" "dependence"
## [861] "dependency" "depends"
## [863] "depressed" "depression"
## [865] "derive" "deserts"
## [867] "deserve" "deserves"
## [869] "deserving" "designs"
## [871] "desirable" "desire"
## [873] "despair" "despaired"
## [875] "desperate" "desperation"
## [877] "despite" "destiny"
## [879] "destinynnmay" "destinynnonly"
## [881] "destinynnuntil" "destroy"
## [883] "destroys" "destruction"
## [885] "destructionnnwe" "destructive"
## [887] "deter" "determination"
## [889] "determinations" "determine"
## [891] "determined" "develop"
## [893] "developed" "developing"
## [895] "development" "devices"
## [897] "devotion" "diary"
## [899] "dictate" "dictator"
## [901] "dictators" "did"
## [903] "didnt" "died"
## [905] "dies" "difference"
## [907] "differences" "different"
## [909] "differently" "differing"
## [911] "difficult" "difficulties"
## [913] "difficulty" "dignified"
## [915] "dignity" "dignitynnand"
## [917] "diminished" "diminishes"
## [919] "dimness" "diplomacy"
## [921] "diplomacynni" "directed"
## [923] "directing" "direction"
## [925] "directly" "directs"
## [927] "dirksen" "disadvantaged"
## [929] "disappeared" "disappointment"
## [931] "disaster" "discern"
## [933] "discharge" "discontents"
## [935] "discord" "discordant"
## [937] "discordnnto" "discourage"
## [939] "discover" "discovered"
## [941] "discoveries" "discrimination"
## [943] "discussing" "discussion"
## [945] "disease" "diseasennnthe"
## [947] "diseases" "dishonorable"
## [949] "disobedience" "disorder"
## [951] "display" "disregard"
## [953] "dissension" "dissent"
## [955] "dissidents" "dissolution"
## [957] "distance" "distant"
## [959] "distinction" "distinctions"
## [961] "distinguished" "distorts"
## [963] "distressed" "distrust"
## [965] "diversity" "divide"
## [967] "divided" "divides"
## [969] "divine" "divisible"
## [971] "division" "divisions"
## [973] "divisive" "divisiveness"
## [975] "documents" "doingnni"
## [977] "dole" "domestic"
## [979] "domination" "dominion"
## [981] "done" "donngovernment"
## [983] "donnour" "dont"
## [985] "door" "doubt"
## [987] "doubts" "draft"
## [989] "drama" "dramatically"
## [991] "drastic" "draw"
## [993] "dread" "dream"
## [995] "dreamed" "dreams"
## [997] "dreamsnnand" "dreamsnnno"
## [999] "drift" "drive"
## [1001] "driven" "drugs"
## [1003] "due" "durable"
## [1005] "duties" "duty"
## [1007] "dwarfed" "dwell"
## [1009] "dynamic" "dynamos"
## [1011] "earlier" "earn"
## [1013] "earned" "earnest"
## [1015] "earnings" "earth"
## [1017] "earthnnfor" "earthnni"
## [1019] "earthnnnow" "earthnnwe"
## [1021] "ease" "easing"
## [1023] "east" "easy"
## [1025] "ebb" "echoes"
## [1027] "economic" "economy"
## [1029] "economynnin" "edge"
## [1031] "edifice" "educated"
## [1033] "education" "effect"
## [1035] "effected" "effective"
## [1037] "effectively" "effectiveness"
## [1039] "effort" "efforts"
## [1041] "eighteenth" "eisenhower"
## [1043] "either" "elderly"
## [1045] "elect" "elected"
## [1047] "election" "electionnit"
## [1049] "elections" "electorate"
## [1051] "elements" "elimination"
## [1053] "elite" "eloquencennand"
## [1055] "eloquent" "else"
## [1057] "elsewhere" "emancipation"
## [1059] "embarking" "embedded"
## [1061] "embracing" "emerged"
## [1063] "emergenciesnnwe" "emerging"
## [1065] "emotion" "emphatic"
## [1067] "empires" "employed"
## [1069] "employment" "empty"
## [1071] "enact" "encounter"
## [1073] "encourage" "encouragement"
## [1075] "encouraging" "end"
## [1077] "endeavor" "ended"
## [1079] "ending" "endless"
## [1081] "endlessly" "ends"
## [1083] "endure" "endured"
## [1085] "endures" "enduring"
## [1087] "enemies" "enemynnthose"
## [1089] "energies" "energy"
## [1091] "enforce" "enforcement"
## [1093] "engage" "engaged"
## [1095] "engagement" "engagements"
## [1097] "engrossed" "enhancing"
## [1099] "enjoy" "enjoyment"
## [1101] "enjoys" "enlarged"
## [1103] "enlightened" "enlist"
## [1105] "enlisted" "ennobled"
## [1107] "enormous" "enough"
## [1109] "enriching" "enrichment"
## [1111] "enslaved" "enslavement"
## [1113] "ensure" "entanglements"
## [1115] "enter" "entered"
## [1117] "entering" "enterprise"
## [1119] "enterprises" "enthralled"
## [1121] "enthusiastically" "entire"
## [1123] "entrepreneurial" "entrepreneurs"
## [1125] "entrust" "entrusted"
## [1127] "environment" "equal"
## [1129] "equality" "equally"
## [1131] "equalnin" "equipped"
## [1133] "equitable" "era"
## [1135] "eradication" "erase"
## [1137] "erode" "errors"
## [1139] "escape" "escapes"
## [1141] "especially" "essence"
## [1143] "essential" "establish"
## [1145] "establishes" "establishment"
## [1147] "eternal" "eternally"
## [1149] "eternity" "ethnic"
## [1151] "europe" "eve"
## [1153] "even" "event"
## [1155] "events" "eventual"
## [1157] "eventually" "ever"
## [1159] "everincreasing" "evernnour"
## [1161] "every" "everyone"
## [1163] "everything" "everythingnnto"
## [1165] "everywhere" "everywherenngive"
## [1167] "everyyear" "evidence"
## [1169] "evil" "evils"
## [1171] "exalted" "example"
## [1173] "excellence" "except"
## [1175] "excessive" "exchange"
## [1177] "exchanged" "excite"
## [1179] "exciting" "excuse"
## [1181] "execute" "execution"
## [1183] "executive" "exemplar"
## [1185] "exercise" "exile"
## [1187] "exist" "existed"
## [1189] "existence" "expands"
## [1191] "expansion" "expect"
## [1193] "expectations" "expected"
## [1195] "expeditious" "expendablenn"
## [1197] "expenditure" "experience"
## [1199] "experiment" "exploit"
## [1201] "exploitation" "explore"
## [1203] "expose" "express"
## [1205] "expresses" "expression"
## [1207] "extend" "extended"
## [1209] "extending" "extends"
## [1211] "extent" "extinction"
## [1213] "eyes" "face"
## [1215] "facednnwe" "faces"
## [1217] "facing" "fact"
## [1219] "factnnthis" "factories"
## [1221] "factory" "faculties"
## [1223] "fail" "failed"
## [1225] "failednnabroad" "failing"
## [1227] "failure" "failures"
## [1229] "fair" "fairness"
## [1231] "faith" "faithnnin"
## [1233] "faiths" "fall"
## [1235] "fallible" "falling"
## [1237] "falls" "false"
## [1239] "famed" "families"
## [1241] "family" "fans"
## [1243] "far" "farm"
## [1245] "farmers" "farms"
## [1247] "farreaching" "fashion"
## [1249] "fate" "father"
## [1251] "fathers" "fault"
## [1253] "faults" "favors"
## [1255] "fear" "fears"
## [1257] "federal" "feed"
## [1259] "feel" "feelings"
## [1261] "feet" "fellow"
## [1263] "fellowship" "felt"
## [1265] "fertile" "fervently"
## [1267] "fever" "fiber"
## [1269] "field" "fields"
## [1271] "fierce" "fight"
## [1273] "fighting" "fill"
## [1275] "filled" "fills"
## [1277] "final" "finally"
## [1279] "find" "finds"
## [1281] "finer" "finishing"
## [1283] "fire" "fired"
## [1285] "firennwe" "firenwe"
## [1287] "firm" "firmly"
## [1289] "firmness" "first"
## [1291] "fiscally" "fist"
## [1293] "fit" "fitness"
## [1295] "fitting" "fixed"
## [1297] "fixedincome" "flag"
## [1299] "flame" "flames"
## [1301] "flawed" "flaws"
## [1303] "fleeting" "flew"
## [1305] "flimsy" "floats"
## [1307] "flow" "flyleaf"
## [1309] "fog" "fold"
## [1311] "follow" "following"
## [1313] "follownnwe" "follows"
## [1315] "food" "for"
## [1317] "forbearance" "force"
## [1319] "forcennthe" "forcennwe"
## [1321] "forces" "foreign"
## [1323] "forests" "forever"
## [1325] "forevernin" "forge"
## [1327] "forgiveness" "form"
## [1329] "formidable" "fortify"
## [1331] "fortress" "fortunate"
## [1333] "fortunately" "fortunes"
## [1335] "forward" "forwardnnwe"
## [1337] "foster" "fought"
## [1339] "found" "foundation"
## [1341] "foundations" "founders"
## [1343] "founding" "four"
## [1345] "fourfold" "fourth"
## [1347] "fraction" "fragile"
## [1349] "framework" "france"
## [1351] "franklin" "fraternal"
## [1353] "free" "freed"
## [1355] "freedom" "freedomnmay"
## [1357] "freedomnn" "freedomnnbut"
## [1359] "freedomnneach" "freedomnnin"
## [1361] "freedomnnmy" "freedomnnto"
## [1363] "freedomnnwe" "freedomnwe"
## [1365] "freedoms" "freeing"
## [1367] "freely" "freemennnwe"
## [1369] "freenneach" "freennsince"
## [1371] "freennthus" "freenwe"
## [1373] "freezing" "french"
## [1375] "freshman" "friend"
## [1377] "friendliness" "friends"
## [1379] "friendship" "friendshipnnno"
## [1381] "friendshipnnso" "friendships"
## [1383] "friendsnnlet" "friendsnnthere"
## [1385] "from" "front"
## [1387] "frontiers" "fruition"
## [1389] "fruits" "frustration"
## [1391] "fulfill" "fulfilled"
## [1393] "fulfillment" "fulfillnnin"
## [1395] "full" "fuller"
## [1397] "fullness" "fully"
## [1399] "functions" "fundamental"
## [1401] "funds" "furnaces"
## [1403] "futile" "futility"
## [1405] "future" "futurennjust"
## [1407] "gained" "gates"
## [1409] "gather" "gathering"
## [1411] "gave" "general"
## [1413] "generate" "generation"
## [1415] "generations" "generosity"
## [1417] "generositynnamerica" "generous"
## [1419] "genius" "gentler"
## [1421] "george" "germany"
## [1423] "get" "gets"
## [1425] "giant" "giants"
## [1427] "gift" "gifts"
## [1429] "gillis" "girl"
## [1431] "give" "given"
## [1433] "giving" "gladdened"
## [1435] "gladly" "gladness"
## [1437] "global" "globe"
## [1439] "glorious" "glory"
## [1441] "goal" "goals"
## [1443] "god" "godgiven"
## [1445] "godnnwe" "gods"
## [1447] "goes" "going"
## [1449] "goingness" "gold"
## [1451] "golden" "gone"
## [1453] "good" "goodness"
## [1455] "goodnessnnin" "goodnni"
## [1457] "goods" "gore"
## [1459] "gotten" "govern"
## [1461] "governed" "governednnit"
## [1463] "governing" "government"
## [1465] "governmental" "governmentnnnow"
## [1467] "governmentnthe" "governments"
## [1469] "grace" "gracious"
## [1471] "grand" "grandest"
## [1473] "granted" "grateful"
## [1475] "gray" "great"
## [1477] "greater" "greatest"
## [1479] "greatly" "greatness"
## [1481] "greatnessnni" "grief"
## [1483] "grim" "grinding"
## [1485] "grip" "gripped"
## [1487] "groping" "ground"
## [1489] "group" "groupings"
## [1491] "groups" "grow"
## [1493] "grower" "growing"
## [1495] "grown" "grows"
## [1497] "growth" "growthnnwe"
## [1499] "grudging" "guadalcanal"
## [1501] "guarantee" "guarantees"
## [1503] "guarding" "guests"
## [1505] "guidance" "guide"
## [1507] "guided" "guilty"
## [1509] "guns" "habits"
## [1511] "hadnt" "half"
## [1513] "halfway" "hall"
## [1515] "hallowed" "halls"
## [1517] "halted" "hand"
## [1519] "handful" "handled"
## [1521] "handnnwell" "hands"
## [1523] "handson" "happiness"
## [1525] "happinessnnnworld" "happy"
## [1527] "harbors" "hard"
## [1529] "hardest" "harmless"
## [1531] "harmony" "harnessing"
## [1533] "harshly" "hatfield"
## [1535] "hatred" "hatreds"
## [1537] "haunt" "haven"
## [1539] "havennthat" "heading"
## [1541] "headlines" "heads"
## [1543] "headsnnalmighty" "headsnnheavenly"
## [1545] "heal" "healed"
## [1547] "healing" "health"
## [1549] "healthnin" "healthy"
## [1551] "hear" "heard"
## [1553] "heardnnthose" "heart"
## [1555] "heartened" "heartening"
## [1557] "hearts" "heartsnnwe"
## [1559] "heartto" "heaven"
## [1561] "heavy" "heed"
## [1563] "heightened" "held"
## [1565] "help" "helped"
## [1567] "helpfulness" "helping"
## [1569] "helpless" "helpnnyour"
## [1571] "hemisphere" "henceforth"
## [1573] "heritage" "heritagenn"
## [1575] "hero" "heroes"
## [1577] "heroic" "heroism"
## [1579] "hesitation" "hidden"
## [1581] "high" "higher"
## [1583] "highest" "highways"
## [1585] "hill" "hills"
## [1587] "himselfnn" "his"
## [1589] "historic" "history"
## [1591] "historynnin" "historynnno"
## [1593] "historynnthis" "historynnwe"
## [1595] "hold" "home"
## [1597] "homeless" "homennas"
## [1599] "homennthe" "homennthese"
## [1601] "homennwe" "homes"
## [1603] "homestead" "honest"
## [1605] "honestly" "honor"
## [1607] "honorable" "honorably"
## [1609] "honored" "honoring"
## [1611] "honors" "hope"
## [1613] "hopeful" "hopefulness"
## [1615] "hopeless" "hopelessness"
## [1617] "hopennin" "hopennstanding"
## [1619] "hopennwe" "hopes"
## [1621] "hoping" "horizons"
## [1623] "horrors" "horseback"
## [1625] "hospitality" "hostility"
## [1627] "hour" "hours"
## [1629] "house" "housing"
## [1631] "how" "however"
## [1633] "human" "humanity"
## [1635] "humankindnnthis" "humble"
## [1637] "humbled" "humiliation"
## [1639] "humility" "humphrey"
## [1641] "hundred" "hunger"
## [1643] "hungry" "hungrynnbut"
## [1645] "hurt" "hurts"
## [1647] "hymns" "idea"
## [1649] "ideal" "idealism"
## [1651] "idealistic" "ideals"
## [1653] "ideas" "identified"
## [1655] "identity" "ideologies"
## [1657] "ideology" "ignorance"
## [1659] "ignore" "ill"
## [1661] "illconsidered" "illegal"
## [1663] "illiteracy" "ills"
## [1665] "image" "imitation"
## [1667] "immensely" "immigrant"
## [1669] "imperative" "imperialism"
## [1671] "imperiled" "implies"
## [1673] "imply" "importancennnour"
## [1675] "important" "importantly"
## [1677] "impose" "imposed"
## [1679] "impossibility" "impossible"
## [1681] "impotence" "impoverished"
## [1683] "impoverishment" "impress"
## [1685] "impressive" "improving"
## [1687] "inalienable" "inauguration"
## [1689] "inborn" "incentives"
## [1691] "inches" "include"
## [1693] "including" "incorporated"
## [1695] "increase" "increased"
## [1697] "increasennby" "increases"
## [1699] "increasing" "increasingly"
## [1701] "indebted" "indeed"
## [1703] "independence" "indicates"
## [1705] "indifference" "indignity"
## [1707] "indispensable" "individual"
## [1709] "individuality" "individually"
## [1711] "individuals" "indivisible"
## [1713] "indochina" "industrial"
## [1715] "industrialists" "industries"
## [1717] "industry" "inefficiently"
## [1719] "inescapably" "inevitability"
## [1721] "inevitable" "inevitably"
## [1723] "infant" "inferior"
## [1725] "infinitely" "infirm"
## [1727] "inflated" "inflation"
## [1729] "inflations" "inflict"
## [1731] "influence" "influences"
## [1733] "inhabitants" "inheritances"
## [1735] "initiated" "initiative"
## [1737] "initiatives" "injured"
## [1739] "innnthe" "innnthose"
## [1741] "innnwe" "inside"
## [1743] "insidious" "insignificant"
## [1745] "insinuation" "inspire"
## [1747] "inspired" "inspires"
## [1749] "installed" "instead"
## [1751] "institutions" "institutionsnn"
## [1753] "instructed" "instruction"
## [1755] "instrument" "instrumentalities"
## [1757] "instrumentality" "insurance"
## [1759] "insure" "integrity"
## [1761] "intellectual" "intelligence"
## [1763] "intended" "intensity"
## [1765] "intention" "interdependence"
## [1767] "interest" "interests"
## [1769] "interference" "interlocked"
## [1771] "interlude" "international"
## [1773] "intervention" "intolerance"
## [1775] "intolerant" "intricate"
## [1777] "intrusion" "invent"
## [1779] "invention" "inventions"
## [1781] "inventory" "investigation"
## [1783] "investigationni" "investment"
## [1785] "invite" "invites"
## [1787] "invoke" "invoked"
## [1789] "invoking" "involve"
## [1791] "involved" "involvement"
## [1793] "involves" "iowa"
## [1795] "island" "islands"
## [1797] "isolation" "isolationnnwe"
## [1799] "issue" "issues"
## [1801] "italy" "itnnif"
## [1803] "itnthe" "itntoday"
## [1805] "its" "itselfnnin"
## [1807] "itselfnnyet" "iwo"
## [1809] "jailed" "jefferson"
## [1811] "jericho" "jima"
## [1813] "job" "jobs"
## [1815] "john" "johnson"
## [1817] "join" "joined"
## [1819] "joint" "joseph"
## [1821] "journalnnwith" "journey"
## [1823] "journeyed" "judge"
## [1825] "judges" "judgment"
## [1827] "judicial" "julynnin"
## [1829] "jungles" "juries"
## [1831] "jurisprudence" "just"
## [1833] "justice" "justicennand"
## [1835] "justicenthe" "justiciable"
## [1837] "keep" "keeping"
## [1839] "keeps" "kept"
## [1841] "key" "kill"
## [1843] "killed" "killing"
## [1845] "kind" "kinder"
## [1847] "kindles" "kindnessnngreatness"
## [1849] "kinds" "kings"
## [1851] "kite" "knees"
## [1853] "knew" "know"
## [1855] "knowing" "knowledge"
## [1857] "known" "knows"
## [1859] "koran" "koreannin"
## [1861] "koreannwe" "labor"
## [1863] "laborers" "laboring"
## [1865] "lack" "laid"
## [1867] "land" "lands"
## [1869] "language" "large"
## [1871] "largely" "larger"
## [1873] "last" "lasting"
## [1875] "late" "lately"
## [1877] "later" "lathes"
## [1879] "law" "lawabiding"
## [1881] "lawnnthere" "laws"
## [1883] "lawsnnit" "lawsnnthis"
## [1885] "lawyer" "lead"
## [1887] "leader" "leaders"
## [1889] "leadership" "leadershipnnnpublic"
## [1891] "leadershipnnso" "leading"
## [1893] "leads" "league"
## [1895] "learn" "learned"
## [1897] "learning" "least"
## [1899] "leave" "leaves"
## [1901] "led" "ledgers"
## [1903] "left" "legions"
## [1905] "legislative" "legislators"
## [1907] "legitimately" "lend"
## [1909] "lengthensnnyet" "less"
## [1911] "lessening" "lesson"
## [1913] "lest" "let"
## [1915] "letters" "level"
## [1917] "levels" "liberate"
## [1919] "liberating" "liberation"
## [1921] "liberator" "liberty"
## [1923] "libertynin" "libertynsome"
## [1925] "libertynwhen" "lies"
## [1927] "life" "lifeless"
## [1929] "lifenni" "lifennthe"
## [1931] "lifennthere" "lifetime"
## [1933] "lift" "lifted"
## [1935] "light" "lighta"
## [1937] "lighted" "lighten"
## [1939] "lightness" "lightning"
## [1941] "lightnnour" "like"
## [1943] "likely" "likewise"
## [1945] "limit" "limitation"
## [1947] "limitationnnwe" "limitations"
## [1949] "limited" "limits"
## [1951] "lincoln" "lincolnnnbeyond"
## [1953] "lines" "linked"
## [1955] "liquor" "liquornnbut"
## [1957] "listen" "lit"
## [1959] "literature" "little"
## [1961] "livable" "live"
## [1963] "lived" "livelihood"
## [1965] "livennamericas" "livennwe"
## [1967] "lives" "livesnnwe"
## [1969] "living" "local"
## [1971] "locate" "lofty"
## [1973] "logic" "logically"
## [1975] "lone" "lonely"
## [1977] "long" "longer"
## [1979] "longest" "longing"
## [1981] "look" "looked"
## [1983] "looking" "looks"
## [1985] "loomed" "lord"
## [1987] "lose" "loses"
## [1989] "losses" "lost"
## [1991] "lot" "loudly"
## [1993] "louisiana" "love"
## [1995] "loved" "loveliness"
## [1997] "lovenna" "loving"
## [1999] "low" "lower"
## [2001] "loyal" "loyalty"
## [2003] "lunar" "machine"
## [2005] "machinery" "macleish"
## [2007] "made" "magic"
## [2009] "magnificent" "magnitude"
## [2011] "maintain" "maintained"
## [2013] "maintaining" "maintenance"
## [2015] "majestic" "majesty"
## [2017] "major" "majority"
## [2019] "make" "maker"
## [2021] "makes" "makeup"
## [2023] "making" "malaya"
## [2025] "malign" "mall"
## [2027] "man" "manage"
## [2029] "managed" "mandates"
## [2031] "manifest" "manifests"
## [2033] "mankind" "mankindnnlet"
## [2035] "mankindnnno" "mankindnnthis"
## [2037] "mannnas" "mans"
## [2039] "manufacturers" "many"
## [2041] "marble" "march"
## [2043] "marched" "marked"
## [2045] "marker" "markers"
## [2047] "markets" "marshals"
## [2049] "martin" "mass"
## [2051] "massachusetts" "massed"
## [2053] "masses" "master"
## [2055] "mastered" "match"
## [2057] "matches" "matchless"
## [2059] "material" "materials"
## [2061] "mathias" "matter"
## [2063] "matters" "mature"
## [2065] "may" "meager"
## [2067] "mean" "meaning"
## [2069] "meaningful" "means"
## [2071] "meant" "meantime"
## [2073] "measure" "measured"
## [2075] "medicare" "meet"
## [2077] "meeting" "meetings"
## [2079] "member" "members"
## [2081] "membership" "memorial"
## [2083] "memory" "men"
## [2085] "menace" "mens"
## [2087] "mentioned" "mentors"
## [2089] "mercy" "mere"
## [2091] "merely" "message"
## [2093] "met" "method"
## [2095] "methods" "michael"
## [2097] "middle" "midway"
## [2099] "might" "mighty"
## [2101] "miles" "militarize"
## [2103] "military" "millenniumnnwhat"
## [2105] "million" "millions"
## [2107] "mills" "mind"
## [2109] "mindful" "minds"
## [2111] "mine" "mines"
## [2113] "mingled" "minorities"
## [2115] "miraclennmr" "misery"
## [2117] "misinterpreted" "misjudged"
## [2119] "missiles" "missing"
## [2121] "mission" "missions"
## [2123] "mistake" "mistrust"
## [2125] "mists" "misunderstanding"
## [2127] "misunderstood" "mitchell"
## [2129] "mockery" "moderate"
## [2131] "modern" "moment"
## [2133] "momentnnforces" "momentous"
## [2135] "moments" "momentum"
## [2137] "mondale" "money"
## [2139] "months" "monument"
## [2141] "monumental" "monuments"
## [2143] "moomaw" "moon"
## [2145] "moons" "moral"
## [2147] "morality" "more"
## [2149] "morennmay" "moreover"
## [2151] "mortal" "mortgaging"
## [2153] "moscow" "mosque"
## [2155] "most" "mother"
## [2157] "mothers" "motivated"
## [2159] "motives" "mount"
## [2161] "mountaineer" "mountains"
## [2163] "move" "moved"
## [2165] "movement" "movements"
## [2167] "moves" "moving"
## [2169] "mrs" "much"
## [2171] "multiply" "multitude"
## [2173] "municipal" "murder"
## [2175] "music" "must"
## [2177] "mustnnamerica" "mutual"
## [2179] "mutually" "myselfnnin"
## [2181] "name" "named"
## [2183] "names" "narrow"
## [2185] "narrowed" "nation"
## [2187] "national" "nationhood"
## [2189] "nationnna" "nationnnthis"
## [2191] "nations" "nationsnnlet"
## [2193] "natural" "nature"
## [2195] "nearing" "nearly"
## [2197] "necessary" "necessity"
## [2199] "need" "needed"
## [2201] "needs" "needy"
## [2203] "negation" "neglect"
## [2205] "neglected" "negotiate"
## [2207] "negotiation" "negotiationnnlet"
## [2209] "negotiations" "neighbor"
## [2211] "neighborhood" "neighbors"
## [2213] "neighborsnni" "neither"
## [2215] "never" "new"
## [2217] "newfound" "newnnin"
## [2219] "newspaper" "next"
## [2221] "night" "nnafter"
## [2223] "nnamerica" "nnamericans"
## [2225] "nnand" "nnbut"
## [2227] "nnencouraging" "nngod"
## [2229] "nngovernment" "nni"
## [2231] "nnin" "nnmany"
## [2233] "nnmuch" "nnnever"
## [2235] "nnour" "nnsome"
## [2237] "nnsometimes" "nnthe"
## [2239] "nnthis" "nnthrough"
## [2241] "nntoday" "nntogether"
## [2243] "nnwe" "nnwhat"
## [2245] "nnwhere" "nnwhile"
## [2247] "nobility" "noble"
## [2249] "noblest" "normal"
## [2251] "normalcy" "north"
## [2253] "nothing" "now"
## [2255] "nowhere" "nuclear"
## [2257] "number" "numbers"
## [2259] "oar" "oath"
## [2261] "objective" "obligation"
## [2263] "obligations" "obscure"
## [2265] "observance" "observe"
## [2267] "observers" "obsolete"
## [2269] "obvious" "occasion"
## [2271] "occurrence" "oceans"
## [2273] "odd" "off"
## [2275] "offense" "offensive"
## [2277] "offer" "offered"
## [2279] "offers" "office"
## [2281] "officennours" "officers"
## [2283] "officials" "often"
## [2285] "old" "older"
## [2287] "omaha" "one"
## [2289] "oneill" "ones"
## [2291] "only" "onnngreat"
## [2293] "onto" "onward"
## [2295] "onwardnnamerica" "open"
## [2297] "opened" "opening"
## [2299] "openly" "opennnwe"
## [2301] "operation" "opinion"
## [2303] "opinions" "opportunities"
## [2305] "opportunity" "opportunitynnbecause"
## [2307] "opposed" "opposition"
## [2309] "oppressed" "oppressednnyet"
## [2311] "oppression" "oppressors"
## [2313] "options" "order"
## [2315] "ordered" "orderly"
## [2317] "organization" "organizationnnnthe"
## [2319] "organizations" "organized"
## [2321] "origin" "others"
## [2323] "othersnnwe" "our"
## [2325] "ours" "ourselvesnnwhen"
## [2327] "oursnnin" "outlaw"
## [2329] "outlawry" "outrage"
## [2331] "overcome" "overwhelm"
## [2333] "ownership" "ownnnpeace"
## [2335] "pace" "paces"
## [2337] "pacific" "pack"
## [2339] "paddies" "page"
## [2341] "pages" "paid"
## [2343] "pain" "parallel"
## [2345] "paraphrase" "parent"
## [2347] "parents" "part"
## [2349] "participating" "participation"
## [2351] "particular" "particularly"
## [2353] "parties" "partisan"
## [2355] "partisanship" "parts"
## [2357] "party" "pass"
## [2359] "passed" "passing"
## [2361] "passion" "passionately"
## [2363] "passnnwe" "past"
## [2365] "pastors" "paternalism"
## [2367] "path" "patience"
## [2369] "patient" "patiently"
## [2371] "patriotism" "patrol"
## [2373] "patronage" "patronize"
## [2375] "patronized" "pattern"
## [2377] "pave" "pay"
## [2379] "paying" "peace"
## [2381] "peaceful" "peacemaker"
## [2383] "peacenmr" "peacennand"
## [2385] "peacenneight" "peacennfor"
## [2387] "peacennno" "peacennnparty"
## [2389] "peacennour" "peacennso"
## [2391] "peacennthere" "peacennto"
## [2393] "peacenntogether" "peacennunless"
## [2395] "peacenthe" "peculiarly"
## [2397] "peking" "penalizes"
## [2399] "penalties" "people"
## [2401] "peoplenni" "peoplennidle"
## [2403] "peoplennmay" "peoplenntoday"
## [2405] "peoples" "peoplesnn"
## [2407] "peoplesnnby" "peoplesnnwe"
## [2409] "percentage" "perfect"
## [2411] "perfecting" "perfection"
## [2413] "perform" "perhaps"
## [2415] "peril" "period"
## [2417] "periods" "permanent"
## [2419] "permanently" "permanentnnafter"
## [2421] "permit" "permitted"
## [2423] "persistent" "persistently"
## [2425] "person" "personal"
## [2427] "perspective" "persuaded"
## [2429] "persuadingnnwe" "persuasion"
## [2431] "petty" "philosophies"
## [2433] "phrases" "pick"
## [2435] "piled" "pilgrimage"
## [2437] "pitching" "pitted"
## [2439] "pity" "placate"
## [2441] "place" "placed"
## [2443] "placennthe" "places"
## [2445] "placing" "plainly"
## [2447] "plains" "plan"
## [2449] "planetnnat" "plans"
## [2451] "plant" "planter"
## [2453] "platforms" "play"
## [2455] "plays" "pleading"
## [2457] "pledge" "pledged"
## [2459] "pledgednnbefore" "pledgenn"
## [2461] "plenty" "poet"
## [2463] "poetry" "point"
## [2465] "points" "poised"
## [2467] "policies" "policy"
## [2469] "political" "politics"
## [2471] "ponders" "pool"
## [2473] "poor" "pope"
## [2475] "popular" "population"
## [2477] "porch" "pork"
## [2479] "possess" "possessed"
## [2481] "possessions" "possibilities"
## [2483] "possibility" "possible"
## [2485] "postponed" "postures"
## [2487] "postwar" "potent"
## [2489] "potential" "potomac"
## [2491] "poverty" "power"
## [2493] "powerful" "powers"
## [2495] "powersnnwe" "practicable"
## [2497] "practical" "practice"
## [2499] "pray" "prayer"
## [2501] "prayernnthis" "prayers"
## [2503] "preach" "precepts"
## [2505] "precious" "precision"
## [2507] "prefer" "prejudice"
## [2509] "prelude" "preoccupations"
## [2511] "prepared" "preparing"
## [2513] "pres" "prescribed"
## [2515] "prescription" "presence"
## [2517] "present" "presentday"
## [2519] "presents" "preservation"
## [2521] "preserve" "preserved"
## [2523] "preserving" "presidency"
## [2525] "president" "presidential"
## [2527] "presiding" "pressing"
## [2529] "presume" "pretend"
## [2531] "pretensions" "prevail"
## [2533] "prevailsnnthe" "prevent"
## [2535] "previous" "prey"
## [2537] "preying" "price"
## [2539] "pricennit" "pricennwe"
## [2541] "pride" "primarily"
## [2543] "primary" "prince"
## [2545] "principle" "principles"
## [2547] "principlesnnthese" "priorities"
## [2549] "prison" "prisoners"
## [2551] "prisonnnour" "prisons"
## [2553] "private" "privilege"
## [2555] "privileged" "privileges"
## [2557] "problem" "problemnnfrom"
## [2559] "problems" "procedure"
## [2561] "process" "processes"
## [2563] "proclaim" "proclaimed"
## [2565] "proclaims" "produce"
## [2567] "produced" "productive"
## [2569] "productivity" "productivitynnbut"
## [2571] "products" "professionals"
## [2573] "proficiency" "profitable"
## [2575] "profitably" "profound"
## [2577] "program" "programs"
## [2579] "progress" "progressive"
## [2581] "progressnif" "progressnnabroad"
## [2583] "progressnnamerica" "progressnni"
## [2585] "progressnnlet" "proliferation"
## [2587] "prolonged" "promise"
## [2589] "promises" "promote"
## [2591] "promoted" "promotion"
## [2593] "prone" "proper"
## [2595] "properly" "property"
## [2597] "proportionate" "proportions"
## [2599] "proposals" "propose"
## [2601] "prosecution" "prospect"
## [2603] "prosper" "prospered"
## [2605] "prosperity" "prosperous"
## [2607] "protect" "protected"
## [2609] "protecting" "protection"
## [2611] "proud" "proudly"
## [2613] "prove" "proven"
## [2615] "provide" "provided"
## [2617] "providence" "providencennthe"
## [2619] "provides" "provision"
## [2621] "prudent" "public"
## [2623] "punitive" "purely"
## [2625] "purpose" "purposennin"
## [2627] "purposennwe" "purposes"
## [2629] "pursue" "pursuing"
## [2631] "push" "pushes"
## [2633] "put" "putting"
## [2635] "quality" "quarter"
## [2637] "quayle" "quest"
## [2639] "question" "questioned"
## [2641] "questionnnhow" "questions"
## [2643] "quicken" "quiet"
## [2645] "quieter" "quietly"
## [2647] "race" "racenni"
## [2649] "racial" "racism"
## [2651] "ragged" "raging"
## [2653] "rails" "rainbow"
## [2655] "raise" "raised"
## [2657] "raising" "rang"
## [2659] "range" "ranks"
## [2661] "rare" "rarely"
## [2663] "rates" "rather"
## [2665] "raucous" "ravaged"
## [2667] "raw" "rays"
## [2669] "reach" "reached"
## [2671] "reaches" "reaching"
## [2673] "reaction" "read"
## [2675] "readiness" "ready"
## [2677] "reaffirming" "reagan"
## [2679] "real" "realistically"
## [2681] "reality" "realization"
## [2683] "realize" "realized"
## [2685] "realizing" "really"
## [2687] "reason" "reawaken"
## [2689] "reborn" "rebuilding"
## [2691] "recall" "receive"
## [2693] "received" "receiving"
## [2695] "recent" "reckoning"
## [2697] "reclaim" "recognition"
## [2699] "recognize" "recognized"
## [2701] "recognizing" "recommendations"
## [2703] "reconstruction" "record"
## [2705] "recourse" "recover"
## [2707] "recovery" "recreation"
## [2709] "recurring" "redistribution"
## [2711] "reduce" "reduced"
## [2713] "reducing" "reduction"
## [2715] "reelected" "reestablish"
## [2717] "reestablished" "reflect"
## [2719] "reflecting" "reflects"
## [2721] "reform" "reformers"
## [2723] "reforming" "reforms"
## [2725] "refresh" "refreshed"
## [2727] "refuge" "refusing"
## [2729] "regard" "regardless"
## [2731] "regimes" "region"
## [2733] "regional" "regions"
## [2735] "regularity" "regulation"
## [2737] "reign" "reject"
## [2739] "relation" "relations"
## [2741] "relationship" "relationships"
## [2743] "relative" "relief"
## [2745] "relies" "religious"
## [2747] "reluctance" "reluctant"
## [2749] "reluctantly" "rely"
## [2751] "remain" "remaining"
## [2753] "remains" "remarkable"
## [2755] "remedies" "remedy"
## [2757] "remember" "remembered"
## [2759] "reminded" "remove"
## [2761] "removed" "removing"
## [2763] "render" "renew"
## [2765] "renewal" "renewed"
## [2767] "renunciation" "reorganization"
## [2769] "repealnnto" "repeat"
## [2771] "repeated" "replace"
## [2773] "repose" "representative"
## [2775] "repression" "republic"
## [2777] "republican" "republicans"
## [2779] "republicnnthe" "republics"
## [2781] "repugnant" "request"
## [2783] "require" "required"
## [2785] "requirement" "requires"
## [2787] "requisites" "research"
## [2789] "resentment" "reservations"
## [2791] "reserved" "reservoir"
## [2793] "resist" "resolve"
## [2795] "resorted" "resource"
## [2797] "resources" "respect"
## [2799] "respected" "respecting"
## [2801] "respects" "respond"
## [2803] "response" "responsibilities"
## [2805] "responsibilitiesnin" "responsibility"
## [2807] "responsibilitynnin" "responsible"
## [2809] "responsibly" "rest"
## [2811] "restated" "restnnin"
## [2813] "restore" "restored"
## [2815] "restoring" "restraints"
## [2817] "rests" "result"
## [2819] "results" "retain"
## [2821] "retaliate" "retired"
## [2823] "retirement" "retreat"
## [2825] "return" "returned"
## [2827] "returning" "returns"
## [2829] "reveal" "reverend"
## [2831] "reverse" "reversennwe"
## [2833] "revitalize" "revived"
## [2835] "revolution" "revolutionary"
## [2837] "reward" "rewarding"
## [2839] "rewards" "rhetoric"
## [2841] "ribbon" "rice"
## [2843] "rich" "rid"
## [2845] "ride" "riders"
## [2847] "rides" "right"
## [2849] "rightly" "rightnamerica"
## [2851] "rightnessnnwe" "rights"
## [2853] "rigid" "rings"
## [2855] "rise" "risk"
## [2857] "rivals" "river"
## [2859] "rivers" "road"
## [2861] "roadblocks" "roaming"
## [2863] "rob" "robust"
## [2865] "rock" "rode"
## [2867] "role" "rolling"
## [2869] "room" "roosevelt"
## [2871] "root" "rooted"
## [2873] "rough" "routinely"
## [2875] "row" "rule"
## [2877] "ruler" "rulers"
## [2879] "rules" "run"
## [2881] "runaway" "runs"
## [2883] "rural" "rush"
## [2885] "russia" "sabbatical"
## [2887] "sacred" "sacrifice"
## [2889] "sacrificenall" "sacrificennmy"
## [2891] "sacrifices" "safe"
## [2893] "safeguard" "safeguarded"
## [2895] "safely" "safety"
## [2897] "said" "saint"
## [2899] "salennas" "salerno"
## [2901] "salute" "sanctity"
## [2903] "satisfaction" "satisfactions"
## [2905] "satisfy" "save"
## [2907] "savings" "saw"
## [2909] "say" "saying"
## [2911] "says" "scan"
## [2913] "scapegoats" "scene"
## [2915] "schools" "science"
## [2917] "scientistsnnand" "scorn"
## [2919] "scourge" "sea"
## [2921] "seal" "search"
## [2923] "searching" "second"
## [2925] "sectional" "sections"
## [2927] "secure" "secured"
## [2929] "securennas" "securing"
## [2931] "security" "see"
## [2933] "seed" "seeds"
## [2935] "seeing" "seek"
## [2937] "seeking" "seeks"
## [2939] "seem" "seemed"
## [2941] "seemingly" "seems"
## [2943] "seen" "sees"
## [2945] "seize" "selected"
## [2947] "selection" "selective"
## [2949] "self" "selfdetermination"
## [2951] "selfgovernment" "selfhelp"
## [2953] "selfish" "selfnnand"
## [2955] "selfnnmay" "selfrestraint"
## [2957] "selfrighteousnessnnmay" "selfrule"
## [2959] "sell" "senate"
## [2961] "senator" "send"
## [2963] "sending" "sense"
## [2965] "sensed" "sentiment"
## [2967] "sentimental" "serious"
## [2969] "sermon" "servant"
## [2971] "serve" "served"
## [2973] "service" "servicennneducationnalthough"
## [2975] "servitude" "session"
## [2977] "set" "sets"
## [2979] "settlement" "settlements"
## [2981] "settler" "several"
## [2983] "shackles" "shadows"
## [2985] "shaken" "shall"
## [2987] "shameful" "shape"
## [2989] "shaping" "share"
## [2991] "shared" "sharednnwith"
## [2993] "sharennthe" "shares"
## [2995] "sharing" "sharp"
## [2997] "sharpest" "shatter"
## [2999] "shelter" "shepherd"
## [3001] "shield" "shift"
## [3003] "shining" "ship"
## [3005] "shipwreck" "shirking"
## [3007] "shop" "shopkeepers"
## [3009] "shore" "shores"
## [3011] "short" "shortly"
## [3013] "shoulders" "shouldnt"
## [3015] "shouting" "show"
## [3017] "shown" "shows"
## [3019] "shrines" "sick"
## [3021] "side" "sidenand"
## [3023] "sides" "sight"
## [3025] "sightnnin" "sign"
## [3027] "signed" "signifies"
## [3029] "signs" "silence"
## [3031] "silent" "silk"
## [3033] "simmer" "simple"
## [3035] "simplification" "simplify"
## [3037] "simply" "sinai"
## [3039] "since" "sincere"
## [3041] "sincerely" "sing"
## [3043] "single" "singled"
## [3045] "sings" "sister"
## [3047] "sit" "situation"
## [3049] "size" "skies"
## [3051] "skills" "sky"
## [3053] "slave" "slaveholding"
## [3055] "slavery" "slightly"
## [3057] "sloping" "slow"
## [3059] "slowed" "slums"
## [3061] "small" "smallnnsplendid"
## [3063] "smother" "smuggled"
## [3065] "snow" "social"
## [3067] "society" "societynnwe"
## [3069] "softened" "soil"
## [3071] "soldier" "soldiers"
## [3073] "sole" "solemn"
## [3075] "solemnity" "solitude"
## [3077] "solution" "solutions"
## [3079] "solve" "some"
## [3081] "someone" "something"
## [3083] "sometimes" "son"
## [3085] "song" "sonnit"
## [3087] "sons" "soon"
## [3089] "sore" "sorrow"
## [3091] "sorrownni" "soul"
## [3093] "souls" "sound"
## [3095] "sounded" "source"
## [3097] "south" "southern"
## [3099] "sovereignty" "soviet"
## [3101] "soviets" "space"
## [3103] "spared" "sparing"
## [3105] "spark" "spasmodic"
## [3107] "speak" "speaker"
## [3109] "speaking" "speaks"
## [3111] "special" "spectators"
## [3113] "speech" "speedy"
## [3115] "spend" "spending"
## [3117] "spent" "sphere"
## [3119] "spiral" "spiraling"
## [3121] "spirit" "spiritnnto"
## [3123] "spiritual" "splendid"
## [3125] "spoke" "spoken"
## [3127] "spread" "spring"
## [3129] "stability" "staff"
## [3131] "stagnation" "stake"
## [3133] "stakes" "stamina"
## [3135] "stamping" "stanch"
## [3137] "stand" "standard"
## [3139] "standards" "standing"
## [3141] "standnndirectly" "stands"
## [3143] "stars" "start"
## [3145] "started" "state"
## [3147] "stately" "statements"
## [3149] "statennfor" "states"
## [3151] "statesman" "statesmanship"
## [3153] "statesmen" "station"
## [3155] "statute" "staunchest"
## [3157] "stay" "stayed"
## [3159] "steadfast" "steadfastness"
## [3161] "steadily" "stennisnngod"
## [3163] "steps" "stewardship"
## [3165] "stifle" "still"
## [3167] "stilling" "stimulating"
## [3169] "stimulation" "stimulus"
## [3171] "stir" "stone"
## [3173] "stood" "stop"
## [3175] "stopnnand" "stopped"
## [3177] "stoppednnna" "storm"
## [3179] "story" "storya"
## [3181] "storys" "straight"
## [3183] "stranger" "strangers"
## [3185] "streets" "strength"
## [3187] "strengthen" "strengthened"
## [3189] "strengthening" "strengthnnabove"
## [3191] "strengths" "stress"
## [3193] "strides" "strike"
## [3195] "strikes" "strive"
## [3197] "strives" "striving"
## [3199] "strong" "stronger"
## [3201] "strongest" "struck"
## [3203] "structure" "structurennwe"
## [3205] "struggle" "strugglennfreedom"
## [3207] "struggles" "struggling"
## [3209] "stunning" "style"
## [3211] "subjects" "submit"
## [3213] "subsidiary" "subsistence"
## [3215] "substance" "substitute"
## [3217] "subterfuge" "subtlety"
## [3219] "succeed" "success"
## [3221] "successes" "successful"
## [3223] "such" "suffer"
## [3225] "suffered" "suffering"
## [3227] "sufficient" "suggest"
## [3229] "sum" "summit"
## [3231] "summon" "summoned"
## [3233] "summons" "sundered"
## [3235] "sunlight" "sunset"
## [3237] "superficial" "superior"
## [3239] "supplying" "support"
## [3241] "supported" "supporting"
## [3243] "supreme" "sure"
## [3245] "surely" "surface"
## [3247] "surmount" "surpasses"
## [3249] "surpassing" "surpluses"
## [3251] "surprised" "surrender"
## [3253] "surround" "survey"
## [3255] "surveying" "survival"
## [3257] "survive" "suspendednnand"
## [3259] "suspicion" "sustain"
## [3261] "sustained" "sustaining"
## [3263] "swearing" "sweats"
## [3265] "swift" "swiftest"
## [3267] "sworn" "symbol"
## [3269] "sympathies" "sympathy"
## [3271] "synagogue" "system"
## [3273] "systematic" "systems"
## [3275] "tactic" "take"
## [3277] "taken" "takes"
## [3279] "taking" "talent"
## [3281] "talents" "talk"
## [3283] "tangible" "tarawa"
## [3285] "target" "tariff"
## [3287] "task" "tasks"
## [3289] "taught" "tax"
## [3291] "taxes" "teach"
## [3293] "tear" "technicalities"
## [3295] "technological" "technologies"
## [3297] "tell" "telling"
## [3299] "tempest" "temporary"
## [3301] "tempted" "tender"
## [3303] "tens" "tense"
## [3305] "territorial" "territory"
## [3307] "terror" "terrorism"
## [3309] "test" "tested"
## [3311] "testifying" "testimony"
## [3313] "thank" "thanks"
## [3315] "that" "thats"
## [3317] "the" "their"
## [3319] "theirsnni" "themes"
## [3321] "themnnto" "themnnwe"
## [3323] "themselvesnnlet" "themselvesnnthat"
## [3325] "then" "theorynncan"
## [3327] "there" "thereby"
## [3329] "therefore" "thereof"
## [3331] "these" "they"
## [3333] "thick" "thing"
## [3335] "thingnnin" "things"
## [3337] "thingsnnour" "think"
## [3339] "third" "this"
## [3341] "thomas" "those"
## [3343] "thou" "though"
## [3345] "thought" "thoughtfully"
## [3347] "thoughts" "thousand"
## [3349] "thousandfold" "thousands"
## [3351] "thrashed" "threat"
## [3353] "threaten" "threatening"
## [3355] "threatens" "threats"
## [3357] "threshold" "thrift"
## [3359] "thrones" "throng"
## [3361] "through" "throughout"
## [3363] "throw" "throwing"
## [3365] "thrust" "thus"
## [3367] "thwarted" "thy"
## [3369] "tide" "ties"
## [3371] "time" "timeless"
## [3373] "timenfrom" "timennhistory"
## [3375] "timenso" "times"
## [3377] "timesnnnenforcement" "timid"
## [3379] "tiny" "tire"
## [3381] "tiring" "title"
## [3383] "today" "todaynnin"
## [3385] "todaynnthe" "todays"
## [3387] "together" "togethernnthank"
## [3389] "togethernnthis" "togethernnwhen"
## [3391] "toil" "told"
## [3393] "tolerance" "tolerant"
## [3395] "tomorrow" "tomorrownnfour"
## [3397] "tomorrownngreat" "took"
## [3399] "tool" "toppled"
## [3401] "tormented" "torn"
## [3403] "torture" "total"
## [3405] "totalitarian" "touch"
## [3407] "touchstones" "toward"
## [3409] "town" "trade"
## [3411] "trading" "tradition"
## [3413] "traditional" "traditions"
## [3415] "traffic" "tragically"
## [3417] "transactions" "transcends"
## [3419] "transfer" "transferred"
## [3421] "transition" "transportation"
## [3423] "trappingsnnthe" "travel"
## [3425] "traveled" "traveler"
## [3427] "treason" "treasure"
## [3429] "treasures" "treasury"
## [3431] "treaties" "treatment"
## [3433] "treaty" "tree"
## [3435] "trembling" "tremendous"
## [3437] "trend" "treptow"
## [3439] "trial" "tribunal"
## [3441] "tribunals" "triumph"
## [3443] "triumphs" "troubled"
## [3445] "troubles" "truce"
## [3447] "truckdrivers" "truculence"
## [3449] "true" "truenntoday"
## [3451] "truly" "trumpets"
## [3453] "trust" "trusting"
## [3455] "trustnnthis" "truth"
## [3457] "truthnnhere" "truths"
## [3459] "try" "trying"
## [3461] "turbulence" "turmoil"
## [3463] "turn" "turned"
## [3465] "turning" "turns"
## [3467] "tutor" "twenty"
## [3469] "two" "twoparty"
## [3471] "tyranny" "tyrantnnit"
## [3473] "tyrants" "ultimate"
## [3475] "unaccounted" "unborn"
## [3477] "unbounded" "unbroken"
## [3479] "unconquerable" "unconstitutional"
## [3481] "uncounted" "undermine"
## [3483] "understand" "understandable"
## [3485] "understanding" "understood"
## [3487] "undertaking" "undertakings"
## [3489] "undoubted" "unemployed"
## [3491] "unemployment" "unequivocal"
## [3493] "unfinished" "unfocused"
## [3495] "unfolding" "unfolds"
## [3497] "unfortunate" "unfurling"
## [3499] "unhampered" "unhonored"
## [3501] "uninspiring" "union"
## [3503] "unique" "unite"
## [3505] "united" "unitedly"
## [3507] "unites" "unity"
## [3509] "universality" "universally"
## [3511] "unjust" "unknowing"
## [3513] "unknown" "unleash"
## [3515] "unleashed" "unless"
## [3517] "unlimited" "unmatched"
## [3519] "unmindful" "unnecessary"
## [3521] "unparalleled" "unstable"
## [3523] "untamed" "untrusting"
## [3525] "unused" "unwanted"
## [3527] "unwilling" "unwisely"
## [3529] "unworthiness" "unworthy"
## [3531] "upgrade" "upheaval"
## [3533] "upheavalsnnyou" "uphold"
## [3535] "upnnfor" "upon"
## [3537] "urged" "urgent"
## [3539] "urgently" "use"
## [3541] "used" "useful"
## [3543] "usennas" "usnnand"
## [3545] "usnngreat" "usnnto"
## [3547] "utmost" "utter"
## [3549] "uttering" "vacant"
## [3551] "valley" "valuable"
## [3553] "value" "valued"
## [3555] "values" "varied"
## [3557] "various" "vary"
## [3559] "vast" "vibrant"
## [3561] "vice" "victims"
## [3563] "victory" "vietnam"
## [3565] "vietnamnnunder" "view"
## [3567] "viewpoint" "views"
## [3569] "vigilancennhere" "vigor"
## [3571] "vigorous" "vigorously"
## [3573] "vindicated" "violation"
## [3575] "violence" "virginia"
## [3577] "virility" "virtues"
## [3579] "visible" "vision"
## [3581] "visited" "vista"
## [3583] "vital" "vitally"
## [3585] "voice" "voices"
## [3587] "voicesnnfor" "voluntary"
## [3589] "vow" "vulnerability"
## [3591] "vulnerable" "wait"
## [3593] "waiting" "walk"
## [3595] "wallet" "walls"
## [3597] "want" "wanting"
## [3599] "wants" "war"
## [3601] "warm" "warms"
## [3603] "warmth" "warned"
## [3605] "warnnso" "warns"
## [3607] "warren" "wars"
## [3609] "washington" "washingtonnnabroad"
## [3611] "watch" "watched"
## [3613] "watchfulness" "watching"
## [3615] "waters" "wave"
## [3617] "wavering" "way"
## [3619] "waynthe" "ways"
## [3621] "waysnnjust" "weak"
## [3623] "weakened" "weakness"
## [3625] "weaknesses" "wealnnnspecial"
## [3627] "wealth" "weapon"
## [3629] "weapons" "weaponsnnwe"
## [3631] "weary" "weeks"
## [3633] "weigh" "weight"
## [3635] "welcome" "welfare"
## [3637] "well" "wellbeing"
## [3639] "wellintentioned" "went"
## [3641] "west" "western"
## [3643] "what" "whatever"
## [3645] "whats" "wheat"
## [3647] "wheels" "when"
## [3649] "whenever" "wherever"
## [3651] "whether" "while"
## [3653] "whirlwind" "white"
## [3655] "whitennwe" "whoever"
## [3657] "whole" "wholennthe"
## [3659] "wholly" "whose"
## [3661] "why" "whynnwe"
## [3663] "wicked" "wide"
## [3665] "widely" "widen"
## [3667] "wider" "widespread"
## [3669] "wilderness" "will"
## [3671] "willing" "willingness"
## [3673] "wills" "win"
## [3675] "wind" "window"
## [3677] "winds" "wings"
## [3679] "winning" "winston"
## [3681] "wisdom" "wise"
## [3683] "wisely" "wisest"
## [3685] "wish" "wishing"
## [3687] "wit" "with"
## [3689] "within" "without"
## [3691] "witness" "witnessed"
## [3693] "witnessednat" "woman"
## [3695] "women" "wonder"
## [3697] "wonderful" "wood"
## [3699] "word" "words"
## [3701] "work" "worked"
## [3703] "workers" "working"
## [3705] "works" "world"
## [3707] "worldna" "worldnamericas"
## [3709] "worldnnas" "worldnnat"
## [3711] "worldnngod" "worldnni"
## [3713] "worldnnlet" "worldnnso"
## [3715] "worldnnthe" "worlds"
## [3717] "worldwide" "worst"
## [3719] "worth" "worthy"
## [3721] "wouldnt" "wounded"
## [3723] "wrecked" "wrest"
## [3725] "wright" "write"
## [3727] "writennto" "written"
## [3729] "wrong" "wrote"
## [3731] "year" "yearn"
## [3733] "yearning" "years"
## [3735] "yearsnnas" "yearsnnwe"
## [3737] "yes" "yesterday"
## [3739] "yet" "yield"
## [3741] "yielded" "yielding"
## [3743] "yields" "you"
## [3745] "youndemocratic" "young"
## [3747] "youngest" "youni"
## [3749] "your" "yourselvesnnwell"
## [3751] "youth" "zealously"#democrats
row_index = which(rownames(D) == "democracy")
inspect(D[row_index, 1:12])## <<TermDocumentMatrix (terms: 1, documents: 12)>>
## Non-/sparse entries: 8/4
## Sparsity : 33%
## Maximal term length: 9
## Weighting : term frequency (tf)
##
## Docs
## Terms 1933-Roosevelt.txt 1937-Roosevelt.txt 1941-Roosevelt.txt
## democracy 1 8 6
## Docs
## Terms 1945-Roosevelt.txt 1949-Truman.txt 1961-Kennedy.txt
## democracy 0 4 0
## Docs
## Terms 1965-Johnson.txt 1977-Carter.txt 1993-Clinton.txt
## democracy 1 0 4
## Docs
## Terms 1997-Clinton.txt 2009-Obama.txt 2013-Obama.txt
## democracy 4 0 2democracy<-sum(D[row_index, 1:12])
row_index = which(rownames(D) == "democratic")
inspect(D[row_index, 1:12])## <<TermDocumentMatrix (terms: 1, documents: 12)>>
## Non-/sparse entries: 4/8
## Sparsity : 67%
## Maximal term length: 10
## Weighting : term frequency (tf)
##
## Docs
## Terms 1933-Roosevelt.txt 1937-Roosevelt.txt 1941-Roosevelt.txt
## democratic 0 3 1
## Docs
## Terms 1945-Roosevelt.txt 1949-Truman.txt 1961-Kennedy.txt
## democratic 0 3 0
## Docs
## Terms 1965-Johnson.txt 1977-Carter.txt 1993-Clinton.txt
## democratic 0 1 0
## Docs
## Terms 1997-Clinton.txt 2009-Obama.txt 2013-Obama.txt
## democratic 0 0 0democratic<-sum(D[row_index, 1:12])
sum(c(democratic,democracy))## [1] 38#republicans
row_index = which(rownames(R) == "democracy")
inspect(R[row_index, 1:10])## <<TermDocumentMatrix (terms: 1, documents: 10)>>
## Non-/sparse entries: 5/5
## Sparsity : 50%
## Maximal term length: 9
## Weighting : term frequency (tf)
##
## Docs
## Terms 1929-Hoover.txt 1953-Eisenhower.txt 1957-Eisenhower.txt
## democracy 1 0 0
## Docs
## Terms 1969-Nixon.txt 1973-Nixon.txt 1981-Reagan.txt 1985-Reagan.txt
## democracy 0 0 0 2
## Docs
## Terms 1989-Bush.txt 2001-Bush.txt 2005-Bush.txt
## democracy 3 2 1democracy<-sum(R[row_index, 1:10])
row_index = which(rownames(R) == "democratic")
inspect(R[row_index, 1:10])## <<TermDocumentMatrix (terms: 1, documents: 10)>>
## Non-/sparse entries: 2/8
## Sparsity : 80%
## Maximal term length: 10
## Weighting : term frequency (tf)
##
## Docs
## Terms 1929-Hoover.txt 1953-Eisenhower.txt 1957-Eisenhower.txt
## democratic 0 0 0
## Docs
## Terms 1969-Nixon.txt 1973-Nixon.txt 1981-Reagan.txt 1985-Reagan.txt
## democratic 0 0 0 0
## Docs
## Terms 1989-Bush.txt 2001-Bush.txt 2005-Bush.txt
## democratic 0 1 1democratic<-sum(D[row_index, 1:10])
sum(c(democratic,democracy))## [1] 11#democrats
row_index = which(rownames(D) == "freedom")
inspect(D[row_index, 1:12])## <<TermDocumentMatrix (terms: 1, documents: 12)>>
## Non-/sparse entries: 10/2
## Sparsity : 17%
## Maximal term length: 7
## Weighting : term frequency (tf)
##
## Docs
## Terms 1933-Roosevelt.txt 1937-Roosevelt.txt 1941-Roosevelt.txt
## freedom 0 0 5
## Docs
## Terms 1945-Roosevelt.txt 1949-Truman.txt 1961-Kennedy.txt
## freedom 1 11 4
## Docs
## Terms 1965-Johnson.txt 1977-Carter.txt 1993-Clinton.txt
## freedom 2 4 3
## Docs
## Terms 1997-Clinton.txt 2009-Obama.txt 2013-Obama.txt
## freedom 2 2 5freedom<-sum(D[row_index, 1:12])
row_index = which(rownames(D) == "liberty")
inspect(D[row_index, 1:12])## <<TermDocumentMatrix (terms: 1, documents: 12)>>
## Non-/sparse entries: 9/3
## Sparsity : 25%
## Maximal term length: 7
## Weighting : term frequency (tf)
##
## Docs
## Terms 1933-Roosevelt.txt 1937-Roosevelt.txt 1941-Roosevelt.txt
## liberty 0 1 1
## Docs
## Terms 1945-Roosevelt.txt 1949-Truman.txt 1961-Kennedy.txt
## liberty 0 2 0
## Docs
## Terms 1965-Johnson.txt 1977-Carter.txt 1993-Clinton.txt
## liberty 4 2 1
## Docs
## Terms 1997-Clinton.txt 2009-Obama.txt 2013-Obama.txt
## liberty 2 2 5liberty<-sum(D[row_index, 1:12])
sum(c(freedom,liberty))## [1] 59#republicans
row_index = which(rownames(R) == "freedom")
inspect(R[row_index, 1:10])## <<TermDocumentMatrix (terms: 1, documents: 10)>>
## Non-/sparse entries: 10/0
## Sparsity : 0%
## Maximal term length: 7
## Weighting : term frequency (tf)
##
## Docs
## Terms 1929-Hoover.txt 1953-Eisenhower.txt 1957-Eisenhower.txt
## freedom 5 8 10
## Docs
## Terms 1969-Nixon.txt 1973-Nixon.txt 1981-Reagan.txt 1985-Reagan.txt
## freedom 2 3 5 12
## Docs
## Terms 1989-Bush.txt 2001-Bush.txt 2005-Bush.txt
## freedom 6 5 23freedom <-sum(R[row_index, 1:10])
row_index = which(rownames(R) == "liberty")
inspect(R[row_index, 1:10])## <<TermDocumentMatrix (terms: 1, documents: 10)>>
## Non-/sparse entries: 7/3
## Sparsity : 30%
## Maximal term length: 7
## Weighting : term frequency (tf)
##
## Docs
## Terms 1929-Hoover.txt 1953-Eisenhower.txt 1957-Eisenhower.txt
## liberty 2 1 0
## Docs
## Terms 1969-Nixon.txt 1973-Nixon.txt 1981-Reagan.txt 1985-Reagan.txt
## liberty 0 0 3 1
## Docs
## Terms 1989-Bush.txt 2001-Bush.txt 2005-Bush.txt
## liberty 1 1 12liberty <-sum(R[row_index, 1:10])
sum(c(freedom,liberty))## [1] 100#Obama
row_index = which(rownames(D) == "equal")
inspect(D[row_index, 11:12])## <<TermDocumentMatrix (terms: 1, documents: 2)>>
## Non-/sparse entries: 2/0
## Sparsity : 0%
## Maximal term length: 5
## Weighting : term frequency (tf)
##
## Docs
## Terms 2009-Obama.txt 2013-Obama.txt
## equal 1 6sum(D[row_index, 11:12])## [1] 7#Clinton
row_index = which(rownames(D) == "equal")
inspect(D[row_index, 9:10])## <<TermDocumentMatrix (terms: 1, documents: 2)>>
## Non-/sparse entries: 1/1
## Sparsity : 50%
## Maximal term length: 5
## Weighting : term frequency (tf)
##
## Docs
## Terms 1993-Clinton.txt 1997-Clinton.txt
## equal 0 1sum(D[row_index, 9:10])## [1] 1#Carter
row_index = which(rownames(D) == "equal")
inspect(D[row_index, 8])## <<TermDocumentMatrix (terms: 1, documents: 1)>>
## Non-/sparse entries: 1/0
## Sparsity : 0%
## Maximal term length: 5
## Weighting : term frequency (tf)
##
## Docs
## Terms 1977-Carter.txt
## equal 1sum(D[row_index, 8])## [1] 1#Johnson
row_index = which(rownames(D) == "equal")
inspect(D[row_index, 7])## <<TermDocumentMatrix (terms: 1, documents: 1)>>
## Non-/sparse entries: 0/1
## Sparsity : 100%
## Maximal term length: 5
## Weighting : term frequency (tf)
##
## Docs
## Terms 1965-Johnson.txt
## equal 0sum(D[row_index, 7])## [1] 0#Kennedy
row_index = which(rownames(D) == "equal")
inspect(D[row_index, 6])## <<TermDocumentMatrix (terms: 1, documents: 1)>>
## Non-/sparse entries: 0/1
## Sparsity : 100%
## Maximal term length: 5
## Weighting : term frequency (tf)
##
## Docs
## Terms 1961-Kennedy.txt
## equal 0sum(D[row_index, 6])## [1] 0#Trumen
row_index = which(rownames(D) == "equal")
inspect(D[row_index, 5])## <<TermDocumentMatrix (terms: 1, documents: 1)>>
## Non-/sparse entries: 1/0
## Sparsity : 0%
## Maximal term length: 5
## Weighting : term frequency (tf)
##
## Docs
## Terms 1949-Truman.txt
## equal 3sum(D[row_index, 5])## [1] 3#Roosevelt
row_index = which(rownames(D) == "equal")
inspect(D[row_index, 1:4])## <<TermDocumentMatrix (terms: 1, documents: 4)>>
## Non-/sparse entries: 0/4
## Sparsity : 100%
## Maximal term length: 5
## Weighting : term frequency (tf)
##
## Docs
## Terms 1933-Roosevelt.txt 1937-Roosevelt.txt 1941-Roosevelt.txt
## equal 0 0 0
## Docs
## Terms 1945-Roosevelt.txt
## equal 0sum(D[row_index, 1:4])## [1] 0