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Word Frequency List of American English PDF

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1 Word Frequency List of American English Mark Davies and Dee Gardner © 2010 These are entries 1-20,000 from the frequency lists that are available from www.wordfrequency.info. They are based on the 400+ million word Corpus of Contemporary American English (COCA), which is the only large, recent, and genre-balanced corpus of American English. Due to the characteristics of the corpus on which the data is based, you can be sure that the words that you find here are ones that you would encounter in the "real world". Because the entries are arranged in order of frequency, you can maximize your study of English vocabulary in a way that is probably not available with any other resource. Other frequency lists are available from www.wordfrequency.info, including 5,000 and 10,000 word lists that have the same format as this one. In addition, it is possible to purchase frequency and collocates lists that contain 200-300 collocates for each word (compared to the 20-30 here), for a total of about 5,000,000 collocates for the 20,000 word list. Unlike this PDF version, the expanded collocates lists allow you to edit, copy from, and print from the files. On the other hand, those versions are not formatted as nicely as what you have here, they are more expensive, and they are designed mainly for use by (computational) linguists. In addition to the frequency lists, you can also purchase complete 2-gram and 3-gram lists from the entire 400 million word corpus, containing more than 100 million n-grams. You can also purchase a printed (book) version of the entries 1-5,000, which was published by Routledge in 2010 as the Frequency Dictionary of American English: word sketches, collocates, and thematic lists. (Note that this list has about 30-40% fewer collocates for the words 1-5,000 than in the printed book, because of a copyright agreement with Routledge in which we promised not to duplicate the contents of the book.) Finally, a note on accuracy. We believe that the frequency list itself (the words #1-5,000, 10,000 or 20,000) is very accurate -- probably more so than any other frequency list of English. In addition, the more than 100,000 collocates for words 1-5,000 have been corrected manually, although there are undoubtedly a few remaining problems. There are more than 250,000 collocates for the 10,000 word list and more than 500,000 collocates for the 20,000 word list. Because of the number of collocates, these have not been checked individually for accuracy, although many efforts have been made to correct the list as a whole. If you would like to see detailed information on the composition of the corpus, and details on exactly how the frequency list was created (tokenization, part of speech tagging, lemmatization, frequency and dispersion calculations, extracting collocates, etc), please see the introductory material in the book sample. Thank you for purchasing this frequency list. We hope that it will be a useful tool for you in your study, teaching, and research of English. 2 ALPHABETICAL INDEX A B C D E F G H I J K L M N O P Q R S T U V W X Y Z PART OF SPEECH INDEX verb noun adjective adverb function word (Note: use ALT ← to return to indexes from frequency-based entries) Format of entries Rank frequency (1, 2, 3, …), lemma, part of speech Collocates (● Synonyms, when available) Raw frequency, dispersion (0.00 – 1.00), (register variation: Spoken, Fiction, Magazines, Newspapers, Academic) Note that the collocates are grouped by part of speech and ordered by frequency (most frequent first). The * • + symbol indicates pre/post placement with regards to the headword. 6 in i 1 the a which, year, new, way, place, world, life, school, of, first, year, most, world, over, same, day, end, • • • country, case, area, city, United States, fact between, United States, next, during • • • • • ● around, inside, within || appearing in, taking part 22038615 | 0.98 in, participating in, featuring in 6996437 | 0.98 2 be v misc there, if, many, able, long, always, likely, since, • 7 to t never, sure, often, available, aware, afraid • • in, want , try , back , need , able , lead , return , ● exist, live, have being || take place, happen, occur • • • • • • • allow , enough , continue, listen , close , refer || be situated, be located, remain • • • • • 6332195 | 0.98 12545825 | 0.97 8 have v 3 and c noun trouble, knack, qualm, repercussion, her, their, other, up, between , then, both, back, • • • • • • recourse, inkling, misgiving, foresight misc already, over, year, down, off, family, friend • • • been, done, shown, begun, seen, gotten ● then, after that, afterward || plus, in addition to, • • • • • • ● possess, own || must, need || make sure, make as well as || furthermore, moreover, also certain || receive, obtain || consume, take || think 10741073 | 0.99 of, come up with || experience, undergo || be affected by, suffer from || organize, carry out || 4 of i tolerate, put up with || produce, bear out , because , front , instead , terms , way, top , • • • • • • 4303955 | 0.97 ahead , outside , favor , place, charge , light, spite • • • • • 10343885 | 0.97 9 to i in, want , try , back , need , able , lead , return , 5 a a • • • • • • • allow , enough , continue, listen , close , refer lot, few, while, month, single, minute, chance, • • • • • • • • • • 3856916 | 0.99 bit, series, hour, variety, huge, dozen, mile • • • • • 10144200 | 0.98 3 10 it p 17 on i think , so, because, seem, even, hard, easy, clear, base , side, focus , street, floor, ground, depend , • • • • • • • • • • • whether , difficult, possible, sound, worth, basis, effect , rely , impact , list, attack , page • • • • • • • • • • impossible ● sitting on, on top of, resting on, lying on || at, next • ● the aforementioned, he, she, her || the situation, to, by the side of, by the problem, the issue, the subject 2485306 | 0.99 3872477 | 0.96 18 do v 11 I p noun homework, harm, me, laundry, talking, • • • think, know, like, mean, believe, love, guess, sure, disservice, bidding, housework, push-up misc you, • • • • • • • myself, remember, sorry, wonder, wish, afraid what, not, know, think, want, why , mean, • • • • • • ● myself, I myself, I for one, I personally, yours truly, believe, care, mind • • • me ● perform, accomplish, act || see to, fix, prepare || 3978265 | 0.93 solve, work out, resolve 2573587 | 0.95 12 that c fact , believe , suggest , indicate , argue , realize , 19 say v • • • • • • note , clear , evidence , ensure , aware , notion , noun official , expert , spokesman, analyst, critic , • • • • • • • • • stuff, correct prosecutor, spokeswoman, diplomat misc goodbye, • • 3430996 | 0.97 quietly, softly, needless , aloud, proudly, flatly, • • • • • • suffice , quoted • 13 for i ● speak, utter, articulate, declare || give away, year, reason, wait , need , while, support, month, express, disclose, display • • • • minute, hour, search , responsible , account , 1915138 | 0.95 • • • • • second, prepare • • ● aimed at, intended for, designed for, meant for || 20 this d in favor of, in support of, pro year, country, case, week, point, morning, early , • • • • • • 3281454 | 0.98 season, month, article, stuff, weekend, summer, • • • • • particular • 14 you p 1885366 | 0.96 know, if , get, think, want, see, tell, me, thank , ask, • • let, need, mean, talk 21 they p • 3081151 | 0.92 S because , so, want, like, before, believe, themselves, • • once, decide, realize, eat, insist, perceive, deserve • • 15 he p 1865580 | 0.96 say, when , tell, like, ask, feel, before, himself, • believe, though , write, add, speak, die 22 at i • • • 2909254 | 0.94 look , time, university, point, end, home, level, • • • • • • • stare , center, moment, age, PM, top, professor • • • • • • 16 with i ● on, next to, by the side of, by deal , associate , fill , relationship , compare , 1767638 | 0.98 • • • • • contact , charge , interview , consistent , familiar , • • • • • conversation , cope , exception, comfortable 23 but c • • • • ● by means of, by, through || together with, along also, for, rather, nothing , necessarily, • • • • with, in conjunction with || in addition to, plus, nonetheless, now, reason, everything , truth, • • • • including moment, wear , sake, whole • • • 2683014 | 0.99 1776767 | 0.97 24 we p go, know, think, so , see, our, need, talk, want, • • • • • • hear, before, believe, learn, ourselves • • 1820935 | 0.94 S 4 25 his a 33 as c hand, own, head, wife, eye, father, face, arm, well, such , much , long , such , far , same , result, • • • • • • • • • • • mother, shake , son, brother, career, shoulder part, though, soon , serve , possible, describe • • • • • • • • • • • • 1801708 | 0.95 ● while, when, during || because, since, seeing that || like, identical to, the same as || to such an extent, 26 from i equally, to the same degree range , different, remove , prevent , benefit , suffer , 1296879 | 0.98 • • • • • across, emerge , separate , derive , mile , • • • • perspective, distance, beginning 34 what d • • ● as of, after, on or after, beginning, starting, do, know , about, happen, tell, like, mean, call, • • • • commencing exactly , matter, wrong, wonder , hell, supposed • • • • • 1635914 | 0.99 1181023 | 0.94 27 that d 35 go v fact , believe , suggest , indicate , argue , realize , noun bed, bathroom, mile, nut, berserk, jail misc • • • • • • • • • • • note , clear , evidence , ensure , aware , notion , through, let , home, away, happen, ahead, • • • • • • • • • • • • stuff, correct beyond, sleep, anywhere, crazy • • • • • 1712406 | 0.94 S on what , inside, list , forever, hell , fighting , • • • • • • length, usual, heck , indefinitely off bomb , alarm , • • • • • • 28 not x siren•, beeper•, bulb•, pager•, •tangent, firework•, •only, •enough, •yet, •sure, or•, whether•, simply, flashbulb•, firecracker• back let•, •home, •forth, certainly•, •necessarily, •mention, •anymore, •sleep, •inside, •upstairs, •downstairs, •jail up •flame, •proofread, •surprising, •merely •smoke, curtain•, cheer•, eyebrow•, •dramatically, 1638830 | 0.98 roar•, •chimney down sun•, •tube, swelling•, breakfast, Titanic out dinner, public, party, • • • breakfast 29 n''t x ● leave, go away || travel, move || work, run || do , can , know, want, any, why, anything, really, • • • • • • reach, extend || become, get || die, pass away enough, understand, care, anymore, worry, • • • • • 1151045 | 0.93 S matter • 1619007 | 0.94 36 their a own, child, life, home, parent, ability, daughter, 30 by i • • • • • counterpart, peer, identity, neighbor, respective, own, cause , surround , back, influence , affect , • • • • • • • • • relative, participation inch, accompany , replace , publish , inspire , mark, • • • • • • 1083029 | 0.97 fund, dominate • ● through, via, in || with, next to, near || not later than, before, sooner than 37 can v 1490548 | 0.96 noun others, Mr, equation•, Dr, counselor•, mean, anytime, me, Mrs, certainty, calorie, criteria, havoc, • teacher-librarian misc you, n't, see, how, so, help, 31 she p • believe, afford, anything, imagine, understand, easily, her, say, like, herself, before, realize, cry, marry, cause, anyone, handle soon, whisper, pregnant, reply, asleep, softly ● dismiss, fire, sack, discharge, give notice, let go ● this woman, that woman, the woman in question, 1022775 | 0.98 this girl, that girl, the girl in question 1484869 | 0.91 F 38 who p people , those , man , one , woman , live, 32 or c • • • • • • someone , person , guy , anyone , care, individual , either , whether , minute , hour, whatever, month, • • • • • • • • • somebody , anybody search, modify , otherwise, sooner , mile, • • • • • 1018283 | 0.97 depending • 1379320 | 0.97 5 39 get v 45 make v noun job, chance, trouble, call, help, message, noun decision, sense, money, difference, mistake, • • • • • sleep, impression misc better, home, rid, ready, point, choice, change, effort, statement, progress, • • • • • marry, involved, sick, closer, married, worse movie, sound, love, deal misc sure, feel, easy, • • • • • • • • • out there, vote, alive, ahead, safely, underneath, clear, possible, difficult, impossible, worse, • • • • • • • • • • wallet, handkerchief, bail, checkbook back home, easier • • • • together, normal, track, basic, touch, till , eager , up mind, percent, story, own, group, difference, • • • • • • • • • • • • anxious up walk, early, speed, slowly, nerve, lost, try , majority, mostly out can , word, barely , • • • • • • • • • • • courage, dawn, pace, abruptly off bus, easy, ass, check, shape, bandit • • • • • • • • butt, lightly, scot-free, duff ● create, build || put together, assemble || • • • • ● become, grow || understand, comprehend || manufacture, yield || throw together, cook || cause, cause, make || contract, pick up || move, step || bring about || earn, bring in || force, compel || turn obtain, acquire into, become || appoint, elect || manage, 992596 | 0.94 accomplish || achieve, get into || make up, constitute || reach, get to 40 if c 857168 | 0.98 you, even , ask, wonder , ever, anything, • • • • • necessary, mind, somebody, desire, lucky, convict, 46 about i • • • • correctly talk , what, think , how, tell , worry , something, • • • • • 933542 | 0.97 question , write , hear , care , learn , information , • • • • • • story • 41 would v ● concerning, regarding, in relation to, on the noun proposal , legislation , dollar, Dr, likelihood, subject of, on, with reference to • • guess, assurance , criteria, voucher, be-, Iraqi, acre, 874406 | 0.96 • re-election, understatement, grandchild misc like, • never, probably, hope, allow, able, expect, require, 47 know v soon, rather, agree, certainly, otherwise, anyone, noun guy, truth, stuff, hell, certainty, whereabouts, • wonder bound misc you , do , what, how, everyone, • • • • • 925515 | 0.97 exactly, everybody, nobody , anybody, firsthand, • • • instinctively, intimately, collectively • 42 her a ● understand, be aware of, be knowledgeable about she, she, hand, mother, eye, husband, own, || experience, go through, undergo || be • • • • head, tell , face, father, hair, arm, daughter acquainted with, be familiar with, distinguish • • • • • 969591 | 0.91 F 892535 | 0.93 S 43 all d 48 will v after , well, above , sort, along, while, stuff, noun proposal, legislation, mistake, dollar, • • • • • virtually•, equal, •ingredient, •due amendment, Dr, mile, neighbor, likelihood•, be-, 892102 | 0.98 understatement, would-, in, is• misc that, n't, think, like, like, never, why, probably, such, happen, so, hope, believe, allow, able 44 my a ● want, wish, yearn, desire, long, hope against hope mother, father, life, own, friend, hand, head, • • • • • • 824568 | 0.97 eye, wife, mind, husband, brother, son, name • • • • • • • 919821 | 0.93 F 49 as i well, such , much , long , such , far , same , result, • • • • • • • part, though, soon , serve , possible, describe • • • • • • ● in the role of, in the function of, having the status of, being 829018 | 0.95 6 50 up r 57 when c pick , come , grow , set , give , end , to, show , come, even , home, ago , especially , arrive, • • • • • • • • • • • • • stand , wake , hold , bring , open , catch finally, finish, pregnant, asleep • • • • • • • • ● upward, uphill, in the air, aloft, higher, skyward ● after, once, as soon as 795534 | 0.95 678626 | 0.98 51 one m 58 which d no , thing, day, only , most, another, another, mean, include, turn, extent , allow, require, • • • • • • • • • • • • only , reason, side, least , person, each, example produce, determine, describe, represent, contain, • • • • • • • 768232 | 0.98 occur, involve, feature • • 685982 | 0.96 52 time n adj long, short, hard, tough, prime, present, given, 59 them p spare noun year, period, day, minute, lot , week, tell , give , help , let , put , keep , among , bring , • • • • • • • • • amount , space, couple verb spend , waste , cook, allow , behind , watch , send , teach , kill • • • • • • • • • devote, elapse, shorten 677870 | 0.97 • • ● period, while, spell || occasion, instance, moment || era, age, epoch || tempo, measure, rhythm 60 some d 764657 | 0.98 kind, sort, extent, degree, critic, analyst, • • • • • • instance, advice, mile, observer • • • • 53 there e 674193 | 0.98 no, lot, nothing, something, little, reason, • • • • • • •evidence, •difference, •enough, •doubt, •plenty, 61 me p •significant, •wrong, •sign tell•, let•, give•, ask, go, help•, feel, excuse•, remind•, 784528 | 0.96 please, next, bother , front , strike • • • 709623 | 0.92 F 54 year n adj old, past, new, recent, previous, fiscal, following, 62 people n married, junior, coming noun time, school, percent, adj other, young, American, poor, ordinary, native, couple•, age, •prison verb spend•, die, pass, serve, homeless, innocent, elderly, gay noun lot•, thing, last•, publish, born, sentence•, average, precede way, number•, group•, thousand• verb •live, kill, •die, 769254 | 0.96 vote, encourage , hire, employ, trust, attract, • • interview 55 so r ● nationality, populace, citizens || relatives, much, many, far, why, long, and , forth, fast, relations, family || persons, folks, individuals • • • • • • • hard, thanks , badly, excited, proud, glad 691468 | 0.95 • • • • • • ● consequently, as a result, thus, therefore, subsequently, accordingly 756550 | 0.95 56 think v noun people, thing, lot, reason, moment, mistake, nonsense, coincidence, retrospect misc I , you, do , • • we, about, what, well, really, important, maybe, • • probably, ever, everybody, anybody, frankly through problem, carefully, consequence, • • implication, situation, opportunity up idea, name, • • • • • excuse, whoever , clever, creative back when, • • • over • ● reason, contemplate, reflect, ponder || believe, feel, consider, deem 772787 | 0.91 S 7 63 take v 67 see v noun place, care, look, step, advantage, action, noun face, table, ID, picture, movie, note, mirror, • • • • • • • • break, picture, account, risk, position, month, listing, neighbor, image(s), caption, hardcopy, • • • • • • • responsibility, course, approach misc long, away, outline, silhouette, daylight misc never , ever , • • • • • • • seriously, home, deep again, anyone, nice , clearly, tomorrow, surprised , • • • • • • off clothes, shoe, plane , hat, shirt, coat, jacket, glad , rarely • • • • • • • • • glass, career out loan, ad, pocket, wallet, ● perceive, observe || understand, get || meet, visit • • • • • garbage, cigarette, trash, handkerchief, full- || find out, establish || imagine, picture || make • • • • • page on role, responsibility, meaning, task, sure, see to it || consider it, think about it || escort, • • • • challenge, significance, ready , accompany || look at, refer to • • • importance up space, residence, position, arm, 663645 | 0.96 • • • • • cause, slack, challenge, golf over communist , • • • • • instinct•, •CEO 68 him p ● remove, appropriate || grasp, grab || carry, fetch tell , see , give , look, ask , want, let , call , behind , • • • • • • • || conquer, capture || choose, select || accompany, help , around, leave, keep, love • • bring || undertake, adopt || bear, stand || support, 677707 | 0.92 F hold up || contain, hold || study, learn || consider, look at || require, need || derive, draw || presume, 69 your a assume || succeed, work || subtract, deduct own, life, hand, body, friend, father, mind, • • • • • • • 670745 | 0.97 name, call, heart, arm, doctor, search, husband • • • • • • 659622 | 0.94 64 out r there, come , find , point , turn , figure , pull , • • • • • • • 70 come v carry , check , window, reach • • • • noun term, conclusion, minute, grip, stop, rescue, • • • • • ● outdoors, out-of-doors, in the open, in the open stair, me, realization, announcement , verdict, • • • air || absent, elsewhere, not in, not at home reply, fruition, knock, prominence misc from, • • • 678603 | 0.96 when , here, home, next, together, along, close, • • • • • • forward, soon, surprise, closer, alive, clean, • • • • • 65 into i tomorrow turn•, •room, move•, fall•, walk•, break•, step•, up •next, sun•, •short, graphics, •empty-handed, transform•, •account, divide•, translate•, throw•, •renewal, •parole out •clean, •support, toothpick•, enter•, •space •favor, •publicly, paperback down •pike, •aisle, 668172 | 0.97 breakfast, chimney on oh , honey, aw , • • • • sweetheart back when , haunt, anytime • • • • 66 just r ● arrive, appear, turn up || happen, occur, take as, about, let, few, minute, moment, month, place || approach, move toward, draw closer || • • • • • • case, second, hour, fine, below, plain, mile originate, hail from, derive || reach, extend, stretch • • • • ● a minute ago, a moment ago || now, at this 628254 | 0.95 moment || only, merely || barely, hardly || simply, really || exactly, precisely 71 could v 677711 | 0.94 noun dollar, mile, Dr, anytime, havoc, Iraqi , be- • • misc n't, see, how, so, hear, help, believe, before, anything, imagine, easily, wish, possibly, afford, anyone 617932 | 0.96 8 72 now r 79 our a right , from, by, year, join , until , month, OK , own, society, guest, culture, understanding, • • • • • • • • • minute, till tonight, goal, web, focus, discussion, • • • • • ● at the present, at the moment, at this time, conversation, studio, troop, ally • • • currently || immediately, right away, at once, 525107 | 0.97 instantly 605997 | 0.94 80 two m year, week, three, between , day, ago, month, • • • • • • 73 than c hour, later, decade, past , minute, hundred, • • • • • more , less , rather , better , year, much , any, separate • • • • • rather , other , high , percent, far , ever, million 511027 | 0.99 • • • • • • 579757 | 0.97 81 more r 74 like i than, even , become , much , likely, important, • • • • • • look , feel , something , sound , seem , look , feel , less, far , often, difficult • • • • • • • • • • anything , she, act , kind, treat , smell , sort ● extra, in addition, further, on top, spare, beyond • • • • ● similar to, akin to, approximating to, in the vein of, 517536 | 0.97 reminiscent of, resembling 568850 | 0.96 82 these d day, guy, result, finding, factor, none , item, folk, • • • • • • • 75 other j works, variable, circumstance, characteristic, • • • noun people, hand, thing, side, word, country, group, allegation, creature • • day, member, area, part misc any , among , such, 513864 | 0.95 • • • unlike , ethnic, relative , apart , countless • • • • • ● additional, new, more, fresh, extra, another 83 want v 547799 | 0.97 noun me, anytime , millionaire, revenge, mommy, • • • assurance, autograph, reassurance, gratification, • • • • 76 how r companionship misc I , do, what, if , know, really , • • • • do, know , about, much, many, long, feel, learn , something, talk, hear, anything, sure, whatever , • • • • • • • • • show , matter , understand , wonder , explain, stay, marry, desperately • • • • • • teach ● desire, wish for, would like, feel like || need, • ● in what way, by what means, by what method, in require, lack, be short of what manner, just how, exactly how 514972 | 0.95 538893 | 0.97 84 way n 77 then r adj only, best, long, different, better, easy, wrong, back, again, turn, since , until, minute , suddenly, effective noun people, life, thing, thinking, variety , • • • • • • second , pause, slowly, hesitate , first , sudden, harm verb find , change, act, pave , behave, explore, • • • • • • • • briefly clear , interpret, block, alter • ● at that time, at that moment, at that point || next, ● method, means || condition, circumstances || afterward, subsequently || in that case, so, example, feature || custom, style || route, road || therefore || on the other hand, but then, then again street, avenue || and, in addition, too 470401 | 0.98 543977 | 0.95 78 its a own, because, despite , share, ability, original, • • • • neighbor, content, annual, nuclear, citizen, ally, • • • • • • mission, root • • 539719 | 0.96 9 85 look v 90 day n noun eye, window, face, picture, shoulder, mirror, adj single, past, final, following, sunny, previous, very, • watch, sky, foot, clock, ceiling, me, clue misc at, present, given noun time, hour , night, school, • • • • • • like, forward, pretty, ahead, closely, straight, couple , work, care, election verb spend , • • • • • • • • • beautiful, carefully, surprised remember, arrive, last , miss, wake, celebrate, rain, • • • up at, smile, suddenly, startle, surprise, sharply, dawn • • • • • • barely , briefly out window, over, onto, balcony, ● daylight hours, daylight, daytime || date, day of • • • • • rear, windshield, porthole down at, upon, nose, the week, calendar day || time, era, generation • • • • • • barrel, balcony, railing, aisle aroundnervously, 432773 | 0.97 • wildly, frantically, desperately, suspiciously, • • • anxiously back •forth, pause•, •fondly, 91 more d •nostalgically on •helplessly, •amazement, •than, •year, much•, any, •million, little•, •approvingly •information, percent, •money, spend•, •half, ● seem, appear, come across || observe, watch, see nothing , lot , hour • • • || examine, inspect, scrutinize || focus on, gaze, 420170 | 0.97 stare || explore, investigate, examine 491707 | 0.93 F 92 use v noun word, method, technique, term, data, 86 first m technology, computer, drug, force, model, tool, •time, year, •place, since, •step, •month, •week, •lady, material, test, approach, measure misc instead, •half, •amendment, •season, •round, •quarter, •visit standard, widely•, commonly•, frequently, multiple 463566 | 0.98 up all, more, energy, resource, oxygen, already , • • • • • quickly, minute, half, reserve • 87 also r ● employ, make use of, utilize || consume, expend, but , include, provide, note, available, indicate, spend || exploit, take advantage of, manipulate || • • • • • • contribute operate, behave, work || benefit, make use of, enjoy • ● in addition, and, what's more, moreover || too, as 420781 | 0.96 well, likewise, similarly 464606 | 0.96 93 no a there , one, idea, reason, question, matter, • • • • • • 88 new j what, need, evidence, doubt, oh , know, • • • • • noun year, world, technology, book, way, life, difference, sign • • system, job, law, idea, product, development misc 402222 | 0.98 create , build, whole , introduce , relatively , • • • • entirely•, exciting 94 man n ● novel, newfangled, original || latest, up-to-the- adj young, old, black, white, dead, tall, rich, minute, contemporary || another, additional, extra unidentified, handsome noun woman, way, face, || spanking, brand-new, pristine || inexperienced, family, group, kind, sex, basketball verb name, • • new to the job, just starting out wear, marry, accuse, enlist , shout, date, rape, • • • 435993 | 0.97 wound, rob ● gentleman, bloke, guy, chap, male, gent 89 because c 409760 | 0.95 of, part, its, simply , partly , afraid, interesting , • • • • • precisely , part , largely , lack, partly , mainly , • • • • • • nature • ● since, as, for 438539 | 0.96 10 95 find v 100 well r noun way, study , body, evidence, document, as, very , might , yeah, yes, oh , pretty , enough, • • • • • • • • • difference, topic, researcher , solution, answer, certainly, OK, guess, obviously, suit, extremely • • • • • • • • • survey , spot, jury , poll , investigator misc try , ● very, extremely || properly, ethically || • • • • • • himself, themselves, myself, hard, difficult, competently, ably || clearly, precisely || pleasingly, • • • similar, easy, guilty, yourself, ourselves, splendidly || favorably, highly || justly, • • • • surprised appropriately || comfortably, easily || thoroughly, • out what, about, how, if, when, who, where, fully || familiarly, intimately || good-naturedly, • • • • why, whether, later good-humoredly • • ● discover, locate, come across || obtain, realize, 411776 | 0.91 S attain || recover, regain, get back 395203 | 0.98 101 only r not , one, few, percent, month, half, minute, • • • • • • • 96 here r hour, recently, second, slightly, handful, mile, • • • • • come , right , over , live , around , stay , sit , fraction • • • • • • • • tonight, minute ● merely, simply, just, barely, no more than • ● at this time, at this point, now, at this juncture 379574 | 0.98 412315 | 0.93 S 102 those d 97 thing n who, among , especially , similar , particularly , • • • • • adj other, good, only, whole, bad, important, right, whom, responsible, circumstance, comparable • • • • different, best, certain noun kind , people, lot , way, 378007 | 0.97 • • sort , number , couple verb do, happen, change, • • • • learn, accomplish, fix, •bother, straighten, 103 tell v complicate•, amaze noun story, •truth, mother, friend, •reporter, doctor, ● object, article, item || obsession, fixation, mania police, tale, mom, joke, lie, dad, jury, investigator, • • || detail, point, idea || occurrence, event, incident secret misc me, us, about, something, anyone, • • • 400724 | 0.94 exactly, please , somebody, anybody, far , • • • repeatedly, reportedly • 98 give v ● relate, narrate || inform, let know || express, say noun money, opportunity, birth, name, || instruct, order || distinguish, differentiate || • • information, look, credit, sense, advice, idea, divulge, disclose • • • • speech, rise, attention, example, choice misc 388155 | 0.94 • • • away, willing , quick, extra, damn, time, freely, • • • • • • charitable, generously 104 one p up never•, •hope, •run, finally•, willing•, refuse•, no•, •thing, •day, only•, •most, another, •another, •control, ready•, •fight, •hit out •information, award, only•, •reason, •side, least•, •person, each, example knee•, ticket, •condom in finally•, •temptation, 369553 | 0.98 refuse • ● provide, contribute || grant, bestow || impart, 105 very r convey || perform, put on || devote, dedicate || much, good, well, important, difficult, little, • • • • • • yield, collapse different, hard, few, close, strong, clear, nice, • • • • • • • 384503 | 0.98 interesting • ● extremely, incredibly, awfully, exceptionally, 99 many d exceedingly, especially as, so•, •people, how•, •other, •year, too•, •American, 391821 | 0.92 S including, whom, hour, expert, species, resident • • • • • 385348 | 0.97 106 her p she, she, hand, mother, eye, husband, own, • • • • head, tell , face, father, hair, arm, daughter • • • • • 397950 | 0.89 F

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