COCA 5000 1

The Corpus of Contemporary American English (COCA) 2012 Jun Updated

The Corpus of Contemporary American English (COCA) is the largest freely-available corpus of English, and the only large and balanced corpus of American English. The corpus was created by Mark Davies of Brigham Young University, and it is used by tens of thousands of users every month (linguists, teachers, translators, and other researchers). COCA is also related to other large corpora that we have created.

The corpus contains more than 450 million words. . . [in 189,431 texts] and is equally divided among spoken, fiction, popular magazines, newspapers, and academic texts. It includes 20 million words each year from 1990-2012 and the corpus is also updated regularly (the most recent texts are from Summer 2012). [The most recent addition of texts (Apr 2011 - Jun 2012) was completed in June 2012.] Because of its design, it is perhaps the only corpus of English that is suitable for looking at current, ongoing changes in the language (see the 2011 article in Literary and Linguistic Computing).

For each year (and therefore overall, as well), the corpus is evenly divided between the five genres of spoken, fiction, popular magazines, newspapers, and academic journals. The texts come from a variety of sources:

Spoken: (95 million words [95,385,672]) Transcripts of unscripted conversation from more than 150 different TV and radio programs (examples: All Things Considered (NPR), Newshour (PBS), Good Morning America (ABC), Today Show (NBC), 60 Minutes (CBS), Hannity and Colmes (Fox), Jerry Springer, etc). [See notes on the naturalness and authenticity of the language from these transcripts). Fiction: (90 million words [90,344,134]) Short stories and plays from literary magazines, children’s magazines, popular magazines, first chapters of first edition books 1990-present, and movie scripts. Popular Magazines: (95 million words [95,564,706]) Nearly 100 different magazines, with a good mix (overall, and by year) between specific domains (news, health, home and gardening, women, financial, religion, sports, etc). A few examples are Time, Men’s Health, Good Housekeeping, Cosmopolitan, Fortune, Christian Century, Sports Illustrated, etc. Newspapers: (92 million words [91,680,966]) Ten newspapers from across the US, including: USA Today, New York Times, Atlanta Journal Constitution, San Francisco Chronicle, etc. In most cases, there is a good mix between different sections of the newspaper, such as local news, opinion, sports, financial, etc. COCA 5000 2

Academic Journals: (91 million words [91,044,778]) Nearly 100 different peer-reviewed journals. These were selected to cover the entire range of the Library of Congress classification system (e.g. a certain percentage from B (philosophy, psychology, religion), D (world history), K (education), T (technology), etc.), both overall and by number of words per year

YEAR SPOKEN FICTION MAGAZINE NEWSPAPER ACADEMIC TOTAL 1990 4,332,983 4,176,786 4,061,059 4,072,572 3,943,968 20,587,368 1991 4,275,641 4,152,690 4,170,022 4,075,636 4,011,142 20,685,131 1992 4,493,738 3,862,984 4,359,784 4,060,218 3,988,593 20,765,317 1993 4,449,330 3,936,880 4,318,256 4,117,294 4,109,914 20,931,674 1994 4,416,223 4,128,691 4,360,184 4,116,061 4,008,481 21,029,640 1995 4,506,463 3,925,121 4,355,396 4,086,909 3,978,437 20,852,326 1996 4,060,792 3,938,742 4,348,339 4,062,397 4,070,075 20,480,345 1997 3,874,976 3,750,256 4,330,117 4,114,733 4,378,426 20,448,508 1998 4,424,874 3,754,334 4,353,187 4,096,829 4,070,949 20,700,173 1999 4,417,997 4,130,984 4,353,229 4,079,926 3,983,704 20,965,840 2000 4,414,772 3,925,331 4,353,049 4,034,817 4,053,691 20,781,660 2001 3,987,514 3,869,790 4,262,503 4,066,589 3,924,911 20,111,307 2002 4,329,856 3,745,852 4,279,955 4,085,554 4,014,495 20,455,712 2003 4,404,978 4,094,865 4,295,543 4,022,457 4,007,927 20,825,770 2004 4,330,018 4,076,462 4,300,735 4,084,584 3,974,453 20,766,252 2005 4,396,030 4,075,210 4,328,642 4,089,168 3,890,318 20,779,368 2006 4,304,513 4,081,287 4,279,043 4,085,757 4,028,620 20,779,220 2007 3,882,586 4,028,998 4,185,161 3,975,474 4,267,452 20,339,671 2008 3,635,622 4,155,298 4,205,477 4,031,769 4,015,545 20,043,711 2009 3,969,587 4,143,814 3,855,815 3,971,607 4,144,064 20,084,887 2010 4,095,393 3,929,160 3,806,011 4,258,633 3,816,420 19,905,617 2011 4,033,627 4,166,029 4,199,378 3,982,299 4,064,535 20,445,868 2012 2,348,159 2,294,570 2,203,821 2,109,683 2,298,658 11,254,891* TOTAL 95,385,672 90,344,134 95,564,706 91,680,966 91,044,778 464,020,256

* The latest update for 2012 was in Summer 2012, and includes texts from Jan-Jun 2012.

Retrieved January 12, 2013, from http://www.wordfrequency.info

COCA 5000 3

COCA Compared with Other Corpuses

The Corpus of Contemporary American English (COCA) offers a balance of availability, size, genres, and currency (how recent it is) that is not found in other corpora, including the American National Corpus (ANC), the British National Corpus (BNC), the Bank of English (BOE), or the Oxford English Corpus (OEC).

In addition, the architecture used for COCA (and the other corpora from corpus.byu.edu) is among the most powerful architectures available for online corpora -- at least as scalable and feature-rich as Corpus Workbench (including its incarnation in Sketch Engine and BNCweb), as well as other architectures like VISL and PIE (more information...).

The chart below provides a summary of the features of the different corpora, and detailed discussions can be found via the links at the top of each column.

Feature COCA BNC ANC BOE OEC

Availability Free / web Free / web Free $1150 year (Limited) 1

Size (millions of words) 450 100 22 455 1,898

Time span 1990-2012 1970s-1993 2000-2005 ?2 1970s-2005 2000-2006

Number of words of text being 20 million 0 0 0 0 added each year

Can be used as a monitor corpus to Yes No No (Limited) (Limited) see ongoing changes in English

Wide range of genres: spoken, fiction, popular magazine, Yes Yes No (Yes) (Yes) newspaper, academic

Size of spoken (millions of words) 90 10 4 62 82

Spoken = conversational, (Mostly: Yes Yes (Some) (Some) unscripted ? notes)

Dialect American British American Br / Am + Am / Br +

Interface BYU BYU Open ANC Sketch Engine Sketch Engine Sketch Engine (DVD) BNCweb VISL PIE

Notes:

1. The OEC is generally available only to researchers at Oxford University Press, although access is occasionally given to selected researchers outside of the OUP. 2. In 2005 the corpus had 22 million words, and the current site still mentions 22 million COCA 5000 4 words, but some people have claimed that new texts have been added since 2005. We'd appreciate details from anyone who knows about the status on this.

Retrieved January 11, 2013, from http://corpus.byu.edu/coca/

COCA Compared with BNC

Overall, the wordlists from the British National Corpus (list 1 / list 2) are quite good. However, because there are some important differences between COCA and the BNC in terms of size and how recent the corpora are, and so the BNC may not be as accurate for low-frequency words and for new words in the language. Note also that the wordlists from the BNC (list 1 / list 2) do not provide anything beyond the bare wordlist -- no collocates, no synonyms, etc -- and therefore no indication of the meaning and use of the words.

Overall, for the top 5,000 words there is about a 10% difference between the the COCA and the BNC wordlists (see explanation of methodology below), beyond spelling differences (favo(u)rite, program(me), categori[s/z]e, etc). Things get somewhat more problematic at lower levels, where the BNC lists diverge 30-35% from what is found in the COCA lists.

Some differences in the wordlists are related to culture, society, politics, or current events (e.g. Am Republican, congressional, baseball, Iraqi; Br Tory, parliamentary, Victorian), some are just different words for the "same" concept (e.g. store/shop, attorney/solicitor, apartment/flat, mom/mum), and some words in COCA (1990-2010) refer to things that are too new to have made it into the pre-1993 BNC (e.g. web, Internet, high-tech, online).

+American (COCA) / -British (BNC)

The following are just a sampling of the words that are much more common in COCA than in the BNC. In all cases, the word is at least twice as far down the list in the BNC wordlist as in COCA (e.g. #2000 in COCA, #5000 in BNC).

Verb: call, report, focus, guess, sign, step, figure, roll, fire, hire, file, oppose, wrap, interview, accomplish, testify, bake, track, evolve, violate, target, pitch, flip, ruin, hike, invade

Noun: student, president, percent, kid, guy, nation, photo, arm, American, Republican, phone, movie, store, lawyer, Democrat, professor, expert, senator, break, camera, coach, item, mom, dream, attorney, scientist, web, camp, truck, apartment, bowl, baseball, internet, basketball COCA 5000 5

Adjective: American, federal, tough, native, Iraqi, crazy, smart, Israeli, Mexican, congressional, elementary, online, gifted, athletic, ongoing, African-american, suburban, Hispanic, scary, high-tech, cute, nonprofit, immigrant, skeptical, aging, low-income, interstate

+British (BNC) / -American (COCA)

The following are just a sampling of the words that are much more common in the BNC than in COCA. In all cases, the word is at least twice as far down the list in the COCA wordlist as in the BNC (e.g. #2000 in the BNC, #5000 in COCA).

Verb: ensure, suppose, regard, voice, bind, retain, undertake, phone, wan, allocate, knit, book, abolish, envisage, incur, fancy, commence, enclose, enquire, sack, adjourn, tidy, query, retort, queue, nick, remand, smelt

Noun: council, minister, union, pound, scheme, shop, principle, village, provision, sector, appeal, parliament, mum, tea, lord, cabinet, pension, flat, expenditure, solicitor, coal, crown, castle, pub, parish, tenant, councillor, countryside, plaintiff, autumn, cottage

Adjective: British, European, English, royal, French, industrial, Scottish, lovely, working, bloody, parliamentary, alright, statutory, keen, Welsh, Tory, socialist, unemployed, delighted, Victorian, liable, superb, working-class, compulsory, splendid, post-war, dreadful, redundant, inland, wee

Retrieved January 12, 2013, from http://www.wordfrequency.info/compare_bnc.asp

The British National Corpus (BNC) and the Corpus of Contemporary American English (COCA) complement each other nicely, since they are the only large, well-balanced corpora of English that are freely-available online. Here we will briefly compare the two corpora in terms of corpus size, genre coverage, and how up-to-date they are.

Corpus size

The Corpus of Contemporary American English (450 million words) is more than four times as large as the British National Corpus (100 million words). As a result, it often provides data for lower-frequency constructions that are not available from the BNC. In terms of concrete examples, let us focus here on just two types of phenomena -- collocates and syntax. COCA 5000 6

Collocates / semantics. The following table shows the number of different collocates that occur at least 3-5 times with the given node words. Notice that with a word like nibble, the word itself only occurs 4-5 times as often in COCA as the BNC (1194 to 244; to be expected from a corpus four times the size). But in terms of collocates, there are 14 times as many in COCA that occur 5 times or more as there are in the BNC. For low frequency words like these, there is often a real difference between a 100 million word corpus and a 450 million word corpus.

COCA BNC collocate Word (PoS) COCA (click to see) BNC (click to see) freq freq PoS / span adj 26 5 click (noun) 3145 445 2L / 0R loud, audible, double, sharp double, sharp, loud noun 28 2 nibble (verb) 1194 244 0L / 3R edges, grass, ear, lip ear, bait verb 21 2 serenely (adv) 308 83 4L / 4R smile, float, gaze, glide said, smiled noun 31 0 crumbled (adj) 446 27 0L / 3R cheese, bacon, bread, cornbread ---

Syntax. Consider the following three examples.

[like] for [p*] to [v*] (I’d really like for you to stay) There are 5 tokens in the BNC, but 330 tokens in COCA. With the BNC there aren't enough examples to see if this is a feature of informal or formal English, but the data from COCA show that it is clearly a feature of spoken English. The data also shows that it is increasing slowly over time, when compared as a ratio to the construction [ like -- him to V ]. Is it excel in V-ing, or excel at V-ing ? (she excels in/at playing the piano) Granted, this is a very narrow issue, but it is precisely the thing that translators and non-native speakers are interested in. With the BNC there are 5 tokens with at and 6 with in -- probably not enough to say which is more common. In COCA, however, there are 122 with at and 42 with in. This is enough to begin to see which genres prefer one or the other, as well as which subordinate clause verbs occur with each. Such granularity is not possible with the BNC.

[have] been being [vvn] (she had been being watched) There are 2 tokens in the BNC (1 spoken, 1 fiction), and this is not enough data to see any possible genre variation. In COCA, on the other hand, there are 13 tokens (10 spoken, 2 fiction, 1 news). This is enough to show that this is a feature of spoken English, and the data also shows that it is increasing since 1990. (By the way, most COCA 5000 7

native speakers of both dialects will cringe at sentences like this, but they are in the corpora.)

In summary, while 100 million words is often adequate for studying syntax, for some very low-frequency phenomena, there is a real difference between 100 million words (BNC) and 450 million words (COCA).

How up-to-date are the corpora?

COCA has 20 million words in each year since the early 1990s (for a total of more than 450 million words total since the early 1990s), and the most recent texts are from Summer 2012. The most recent texts in the BNC, on the other hand, are from the early 1990s -- more than fifteen years ago. This has important implications in terms of how the two corpora represent contemporary English.

Lexical. Perhaps the easiest comparison deals with words that have recently come into English, or which are used a lot more now than 15-20 years ago. The following lists show a few words (just a tiny sample of all such words) that are found less than half as often in the BNC than in COCA (per million words), and the words in italics are found less than 10% as often (often, there are no tokens in the BNC). Obviously, some are American words and wouldn't be in a corpus of British English. Many others, however, are words that are simply much more common in COCA, because it alone contains texts from the last 15 years.

Noun: website (COCA/BNC), blog (COCA/BNC), globalization/globalisation (COCA/BNC), SUV, RPG, Taliban, e-mail, anthrax, recount, adolescent, prep, tsunami, affiliation, Sunni, insurgent, insurgency, terrorism, coping, terrorist, cleric, yoga, homeland, genome, steroid, detainee, militant

Adjective: same-sex (COCA/BNC), Islamist (COCA/BNC), upscale (COCA/BNC), terrorist, faith-based, web-based, nonstick, dot-com, performance-enhancing, high-stakes, 21st-century, old-school, pandemic, iconic, insurgent, online, broadband, gated, wireless, clueless

Adverb: wirelessly (COCA/BNC), healthfully (COCA/BNC), multiculturally (COCA/BNC), preemptively, inferiorly, counterintuitively, online, forensically, intraoperatively, postoperatively, famously COCA 5000 8

Verb: mentor (COCA/BNC), morph (COCA/BNC), download (COCA/BNC), e-mail, makeover, prep, upload, workout, freak, transition, vaccinate, encrypt, reconnect, click, host, splurge, preheat, co-write, outsource, snack, partner

Although we have focused just on new "words" here, the same thing holds for other areas of language -- morphology (word formation), syntax (grammar), and semantics (word meaning, such as green = "environmentally friendly"), or discourse analysis (what we are saying about immigrants, or women, or the environment). Any changes that have occurred since the early 1990s will not show up in BNC, but should be modeled quite nicely with COCA.

Genre balance

The BNC is 10% spoken / 90% written, while in COCA the corpus is nearly evenly divided (20% in each genre) between spoken, fiction, popular magazines, newspaper, and academic.

GENRE COCA (millions of words) BNC (millions of words)

Spoken 95 10

Fiction 90 17

Popular magazines 95 16

Newspaper 91 11

Academic 91 16

Other 30

The BNC has a much wider range of spoken sub-genres, while COCA is composed of unscripted conversation on TV and radio shows (see notes on the naturalness of these conversations). Both corpora are very well balanced in terms of sub-genres for the written genres (e.g. Newspaper-Sports, or Academic-Medicine). In addition, because there is a diachronic aspect to COCA (coverage over time), in COCA the distribution of 20% in each of the five genres stays constant from year to year.

Summary

COCA and the BNC complement each other nicely, and they are are only large, well-balanced corpora of English that are publicly-available. The BNC has better coverage of COCA 5000 9 informal, everyday conversation, while COCA is much larger and more recent, which has important implications for the quantity and quality of the data overall.

Unless one is inherently interested in only British or American English, there is really no reason to not take advantage of both corpora. This is especially true when -- as with the interface at corpus.byu.edu -- both corpora can be used side-by-side, with the same interface. For most types of studies, academic publications and presentations that rely on just the BNC for data from Modern English will look increasingly outdated and insular as time goes on.

Retrieved January 12, 2013, from http://corpus.byu.edu/coca/

COCA 5000 10

COCA 1-5000

Rank Word 33 as 68 him

34 what 69 your

1 the 35 go 70 come

2 be 36 their 71 could

3 and 37 can 72 now

4 of 38 who 73 than

5 a 39 get 74 like

6 in 40 if 75 other

7 to 41 would 76 how

8 have 42 her 77 then

9 to 43 all 78 its

10 it 44 my 79 our

11 I 45 make 80 two

12 that 46 about 81 more

13 for 47 know 82 these

14 you 48 will 83 want

15 he 49 as 84 way

16 with 50 up 85 look

17 on 51 one 86 first

18 do 52 time 87 also

19 say 53 there 88 new

20 this 54 year 89 because

21 they 55 so 90 day

22 at 56 think 91 more

23 but 57 when 92 use

24 we 58 which 93 no

25 his 59 them 94 man

26 from 60 some 95 find

27 that 61 me 96 here

28 not 62 people 97 thing

29 n't 63 take 98 give

29 n't 64 out 99 many

30 by 65 into 100 well

31 she 66 just 101 only

32 or 67 see 102 those COCA 5000 11

103 tell 140 between 177 show

104 one 141 high 178 part

105 very 142 really 179 about

106 her 143 something 180 against

107 even 144 most 181 place

108 back 145 another 182 over

109 any 146 much 183 such

110 good 147 family 184 again

111 woman 148 own 185 few

112 through 149 out 186 case

113 us 150 leave 187 most

114 life 151 put 188 week

115 child 152 old 189 company

116 there 153 while 190 where

117 work 154 mean 191 system

118 down 155 on 192 each

119 may 156 keep 193 right

120 after 157 student 194 program

121 should 158 why 195 hear

122 call 159 let 196 so

123 world 160 great 197 question

124 over 161 same 198 during

125 school 162 big 199 work

126 still 163 group 200 play

127 try 164 begin 201 government

128 in 165 seem 202 run

129 as 166 country 203 small

130 last 167 help 204 number

131 ask 168 talk 205 off

132 need 169 where 206 always

133 too 170 turn 207 move

134 feel 171 problem 208 like

135 three 172 every 209 night

136 when 173 start 210 live

137 state 174 hand 211 Mr

138 never 175 might 212 point

139 become 176 American 213 believe COCA 5000 12

214 hold 251 four 288 law

215 today 252 head 289 meet

216 bring 253 far 290 car

217 happen 254 black 291 city

218 next 255 long 292 almost

219 without 256 both 293 include

220 before 257 little 294 continue

221 large 258 house 295 set

222 all 259 yes 296 later

223 million 260 after 297 community

224 must 261 since 298 much

225 home 262 long 299 name

226 under 263 provide 300 five

227 water 264 service 301 once

228 room 265 around 302 white

229 write 266 friend 303 least

230 mother 267 important 304 president

231 area 268 father 305 learn

232 national 269 sit 306 real

233 money 270 away 307 change

234 story 271 until 308 team

235 young 272 power 309 minute

236 fact 273 hour 310 best

237 month 274 game 311 several

238 different 275 often 312 idea

239 lot 276 yet 313 kid

240 right 277 line 314 body

241 study 278 political 315 information

242 book 279 end 316 nothing

243 eye 280 among 317 ago

244 job 281 ever 318 right

245 word 282 stand 319 lead

246 though 283 bad 320 social

247 business 284 lose 321 understand

248 issue 285 however 322 whether

249 side 286 member 323 back

250 kind 287 pay 324 watch COCA 5000 13

325 together 362 win 399 probably

326 follow 363 research 400 human

327 around 364 girl 401 wait

328 parent 365 guy 402 serve

329 only 366 early 403 market

330 stop 367 food 404 die

331 face 368 before 405 send

332 anything 369 moment 406 expect

333 create 370 himself 407 home

334 public 371 air 408 sense

335 already 372 teacher 409 build

336 speak 373 force 410 stay

337 others 374 offer 411 fall

338 read 375 enough 412 oh

339 level 376 both 413 nation

340 allow 377 education 414 plan

341 add 378 across 415 cut

342 office 379 although 416 college

343 spend 380 remember 417 interest

344 door 381 foot 418 death

345 health 382 second 419 course

346 person 383 boy 420 someone

347 art 384 maybe 421 experience

348 sure 385 toward 422 behind

349 such 386 able 423 reach

350 war 387 age 424 local

351 history 388 off 425 kill

352 party 389 policy 426 six

353 within 390 everything 427 remain

354 grow 391 love 428 effect

355 result 392 process 429 use

356 open 393 music 430 yeah

357 change 394 including 431 suggest

358 morning 395 consider 432 class

359 walk 396 appear 433 control

360 reason 397 actually 434 raise

361 low 398 buy 435 care COCA 5000 14

436 perhaps 473 return 510 tax

437 little 474 free 511 director

438 late 475 military 512 early

439 hard 476 price 513 position

440 field 477 report 514 player

441 else 478 less 515 agree

442 pass 479 according 516 especially

443 former 480 decision 517 record

444 sell 481 explain 518 pick

445 major 482 son 519 wear

446 sometimes 483 hope 520 paper

447 require 484 even 521 special

448 along 485 develop 522 space

449 development 486 view 523 ground

450 themselves 487 relationship 524 form

451 report 488 carry 525 support

452 role 489 town 526 event

453 better 490 road 527 official

454 economic 491 drive 528 whose

455 effort 492 arm 529 matter

456 up 493 TRUE 530 everyone

457 decide 494 federal 531 center

458 rate 495 break 532 couple

459 strong 496 better 533 site

460 possible 497 difference 534 end

461 heart 498 thank 535 project

462 drug 499 receive 536 hit

463 show 500 value 537 base

464 leader 501 international 538 activity

465 light 502 building 539 star

466 voice 503 action 540 table

467 wife 504 full 541 need

468 whole 505 model 542 court

469 police 506 join 543 produce

470 mind 507 season 544 eat

471 finally 508 society 545 American

472 pull 509 because 546 teach COCA 5000 15

547 oil 584 simply 621 realize

548 half 585 third 622 hundred

549 situation 586 technology 623 available

550 easy 587 catch 624 plant

551 cost 588 step 625 likely

552 industry 589 baby 626 opportunity

553 figure 590 computer 627 term

554 face 591 type 628 short

555 street 592 attention 629 letter

556 image 593 draw 630 condition

557 itself 594 film 631 choice

558 phone 595 Republican 632 place

559 either 596 tree 633 single

560 data 597 source 634 rule

561 cover 598 red 635 daughter

562 quite 599 nearly 636 administration

563 picture 600 organization 637 south

564 clear 601 choose 638 husband

565 practice 602 cause 639 Congress

566 piece 603 hair 640 floor

567 land 604 look 641 campaign

568 recent 605 point 642 material

569 describe 606 century 643 population

570 product 607 evidence 644 well

571 doctor 608 window 645 call

572 wall 609 difficult 646 economy

573 patient 610 listen 647 medical

574 worker 611 soon 648 hospital

575 news 612 culture 649 church

576 test 613 billion 650 close

577 movie 614 chance 651 thousand

578 certain 615 brother 652 risk

579 north 616 energy 653 current

580 love 617 period 654 fire

581 personal 618 course 655 future

582 open 619 summer 656 wrong

583 support 620 less 657 involve COCA 5000 16

658 defense 695 agency 732 article

659 anyone 696 push 733 shoot

660 increase 697 nature 734 east

661 security 698 color 735 save

662 bank 699 no 736 seven

663 myself 700 recently 737 artist

664 certainly 701 store 738 away

665 west 702 reduce 739 scene

666 sport 703 sound 740 stock

667 board 704 note 741 career

668 seek 705 fine 742 despite

669 per 706 before 743 central

670 subject 707 near 744 eight

671 officer 708 movement 745 thus

672 private 709 page 746 treatment

673 rest 710 enter 747 beyond

674 behavior 711 share 748 happy

675 deal 712 than 749 exactly

676 performance 713 common 750 protect

677 fight 714 poor 751 approach

678 throw 715 other 752 lie

679 top 716 natural 753 size

680 quickly 717 race 754 dog

681 past 718 concern 755 fund

682 goal 719 series 756 serious

683 second 720 significant 757 occur

684 bed 721 similar 758 media

685 order 722 hot 759 ready

686 author 723 language 760 sign

687 fill 724 each 761 thought

688 represent 725 usually 762 list

689 focus 726 response 763 individual

690 foreign 727 dead 764 simple

691 drop 728 rise 765 quality

692 plan 729 animal 766 pressure

693 blood 730 factor 767 accept

694 upon 731 decade 768 answer COCA 5000 17

769 hard 806 general 843 gun

770 resource 807 feeling 844 station

771 identify 808 standard 845 blue

772 left 809 bill 846 state

773 meeting 810 message 847 strategy

774 determine 811 fail 848 little

775 prepare 812 outside 849 clearly

776 disease 813 arrive 850 discuss

777 whatever 814 analysis 851 indeed

778 success 815 benefit 852 force

779 argue 816 name 853 truth

780 cup 817 sex 854 song

781 particularly 818 forward 855 example

782 amount 819 lawyer 856 democratic

783 ability 820 present 857 check

784 staff 821 section 858 environment

785 recognize 822 environmental 859 leg

786 indicate 823 glass 860 dark

787 character 824 answer 861 public

788 growth 825 skill 862 various

789 loss 826 sister 863 rather

790 degree 827 PM 864 laugh

791 wonder 828 professor 865 guess

792 attack 829 operation 866 executive

793 herself 830 financial 867 set

794 region 831 crime 868 study

795 television 832 stage 869 prove

796 box 833 ok 870 hang

797 TV 834 compare 871 entire

798 training 835 authority 872 rock

799 pretty 836 miss 873 design

800 trade 837 design 874 enough

801 deal 838 sort 875 forget

802 election 839 one 876 since

803 everybody 840 act 877 claim

804 physical 841 ten 878 note

805 lay 842 knowledge 879 remove COCA 5000 18

880 manager 917 close 954 politics

881 help 918 finish 955 perform

882 close 919 yourself 956 bit

883 sound 920 talk 957 weight

884 enjoy 921 theory 958 suddenly

885 network 922 impact 959 discover

886 legal 923 respond 960 candidate

887 religious 924 statement 961 top

888 cold 925 maintain 962 production

889 form 926 charge 963 treat

890 final 927 popular 964 trip

891 main 928 traditional 965 evening

892 science 929 onto 966 affect

893 green 930 reveal 967 inside

894 memory 931 direction 968 conference

895 card 932 weapon 969 unit

896 above 933 employee 970 best

897 seat 934 cultural 971 style

898 cell 935 contain 972 adult

899 establish 936 peace 973 worry

900 nice 937 head 974 range

901 trial 938 control 975 mention

902 expert 939 base 976 rather

903 that 940 pain 977 far

904 spring 941 apply 978 deep

905 firm 942 play 979 past

906 Democrat 943 measure 980 edge

907 radio 944 wide 981 individual

908 visit 945 shake 982 specific

909 management 946 fly 983 writer

910 care 947 interview 984 trouble

911 avoid 948 manage 985 necessary

912 imagine 949 chair 986 throughout

913 tonight 950 fish 987 challenge

914 huge 951 particular 988 fear

915 ball 952 camera 989 shoulder

916 no 953 structure 990 institution COCA 5000 19

991 middle 1028 ahead 1065 mouth

992 sea 1029 generation 1066 nor

993 dream 1030 commercial 1067 victim

994 bar 1031 address 1068 newspaper

995 beautiful 1032 cancer 1069 instead

996 property 1033 test 1070 threat

997 instead 1034 item 1071 responsibility

998 improve 1035 reality 1072 smile

999 stuff 1036 coach 1073 attorney

1000 detail 1037 step 1074 score

1001 method 1038 Mrs 1075 account

1002 sign 1039 yard 1076 interesting

1003 somebody 1040 beat 1077 break

1004 magazine 1041 violence 1078 audience

1005 hotel 1042 total 1079 rich

1006 soldier 1043 tend 1080 dinner

1007 reflect 1044 investment 1081 figure

1008 heavy 1045 discussion 1082 vote

1009 sexual 1046 finger 1083 western

1010 cause 1047 garden 1084 relate

1011 bag 1048 notice 1085 travel

1012 heat 1049 collection 1086 debate

1013 fall 1050 modern 1087 prevent

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1128 credit 1165 therefore 1198 dozen

1129 critical 1166 conduct 1199 possibility

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1656 novel 1693 locate 1730 earth

1657 code 1694 county 1731 Japanese

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1659 organize 1696 package 1733 search

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1661 breast 1698 bridge 1735 cash

1662 Iraqi 1699 recommend 1736 museum

1663 human 1700 obvious 1737 beauty

1664 acknowledge 1701 train 1738 emergency

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1673 under 1710 visitor 1747 root

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1677 prime 1714 investor 1751 appreciate

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1774 long-term 1811 estimate 1848 frame

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1779 challenge 1816 investigate 1853 host

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1781 chief 1818 significantly 1855 trust

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1792 estate 1829 kick 1866 appeal

1793 guide 1830 part 1867 mirror

1794 circumstance 1831 manner 1868 tooth

1795 snow 1832 ancient 1869 smart

1796 English 1833 silence 1870 length

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1798 steal 1835 golden 1872 rely

1799 pursue 1836 motion 1873 topic

1800 slip 1837 German 1874 complain COCA 5000 27

1875 issue 1912 stir 1949 gray

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1878 range 1915 except 1952 improvement

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1880 perception 1917 English 1954 opening

1881 attract 1918 reference 1955 overall

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1883 bedroom 1920 doubt 1957 initial

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1885 debt 1922 seriously 1959 oppose

1886 rare 1923 account 1960 contemporary

1887 his 1924 minister 1961 route

1888 tank 1925 totally 1962 multiple

1889 nurse 1926 hero 1963 essential

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1893 anywhere 1930 winner 1967 careful

1894 bond 1931 volume 1968 core

1895 file 1932 travel 1969 upper

1896 pleasure 1933 seed 1970 rush

1897 master 1934 surprised 1971 necessarily

1898 era 1935 rest 1972 specifically

1899 requirement 1936 fashion 1973 tired

1900 check 1937 pepper 1974 rise

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1903 expectation 1940 intervention 1977 holiday

1904 wing 1941 copy 1978 dance

1905 separate 1942 tip 1979 vast

1906 now 1943 below 1980 resolution

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1908 struggle 1945 aim 1982 fewer

1909 mean 1946 cite 1983 abortion

1910 somewhat 1947 welfare 1984 apart

1911 pour 1948 vegetable 1985 witness COCA 5000 28

1986 match 2023 narrow 2060 sleep

1987 barely 2024 cream 2061 plenty

1988 sector 2025 secretary 2062 ride

1989 representative 2026 gate 2063 virtually

1990 lack 2027 solid 2064 first

1991 beneath 2028 hill 2065 addition

1992 beside 2029 typically 2066 sharp

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1995 limited 2032 unfortunately 2069 behind

1996 proud 2033 hat 2070 approve

1997 flow 2034 legislation 2071 explanation

1998 faculty 2035 succeed 2072 outside

1999 increased 2036 either 2073 gay

2000 waste 2037 celebrate 2074 campus

2001 merely 2038 achievement 2075 proper

2002 mass 2039 fishing 2076 live

2003 emphasize 2040 drink 2077 guilty

2004 experiment 2041 accuse 2078 living

2005 definitely 2042 hand 2079 acquire

2006 bomb 2043 useful 2080 compete

2007 enormous 2044 land 2081 technical

2008 tone 2045 secret 2082 plus

2009 liberal 2046 reject 2083 mind

2010 massive 2047 talent 2084 potential

2011 engineer 2048 taste 2085 immigrant

2012 wheel 2049 characteristic 2086 weak

2013 female 2050 milk 2087 illegal

2014 decline 2051 escape 2088 hi

2015 invest 2052 cast 2089 alternative

2016 promise 2053 sentence 2090 interaction

2017 cable 2054 unusual 2091 column

2018 towards 2055 closely 2092 personality

2019 expose 2056 convince 2093 signal

2020 rural 2057 height 2094 curriculum

2021 AIDS 2058 physician 2095 list

2022 Jew 2059 assess 2096 honor COCA 5000 29

2097 passenger 2134 request 2171 steel

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2105 knock 2142 prosecutor 2179 silent

2106 review 2143 mark 2180 suppose

2107 wrap 2144 green 2181 self

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2115 musical 2152 selection 2189 far

2116 journalist 2153 primarily 2190 description

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2118 suspect 2155 unable 2192 slow

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2122 cheese 2159 arrest 2196 inform

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2133 graduate 2170 dark 2207 display COCA 5000 30

2208 leading 2245 consistent 2282 occasion

2209 bother 2246 resistance 2283 dust

2210 consist 2247 discovery 2284 breathe

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2212 enable 2249 exposure 2286 investigator

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2219 release 2256 grand 2293 pack

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2221 Arab 2258 hello 2295 numerous

2222 double 2259 coalition 2296 touch

2223 walk 2260 tale 2297 substance

2224 sand 2261 knife 2298 discipline

2225 Spanish 2262 resolve 2299 elsewhere

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2231 formal 2268 Mexican 2305 implement

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2240 cycle 2277 online 2314 amazing

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2243 whole 2280 good 2317 employer

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2322 sure 2359 king 2396 holy

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Retrieved January 13, 2013, from http://www.wordfrequency.info/top5000.asp

COCA 5000 56

COCA 5000 57

56,1,2,55,54,3,4,53,52,5,6,51,50,7,8,49,48,9,10,47,46,11,12,45,44,13,14,43,42,15,16,41,40,1 7,18,39,38,19,20,37,36,21,22,35,34,23,24,33,32,25,26,31,30,27,28,29