Assignment 1: Descriptive Statistics
Arun Kumar
09/06/19`"
Import the Data
Import the included dataset BNC_wordfreq.csv. This file contains the compiled word frequencies for the British National Corpus.
BNC <- read.csv("BNC_wordfreq.csv", header = TRUE)Load the Libraries + Functions
Load all the libraries or functions that you will use to for the rest of the assignment. It is helpful to define your libraries and functions at the top of a report, so that others can know what they need for the report to compile correctly.
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(scales)Continuous Basic Statistics
Calculate the following statistics on the word frequencies from the BNC data: - Dispersion: min/max, 1st/3rd quantile, standard deviation - Location: mean, median, mode
data <- read.csv("BNC_wordfreq.csv")
data <- data %>% rename(frequency = ï..frequency)
data## frequency word part_of_speech
## 1 6187267 the det
## 2 4239632 be v
## 3 3093444 of prep
## 4 2687863 and conj
## 5 2186369 a det
## 6 1924315 in prep
## 7 1620850 to infinitive-marker
## 8 1375636 have v
## 9 1090186 it pron
## 10 1039323 to prep
## 11 887877 for prep
## 12 884599 i pron
## 13 760399 that conj
## 14 695498 you pron
## 15 681255 he pron
## 16 680739 on prep
## 17 675027 with prep
## 18 559596 do v
## 19 534162 at prep
## 20 517171 by prep
## 21 465486 not adv
## 22 461945 this det
## 23 459622 but conj
## 24 434532 from prep
## 25 433441 they pron
## 26 426896 his det
## 27 384313 that det
## 28 380257 she pron
## 29 373808 or conj
## 30 372031 which det
## 31 364164 as conj
## 32 358039 we pron
## 33 343063 an det
## 34 333518 say v
## 35 297281 will modal
## 36 272345 would modal
## 37 266116 can modal
## 38 261089 if conj
## 39 260919 their det
## 40 249540 go v
## 41 249466 what det
## 42 239460 there pron
## 43 230737 all det
## 44 220940 get v
## 45 218258 her det
## 46 217268 make v
## 47 205432 who pron
## 48 201968 as prep
## 49 201819 out adv
## 50 195426 up adv
## 51 191661 see v
## 52 185534 know v
## 53 183427 time n
## 54 179220 take v
## 55 173414 them pron
## 56 171174 some det
## 57 168387 could modal
## 58 167324 so adv
## 59 165014 him pron
## 60 163930 year n
## 61 163469 into prep
## 62 163081 its det
## 63 160652 then adv
## 64 153881 think v
## 65 152619 my det
## 66 151871 come v
## 67 147618 than conj
## 68 146029 more adv
## 69 144554 about prep
## 70 143801 now adv
## 71 140063 last a
## 72 138334 your det
## 73 138151 me pron
## 74 137026 no det
## 75 135185 other a
## 76 131417 give v
## 77 128517 just adv
## 78 128393 should modal
## 79 125442 these det
## 80 125430 people n
## 81 124884 also adv
## 82 124451 well adv
## 83 123655 any det
## 84 122128 only adv
## 85 115523 new a
## 86 114911 very adv
## 87 113655 when conj
## 88 113024 may modal
## 89 112636 way n
## 90 111058 look v
## 91 110090 like prep
## 92 108820 use v
## 93 108710 her pron
## 94 108524 such det
## 95 103508 how adv
## 96 103003 because conj
## 97 102621 when adv
## 98 101583 as adv
## 99 100652 good a
## 100 98899 find v
## 101 97985 man n
## 102 95001 our det
## 103 94293 want v
## 104 92699 day n
## 105 91141 between prep
## 106 90473 even adv
## 107 89890 there adv
## 108 89659 many det
## 109 88862 those det
## 110 86364 one pron
## 111 85939 after prep
## 112 84446 down adv
## 113 83382 yeah interjection
## 114 79028 so conj
## 115 77612 thing n
## 116 77245 tell v
## 117 75588 through prep
## 118 75494 back adv
## 119 72774 still adv
## 120 72059 must modal
## 121 71008 child n
## 122 70947 here adv
## 123 70676 over prep
## 124 70164 too adv
## 125 69978 put v
## 126 69459 own det
## 127 68362 on adv
## 128 67999 no interjection
## 129 67842 work v
## 130 67219 become v
## 131 67198 more det
## 132 66999 old a
## 133 66894 government n
## 134 66556 mean v
## 135 65773 part n
## 136 64447 leave v
## 137 64423 life n
## 138 64369 great a
## 139 64118 where adv
## 140 63577 case n
## 141 63087 woman n
## 142 62993 over adv
## 143 62445 seem v
## 144 62402 same det
## 145 62350 us pron
## 146 62248 work n
## 147 62201 need v
## 148 62185 feel v
## 149 61912 system n
## 150 61492 each det
## 151 61446 might modal
## 152 61446 may v
## 153 61338 much adv
## 154 60879 ask v
## 155 60689 group n
## 156 60607 number n
## 157 60592 yes interjection
## 158 60498 however adv
## 159 60182 another det
## 160 59829 again adv
## 161 59094 world n
## 162 58449 area n
## 163 58152 show v
## 164 57776 course n
## 165 57754 company n
## 166 57056 shall modal
## 167 56638 under prep
## 168 56483 problem n
## 169 56208 against prep
## 170 55899 never adv
## 171 55704 all adv
## 172 54966 most adv
## 173 54468 service n
## 174 54422 try v
## 175 53396 call v
## 176 53265 hand n
## 177 52979 party n
## 178 52703 high a
## 179 52561 about adv
## 180 52452 something pron
## 181 52227 school n
## 182 51652 in adv
## 183 51626 small a
## 184 51537 place n
## 185 51259 before prep
## 186 50877 why adv
## 187 50548 while conj
## 188 50294 away adv
## 189 50092 keep v
## 190 49187 point n
## 191 49022 house n
## 192 48373 different a
## 193 48177 country n
## 194 48062 really adv
## 195 47923 provide v
## 196 47512 week n
## 197 47234 hold v
## 198 47185 large a
## 199 47141 member n
## 200 46285 off adv
## 201 46228 always adv
## 202 46221 next det
## 203 46145 follow v
## 204 45867 without prep
## 205 45487 turn v
## 206 45160 end n
## 207 45042 within prep
## 208 44920 local a
## 209 44496 where conj
## 210 44013 during prep
## 211 43894 bring v
## 212 43792 most det
## 213 43750 word n
## 214 43740 begin v
## 215 43635 although conj
## 216 43402 example n
## 217 43139 next adv
## 218 42773 family n
## 219 42341 rather adv
## 220 42241 fact n
## 221 41909 like v
## 222 41617 social a
## 223 41497 write v
## 224 41351 state n
## 225 41205 percent n
## 226 41169 quite adv
## 227 41162 both det
## 228 41029 start v
## 229 40858 run v
## 230 40492 long a
## 231 40460 right adv
## 232 40381 set v
## 233 40265 help v
## 234 40114 every det
## 235 39850 home n
## 236 39819 month n
## 237 39626 side n
## 238 39315 night n
## 239 39265 important a
## 240 39192 eye n
## 241 39000 head n
## 242 38656 information n
## 243 38608 question n
## 244 38204 business n
## 245 38053 play v
## 246 37963 power n
## 247 37892 money n
## 248 37884 change n
## 249 37836 move v
## 250 37744 interest n
## 251 37736 order n
## 252 37675 book n
## 253 37640 often adv
## 254 37386 development n
## 255 37278 young a
## 256 37231 national a
## 257 36665 pay v
## 258 36575 hear v
## 259 36360 room n
## 260 36169 whether conj
## 261 35767 water n
## 262 35758 form n
## 263 35295 car n
## 264 35164 other n
## 265 35058 yet adv
## 266 35039 perhaps adv
## 267 34970 meet v
## 268 34885 level n
## 269 34807 until conj
## 270 34801 though conj
## 271 34775 policy n
## 272 34753 include v
## 273 34603 believe v
## 274 34496 council n
## 275 34292 already adv
## 276 34178 possible a
## 277 34064 nothing pron
## 278 33888 line n
## 279 33687 allow v
## 280 33660 need n
## 281 33423 effect n
## 282 33300 big a
## 283 32998 use n
## 284 32923 lead v
## 285 32899 stand v
## 286 32798 idea n
## 287 32786 study n
## 288 32733 lot n
## 289 32675 live v
## 290 32484 job n
## 291 32404 since conj
## 292 32309 name n
## 293 32259 result n
## 294 32231 body n
## 295 32075 happen v
## 296 31927 friend n
## 297 31873 right n
## 298 31713 least adv
## 299 31630 right a
## 300 31588 almost adv
## 301 31284 much det
## 302 31258 carry v
## 303 31231 authority n
## 304 31143 long adv
## 305 31110 early a
## 306 31102 view n
## 307 31082 himself pron
## 308 30983 public a
## 309 30960 together adv
## 310 30930 talk v
## 311 30857 report n
## 312 30855 after conj
## 313 30775 only a
## 314 30731 before conj
## 315 30675 bit n
## 316 30624 face n
## 317 30599 sit v
## 318 30596 market n
## 319 30595 appear v
## 320 30466 continue v
## 321 30454 able a
## 322 30366 political a
## 323 30326 later adv
## 324 30218 hour n
## 325 30179 rate n
## 326 30169 law n
## 327 30166 door n
## 328 29976 court n
## 329 29943 office n
## 330 29768 let v
## 331 29722 war n
## 332 29490 produce v
## 333 29194 reason n
## 334 29147 less adv
## 335 29141 minister n
## 336 29091 subject n
## 337 28981 person n
## 338 28896 term n
## 339 28887 particular a
## 340 28836 full a
## 341 28772 involve v
## 342 28760 sort n
## 343 28711 require v
## 344 28665 suggest v
## 345 28626 far a
## 346 28600 towards prep
## 347 28321 anything pron
## 348 28300 period n
## 349 28271 consider v
## 350 28216 read v
## 351 28210 change v
## 352 28150 society n
## 353 28035 process n
## 354 27784 mother n
## 355 27697 offer v
## 356 27673 late a
## 357 27665 voice n
## 358 27644 both adv
## 359 27632 once adv
## 360 27508 police n
## 361 27485 kind n
## 362 27484 lose v
## 363 27367 add v
## 364 27303 probably adv
## 365 27221 expect v
## 366 27195 ever adv
## 367 27184 available a
## 368 27178 no adv
## 369 27166 price n
## 370 26953 little a
## 371 26894 action n
## 372 26889 issue n
## 373 26856 far adv
## 374 26748 remember v
## 375 26625 position n
## 376 26616 low a
## 377 26556 cost n
## 378 26553 little det
## 379 26304 matter n
## 380 26289 community n
## 381 26244 remain v
## 382 26191 figure n
## 383 26034 type n
## 384 26018 research n
## 385 25990 actually adv
## 386 25987 education n
## 387 25966 fall v
## 388 25788 speak v
## 389 25781 few n
## 390 25775 today adv
## 391 25635 enough adv
## 392 25614 open v
## 393 25608 bad a
## 394 25582 buy v
## 395 25444 programme n
## 396 25440 minute n
## 397 25371 moment n
## 398 25366 girl n
## 399 25340 age n
## 400 25272 centre n
## 401 25066 stop v
## 402 25041 control n
## 403 25024 value n
## 404 24816 send v
## 405 24527 health n
## 406 24380 decide v
## 407 24370 main a
## 408 24310 win v
## 409 24252 understand v
## 410 24233 decision n
## 411 24205 develop v
## 412 24148 class n
## 413 24144 industry n
## 414 24111 receive v
## 415 24095 back n
## 416 24002 several det
## 417 23976 return v
## 418 23931 build v
## 419 23799 spend v
## 420 23785 force n
## 421 23742 condition n
## 422 23712 itself pron
## 423 23694 paper n
## 424 23673 themselves pron
## 425 23629 off prep
## 426 23629 major a
## 427 23533 describe v
## 428 23497 agree v
## 429 23484 economic a
## 430 23474 increase v
## 431 23409 upon prep
## 432 23394 learn v
## 433 23340 general a
## 434 23259 century n
## 435 23218 therefore adv
## 436 23216 father n
## 437 23188 section n
## 438 23106 patient n
## 439 23106 around adv
## 440 23105 activity n
## 441 23103 road n
## 442 23092 table n
## 443 23082 including prep
## 444 23008 church n
## 445 22992 reach v
## 446 22982 real a
## 447 22959 lie v
## 448 22926 mind n
## 449 22899 likely a
## 450 22864 among prep
## 451 22781 team n
## 452 22751 experience n
## 453 22712 death n
## 454 22703 soon adv
## 455 22657 act n
## 456 22601 sense n
## 457 22363 staff n
## 458 22297 certain a
## 459 22237 student n
## 460 22232 half det
## 461 22180 around prep
## 462 22117 language n
## 463 22101 walk v
## 464 22087 die v
## 465 22040 special a
## 466 22033 difficult a
## 467 22010 international a
## 468 22002 particularly adv
## 469 21939 department n
## 470 21884 management n
## 471 21845 morning n
## 472 21778 draw v
## 473 21763 hope v
## 474 21763 across prep
## 475 21727 plan n
## 476 21712 product n
## 477 21596 city n
## 478 21585 early adv
## 479 21575 committee n
## 480 21504 ground n
## 481 21488 letter n
## 482 21470 create v
## 483 21454 evidence n
## 484 21339 foot n
## 485 21260 clear a
## 486 21205 boy n
## 487 21181 game n
## 488 21044 food n
## 489 21016 role n
## 490 20950 practice n
## 491 20946 bank n
## 492 20919 else adv
## 493 20904 support n
## 494 20902 sell v
## 495 20839 event n
## 496 20770 building n
## 497 20726 range n
## 498 20694 behind prep
## 499 20678 sure a
## 500 20660 report v
## 501 20633 pass v
## 502 20609 black a
## 503 20586 stage n
## 504 20544 meeting n
## 505 20517 sometimes adv
## 506 20488 thus adv
## 507 20373 accept v
## 508 20170 town n
## 509 20168 art n
## 510 20138 further adv
## 511 20113 club n
## 512 20091 cause v
## 513 20089 arm n
## 514 20064 history n
## 515 20060 parent n
## 516 20001 land n
## 517 19928 trade n
## 518 19869 watch v
## 519 19865 white a
## 520 19856 situation n
## 521 19833 whose det
## 522 19808 ago adv
## 523 19744 teacher n
## 524 19639 record n
## 525 19636 manager n
## 526 19628 relation n
## 527 19565 common a
## 528 19558 strong a
## 529 19542 whole a
## 530 19542 field n
## 531 19539 free a
## 532 19512 break v
## 533 19459 yesterday adv
## 534 19344 support v
## 535 19340 window n
## 536 19260 account n
## 537 19218 explain v
## 538 19207 stay v
## 539 19160 few det
## 540 19152 wait v
## 541 19151 usually adv
## 542 19138 difference n
## 543 19057 material n
## 544 19046 air n
## 545 19039 wife n
## 546 19015 cover v
## 547 18982 apply v
## 548 18916 project n
## 549 18913 raise v
## 550 18900 sale n
## 551 18866 relationship n
## 552 18858 indeed adv
## 553 18853 light n
## 554 18828 claim v
## 555 18757 form v
## 556 18742 base v
## 557 18717 care n
## 558 18681 someone pron
## 559 18675 everything pron
## 560 18647 certainly adv
## 561 18579 rule n
## 562 18540 home adv
## 563 18511 cut v
## 564 18433 grow v
## 565 18432 similar a
## 566 18418 story n
## 567 18415 quality n
## 568 18313 tax n
## 569 18247 worker n
## 570 18223 nature n
## 571 18201 structure n
## 572 18188 data n
## 573 18107 necessary a
## 574 18058 pound n
## 575 18044 method n
## 576 17958 unit n
## 577 17947 central a
## 578 17947 bed n
## 579 17902 union n
## 580 17880 movement n
## 581 17878 board n
## 582 17836 TRUE a
## 583 17809 well interjection
## 584 17756 simply adv
## 585 17732 contain v
## 586 17694 especially adv
## 587 17662 open a
## 588 17635 short a
## 589 17622 personal a
## 590 17584 detail n
## 591 17553 model n
## 592 17461 bear v
## 593 17415 single a
## 594 17331 join v
## 595 17226 reduce v
## 596 17224 establish v
## 597 17197 herself pron
## 598 17194 wall n
## 599 17193 face v
## 600 17065 easy a
## 601 17022 private a
## 602 16976 computer n
## 603 16973 former det
## 604 16898 hospital n
## 605 16860 chapter n
## 606 16804 scheme n
## 607 16776 theory n
## 608 16731 choose v
## 609 16647 wish v
## 610 16646 property n
## 611 16628 achieve v
## 612 16622 financial a
## 613 16579 poor a
## 614 16555 officer n
## 615 16509 up prep
## 616 16503 charge n
## 617 16487 director n
## 618 16477 drive v
## 619 16402 deal v
## 620 16392 place v
## 621 16331 approach n
## 622 16288 chance n
## 623 16281 application n
## 624 16270 seek v
## 625 16247 cos conj
## 626 16234 foreign a
## 627 16233 along prep
## 628 16176 top n
## 629 16138 amount n
## 630 16077 son n
## 631 16040 operation n
## 632 16038 fail v
## 633 16008 human a
## 634 16002 opportunity n
## 635 15911 simple a
## 636 15903 leader n
## 637 15872 look n
## 638 15840 share n
## 639 15837 production n
## 640 15812 recent a
## 641 15767 firm n
## 642 15748 picture n
## 643 15747 source n
## 644 15742 security n
## 645 15722 serve v
## 646 15722 according prep
## 647 15688 end v
## 648 15672 contract n
## 649 15644 wide a
## 650 15635 occur v
## 651 15627 agreement n
## 652 15626 better adv
## 653 15620 kill v
## 654 15620 act v
## 655 15602 site n
## 656 15599 either adv
## 657 15552 labour n
## 658 15538 plan v
## 659 15502 various a
## 660 15496 since prep
## 661 15491 test n
## 662 15446 eat v
## 663 15442 loss n
## 664 15439 close v
## 665 15416 represent v
## 666 15398 love v
## 667 15370 colour n
## 668 15349 clearly adv
## 669 15292 shop n
## 670 15251 benefit n
## 671 15250 animal n
## 672 15242 heart n
## 673 15227 election n
## 674 15159 purpose n
## 675 15156 standard n
## 676 15140 due a
## 677 15106 secretary n
## 678 15106 rise v
## 679 15044 date n
## 680 15034 hard a
## 681 15024 music n
## 682 15020 hair n
## 683 14961 prepare v
## 684 14960 factor n
## 685 14959 other pron
## 686 14956 anyone pron
## 687 14934 pattern n
## 688 14894 manage v
## 689 14873 piece n
## 690 14861 discuss v
## 691 14812 prove v
## 692 14758 front n
## 693 14739 evening n
## 694 14711 royal a
## 695 14692 tree n
## 696 14664 population n
## 697 14650 fine a
## 698 14638 plant n
## 699 14635 pressure n
## 700 14627 response n
## 701 14627 catch v
## 702 14622 street n
## 703 14622 pick v
## 704 14620 performance n
## 705 14609 knowledge n
## 706 14592 despite prep
## 707 14565 design n
## 708 14546 page n
## 709 14527 enjoy v
## 710 14487 individual n
## 711 14482 suppose v
## 712 14440 rest n
## 713 14437 instead adv
## 714 14434 wear v
## 715 14420 basis n
## 716 14416 size n
## 717 14403 environment n
## 718 14402 per prep
## 719 14379 fire n
## 720 14348 series n
## 721 14330 success n
## 722 14304 natural a
## 723 14274 wrong a
## 724 14248 near prep
## 725 14244 round adv
## 726 14214 thought n
## 727 14212 list n
## 728 14196 argue v
## 729 14178 final a
## 730 14174 future n
## 731 14155 introduce v
## 732 14149 analysis n
## 733 14141 enter v
## 734 14119 space n
## 735 14093 arrive v
## 736 14032 ensure v
## 737 14025 demand n
## 738 13990 statement n
## 739 13989 to adv
## 740 13968 attention n
## 741 13921 love n
## 742 13877 principle n
## 743 13852 pull v
## 744 13691 set n
## 745 13684 doctor n
## 746 13682 choice n
## 747 13673 refer v
## 748 13669 feature n
## 749 13668 couple n
## 750 13625 step n
## 751 13592 following a
## 752 13531 thank v
## 753 13518 machine n
## 754 13509 income n
## 755 13503 training n
## 756 13475 present v
## 757 13471 association n
## 758 13466 film n
## 759 13452 region n
## 760 13386 effort n
## 761 13337 player n
## 762 13337 everyone pron
## 763 13308 present a
## 764 13274 award n
## 765 13249 village n
## 766 13240 control v
## 767 13237 organisation n
## 768 13236 whatever det
## 769 13223 news n
## 770 13183 nice a
## 771 13177 difficulty n
## 772 13156 modern a
## 773 13153 cell n
## 774 13106 close a
## 775 13105 current a
## 776 13103 legal a
## 777 13083 energy n
## 778 13014 finally adv
## 779 12996 degree n
## 780 12952 mile n
## 781 12942 means n
## 782 12938 growth n
## 783 12926 whom pron
## 784 12903 treatment n
## 785 12902 sound n
## 786 12889 above prep
## 787 12883 task n
## 788 12876 provision n
## 789 12867 affect v
## 790 12862 please adv
## 791 12857 red a
## 792 12854 happy a
## 793 12853 behaviour n
## 794 12852 concerned a
## 795 12844 point v
## 796 12819 function n
## 797 12801 identify v
## 798 12790 resource n
## 799 12760 defence n
## 800 12746 garden n
## 801 12745 floor n
## 802 12713 technology n
## 803 12697 style n
## 804 12671 feeling n
## 805 12644 science n
## 806 12634 relate v
## 807 12628 doubt n
## 808 12623 horse n
## 809 12606 force v
## 810 12596 answer n
## 811 12591 compare v
## 812 12584 suffer v
## 813 12583 individual a
## 814 12582 forward adv
## 815 12582 announce v
## 816 12549 user n
## 817 12523 fund n
## 818 12511 character n
## 819 12466 risk n
## 820 12451 normal a
## 821 12444 myself pron
## 822 12442 nor conj
## 823 12406 dog n
## 824 12382 obtain v
## 825 12381 quickly adv
## 826 12379 army n
## 827 12369 indicate v
## 828 12353 forget v
## 829 12328 station n
## 830 12296 glass n
## 831 12294 cup n
## 832 12286 previous a
## 833 12263 husband n
## 834 12249 recently adv
## 835 12242 publish v
## 836 12232 serious a
## 837 12232 anyway adv
## 838 12213 visit v
## 839 12188 capital n
## 840 12167 either det
## 841 12166 note n
## 842 12161 season n
## 843 12125 argument n
## 844 12080 listen v
## 845 12079 show n
## 846 12078 responsibility n
## 847 12073 significant a
## 848 12067 deal n
## 849 12031 prime a
## 850 12003 economy n
## 851 11997 element n
## 852 11977 finish v
## 853 11931 duty n
## 854 11929 fight v
## 855 11907 train v
## 856 11881 maintain v
## 857 11877 attempt n
## 858 11858 leg n
## 859 11850 investment n
## 860 11827 save v
## 861 11810 throughout prep
## 862 11810 design v
## 863 11795 suddenly adv
## 864 11757 brother n
## 865 11753 improve v
## 866 11750 avoid v
## 867 11735 wonder v
## 868 11734 tend v
## 869 11720 title n
## 870 11683 hotel n
## 871 11643 aspect n
## 872 11628 increase n
## 873 11606 help n
## 874 11599 industrial a
## 875 11591 express v
## 876 11563 summer n
## 877 11551 determine v
## 878 11537 generally adv
## 879 11522 daughter n
## 880 11515 exist v
## 881 11513 used modal
## 882 11505 share v
## 883 11503 baby n
## 884 11484 nearly adv
## 885 11477 smile v
## 886 11453 sorry a
## 887 11430 sea n
## 888 11423 skill n
## 889 11412 claim n
## 890 11394 treat v
## 891 11385 remove v
## 892 11368 concern n
## 893 11367 university n
## 894 11356 labour a
## 895 11343 left a
## 896 11341 dead a
## 897 11315 discussion n
## 898 11306 specific a
## 899 11292 customer n
## 900 11292 box n
## 901 11276 outside prep
## 902 11247 state v
## 903 11243 conference n
## 904 11228 whole n
## 905 11152 total a
## 906 11119 profit n
## 907 11119 division n
## 908 11110 throw v
## 909 11100 procedure n
## 910 11098 fill v
## 911 11045 king n
## 912 11044 assume v
## 913 11024 image n
## 914 11022 oil n
## 915 11014 obviously adv
## 916 11011 unless conj
## 917 11010 appropriate a
## 918 11009 circumstance n
## 919 10998 military a
## 920 10963 proposal n
## 921 10950 mention v
## 922 10948 client n
## 923 10937 sector n
## 924 10905 direction n
## 925 10905 admit v
## 926 10876 though adv
## 927 10873 replace v
## 928 10860 basic a
## 929 10843 hard adv
## 930 10809 instance n
## 931 10808 sign n
## 932 10808 original a
## 933 10803 successful a
## 934 10798 okay adv
## 935 10764 reflect v
## 936 10764 aware a
## 937 10760 measure n
## 938 10758 attitude n
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## 1845 5048 effectively adv
## 1846 5045 mistake n
## 1847 5041 incident n
## 1848 5036 focus v
## 1849 5035 exercise v
## 1850 5030 representation n
## 1851 5029 release n
## 1852 5028 leaf n
## 1853 5028 border n
## 1854 5027 wash v
## 1855 5014 prospect n
## 1856 5013 blow v
## 1857 5010 trip n
## 1858 5010 observation n
## 1859 4986 gather v
## 1860 4981 ancient a
## 1861 4977 brief a
## 1862 4974 gate n
## 1863 4973 elderly a
## 1864 4970 persuade v
## 1865 4968 overall a
## 1866 4967 rare a
## 1867 4967 index n
## 1868 4967 hand v
## 1869 4967 circle n
## 1870 4957 creation n
## 1871 4953 drawing n
## 1872 4952 anybody pron
## 1873 4951 flow n
## 1874 4947 matter v
## 1875 4946 external a
## 1876 4943 capable a
## 1877 4932 recover v
## 1878 4924 shot n
## 1879 4923 request n
## 1880 4921 impression n
## 1881 4919 neighbour n
## 1882 4917 theatre n
## 1883 4917 beneath prep
## 1884 4914 hurt v
## 1885 4913 mechanism n
## 1886 4904 potential n
## 1887 4904 lean v
## 1888 4903 defendant n
## 1889 4902 atmosphere n
## 1890 4897 slip v
## 1891 4890 chain n
## 1892 4885 accompany v
## 1893 4884 wonderful a
## 1894 4879 earn v
## 1895 4872 enemy n
## 1896 4871 desk n
## 1897 4870 engineering n
## 1898 4857 panel n
## 1899 4853 distinction n
## 1900 4853 deputy n
## 1901 4848 discipline n
## 1902 4847 strike n
## 1903 4844 married a
## 1904 4841 plenty pron
## 1905 4840 establishment n
## 1906 4839 fashion n
## 1907 4832 roof n
## 1908 4832 milk n
## 1909 4832 entire a
## 1910 4829 tear n
## 1911 4829 secondary a
## 1912 4829 finding n
## 1913 4822 welfare n
## 1914 4822 increased a
## 1915 4821 attach v
## 1916 4815 typical a
## 1917 4813 meanwhile adv
## 1918 4809 leadership n
## 1919 4808 walk n
## 1920 4807 negotiation n
## 1921 4801 clean a
## 1922 4798 religion n
## 1923 4798 count v
## 1924 4787 grey a
## 1925 4778 hence adv
## 1926 4777 alright adv
## 1927 4772 first a
## 1928 4770 fuel n
## 1929 4769 mine n
## 1930 4764 appeal v
## 1931 4762 servant n
## 1932 4756 liability n
## 1933 4753 constant a
## 1934 4752 hate v
## 1935 4746 shoe n
## 1936 4744 expense n
## 1937 4738 vast a
## 1938 4737 soil n
## 1939 4727 writing n
## 1940 4726 nose n
## 1941 4724 origin n
## 1942 4708 lord n
## 1943 4706 rest v
## 1944 4704 drive n
## 1945 4703 ticket n
## 1946 4698 editor n
## 1947 4692 switch v
## 1948 4692 provided conj
## 1949 4692 northern a
## 1950 4690 significance n
## 1951 4676 channel n
## 1952 4673 convention n
## 1953 4672 damage v
## 1954 4669 funny a
## 1955 4665 bone n
## 1956 4659 severe a
## 1957 4657 search v
## 1958 4654 iron n
## 1959 4647 vision n
## 1960 4647 via prep
## 1961 4638 somewhat adv
## 1962 4637 inside adv
## 1963 4636 trend n
## 1964 4629 revolution n
## 1965 4624 terrible a
## 1966 4621 knee n
## 1967 4614 dress n
## 1968 4612 unfortunately adv
## 1969 4612 steal v
## 1970 4602 criminal a
## 1971 4601 signal n
## 1972 4600 notion n
## 1973 4600 comparison n
## 1974 4594 academic a
## 1975 4591 outcome n
## 1976 4591 lawyer n
## 1977 4590 strongly adv
## 1978 4586 surround v
## 1979 4586 explore v
## 1980 4586 achievement n
## 1981 4584 odd a
## 1982 4583 expectation n
## 1983 4579 corporate a
## 1984 4574 prisoner n
## 1985 4570 question v
## 1986 4558 rapidly adv
## 1987 4556 deep adv
## 1988 4553 southern a
## 1989 4552 amongst prep
## 1990 4547 withdraw v
## 1991 4544 afterwards adv
## 1992 4539 paint v
## 1993 4538 judge v
## 1994 4532 citizen n
## 1995 4530 permanent a
## 1996 4528 weak a
## 1997 4518 separate v
## 1998 4515 ourselves pron
## 1999 4511 plastic n
## 2000 4510 connect v
## 2001 4508 fundamental a
## 2002 4505 plane n
## 2003 4505 height n
## 2004 4504 opening n
## 2005 4503 lesson n
## 2006 4502 similarly adv
## 2007 4502 shock n
## 2008 4502 rail n
## 2009 4493 tenant n
## 2010 4492 owe v
## 2011 4492 originally adv
## 2012 4487 middle a
## 2013 4483 somehow adv
## 2014 4482 minor a
## 2015 4481 negative a
## 2016 4481 knock v
## 2017 4478 root n
## 2018 4471 pursue v
## 2019 4471 inner a
## 2020 4465 crucial a
## 2021 4460 occupy v
## 2022 4459 that adv
## 2023 4459 independence n
## 2024 4456 column n
## 2025 4455 proceeding n
## 2026 4450 female n
## 2027 4445 beauty n
## 2028 4439 perfectly adv
## 2029 4438 struggle n
## 2030 4436 gap n
## 2031 4435 house v
## 2032 4432 database n
## 2033 4417 stretch v
## 2034 4417 stress n
## 2035 4416 passenger n
## 2036 4416 boundary n
## 2037 4415 easy adv
## 2038 4409 view v
## 2039 4408 manufacturer n
## 2040 4402 sharp a
## 2041 4401 formation n
## 2042 4399 queen n
## 2043 4398 waste n
## 2044 4398 virtually adv
## 2045 4398 expand v
## 2046 4396 contemporary a
## 2047 4391 politician n
## 2048 4391 back v
## 2049 4382 territory n
## 2050 4382 championship n
## 2051 4380 exception n
## 2052 4379 thick a
## 2053 4377 inquiry n
## 2054 4376 topic n
## 2055 4375 resident n
## 2056 4374 transaction n
## 2057 4373 parish n
## 2058 4367 supporter n
## 2059 4360 massive a
## 2060 4357 light v
## 2061 4352 unique a
## 2062 4351 challenge v
## 2063 4350 inflation n
## 2064 4344 assistance n
## 2065 4342 list v
## 2066 4342 identity n
## 2067 4341 suit v
## 2068 4337 parliamentary a
## 2069 4333 unknown a
## 2070 4332 preparation n
## 2071 4329 elect v
## 2072 4329 badly adv
## 2073 4327 moreover adv
## 2074 4324 tie v
## 2075 4323 cancer n
## 2076 4318 champion n
## 2077 4317 exclude v
## 2078 4314 review v
## 2079 4314 licence n
## 2080 4314 breakfast n
## 2081 4313 minority n
## 2082 4312 appreciate v
## 2083 4311 fan n
## 2084 4307 chief n
## 2085 4305 accommodation n
## 2086 4303 subsequent a
## 2087 4302 democracy n
## 2088 4300 brown a
## 2089 4295 taste n
## 2090 4290 crown n
## 2091 4289 permit v
## 2092 4285 buyer n
## 2093 4283 gift n
## 2094 4282 resolution n
## 2095 4282 angry a
## 2096 4277 metre n
## 2097 4272 wheel n
## 2098 4272 clause n
## 2099 4271 break n
## 2100 4263 tank n
## 2101 4262 benefit v
## 2102 4258 engage v
## 2103 4254 alive a
## 2104 4252 complaint n
## 2105 4250 inch n
## 2106 4250 firm a
## 2107 4249 abandon v
## 2108 4248 blame v
## 2109 4246 clean v
## 2110 4241 quote v
## 2111 4239 yours pron
## 2112 4238 quantity n
## 2113 4234 rule v
## 2114 4233 guilty a
## 2115 4224 prior a
## 2116 4213 round a
## 2117 4212 eastern a
## 2118 4212 coat n
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## 2120 4209 tension n
## 2121 4201 diet n
## 2122 4196 enormous a
## 2123 4195 score n
## 2124 4190 rarely adv
## 2125 4187 prize n
## 2126 4180 remaining a
## 2127 4179 significantly adv
## 2128 4177 glance v
## 2129 4177 dominate v
## 2130 4174 trust v
## 2131 4172 naturally adv
## 2132 4172 interpret v
## 2133 4163 land v
## 2134 4163 frame n
## 2135 4161 extension n
## 2136 4155 mix v
## 2137 4153 spokesman n
## 2138 4151 friendly a
## 2139 4151 acknowledge v
## 2140 4150 register v
## 2141 4150 regime n
## 2142 4149 fault n
## 2143 4148 mine pron
## 2144 4146 dispute n
## 2145 4143 grass n
## 2146 4140 quietly adv
## 2147 4139 decline n
## 2148 4135 dismiss v
## 2149 4135 delivery n
## 2150 4135 complain v
## 2151 4134 conservative n
## 2152 4131 shift v
## 2153 4125 port n
## 2154 4125 beach n
## 2155 4121 string n
## 2156 4120 depth n
## 2157 4118 unusual a
## 2158 4118 travel n
## 2159 4117 pilot n
## 2160 4117 obligation n
## 2161 4112 gene n
## 2162 4111 yellow a
## 2163 4110 republic n
## 2164 4108 shadow n
## 2165 4106 dear a
## 2166 4106 analyse v
## 2167 4105 anywhere adv
## 2168 4104 average n
## 2169 4103 phrase n
## 2170 4103 long-term a
## 2171 4103 crew n
## 2172 4101 lucky a
## 2173 4094 restore v
## 2174 4083 convince v
## 2175 4081 coast n
## 2176 4080 engineer n
## 2177 4079 heavily adv
## 2178 4078 extensive a
## 2179 4075 glad a
## 2180 4073 charity n
## 2181 4070 oppose v
## 2182 4065 defend v
## 2183 4061 alter v
## 2184 4059 warning n
## 2185 4059 arrest v
## 2186 4052 framework n
## 2187 4050 approval n
## 2188 4048 bother v
## 2189 4047 novel n
## 2190 4047 accuse v
## 2191 4042 surprised a
## 2192 4041 currency n
## 2193 4038 restrict v
## 2194 4038 possess v
## 2195 4038 moral a
## 2196 4037 protein n
## 2197 4033 distinguish v
## 2198 4030 gently adv
## 2199 4027 reckon v
## 2200 4027 incorporate v
## 2201 4022 proceed v
## 2202 4021 assist v
## 2203 4018 sure adv
## 2204 4018 stress v
## 2205 4015 justify v
## 2206 4012 behalf n
## 2207 4011 councillor n
## 2208 4006 setting n
## 2209 4004 command n
## 2210 4001 maintenance n
## 2211 3997 stair n
## 2212 3997 poem n
## 2213 3996 chest n
## 2214 3990 like adv
## 2215 3986 secret n
## 2216 3984 restriction n
## 2217 3984 efficient a
## 2218 3983 suspect v
## 2219 3981 hat n
## 2220 3980 tough a
## 2221 3979 firmly adv
## 2222 3973 willing a
## 2223 3972 healthy a
## 2224 3972 focus n
## 2225 3967 construct v
## 2226 3963 occasionally adv
## 2227 3962 mode n
## 2228 3957 saving n
## 2229 3957 comfortable a
## 2230 3957 camp n
## 2231 3954 trade v
## 2232 3951 export n
## 2233 3950 wake v
## 2234 3950 partnership n
## 2235 3947 daily a
## 2236 3941 abroad adv
## 2237 3939 profession n
## 2238 3933 load n
## 2239 3933 countryside n
## 2240 3930 boot n
## 2241 3928 mostly adv
## 2242 3924 sudden a
## 2243 3924 implement v
## 2244 3923 reputation n
## 2245 3923 print v
## 2246 3922 calculate v
## 2247 3920 keen a
## 2248 3920 guess v
## 2249 3917 recommendation n
## 2250 3917 autumn n
## 2251 3916 conventional a
## 2252 3913 cope v
## 2253 3913 constitute v
## 2254 3901 poll n
## 2255 3894 voluntary a
## 2256 3886 valuable a
## 2257 3882 recovery n
## 2258 3882 cast v
## 2259 3881 premise n
## 2260 3880 resolve v
## 2261 3871 regularly adv
## 2262 3868 solve v
## 2263 3863 plaintiff n
## 2264 3859 critic n
## 2265 3858 agriculture n
## 2266 3856 ice n
## 2267 3854 constitution n
## 2268 3852 communist n
## 2269 3845 layer n
## 2270 3842 recession n
## 2271 3841 slight a
## 2272 3837 dramatic a
## 2273 3835 golden a
## 2274 3833 temporary a
## 2275 3833 suit n
## 2276 3828 shortly adv
## 2277 3824 initially adv
## 2278 3815 arrival n
## 2279 3809 protest n
## 2280 3799 resistance n
## 2281 3798 silent a
## 2282 3798 presentation n
## 2283 3796 soul n
## 2284 3795 self n
## 2285 3795 judgment n
## 2286 3795 feed v
## 2287 3792 muscle n
## 2288 3790 shareholder n
## 2289 3790 opposite a
## 2290 3789 pollution n
## 2291 3786 wealth n
## 2292 3782 video-taped a
## 2293 3781 kingdom n
## 2294 3780 bread n
## 2295 3779 perspective n
## 2296 3775 camera n
## 2297 3774 prince n
## 2298 3774 illness n
## 2299 3773 cake n
## 2300 3772 meat n
## 2301 3771 submit v
## 2302 3771 ideal a
## 2303 3768 relax v
## 2304 3766 penalty n
## 2305 3764 purchase v
## 2306 3762 tired a
## 2307 3762 beer n
## 2308 3760 specify v
## 2309 3758 short adv
## 2310 3758 monitor v
## 2311 3758 electricity n
## 2312 3755 specifically adv
## 2313 3753 bond n
## 2314 3748 statutory a
## 2315 3748 laboratory n
## 2316 3745 federal a
## 2317 3744 captain n
## 2318 3741 deeply adv
## 2319 3739 pour v
## 2320 3739 boss n
## 2321 3738 creature n
## 2322 3735 urge v
## 2323 3733 locate v
## 2324 3732 being n
## 2325 3729 struggle v
## 2326 3727 lifespan n
## 2327 3727 flat a
## 2328 3716 valley n
## 2329 3712 like a
## 2330 3708 guard n
## 2331 3707 emergency n
## 2332 3706 dark n
## 2333 3703 bomb n
## 2334 3700 dollar n
## 2335 3698 efficiency n
## 2336 3696 mood n
## 2337 3696 convert v
## 2338 3691 possession n
## 2339 3690 marketing n
## 2340 3689 please v
## 2341 3680 habit n
## 2342 3677 subsequently adv
## 2343 3672 round n
## 2344 3671 purchase n
## 2345 3665 sort v
## 2346 3654 outside a
## 2347 3654 gradually adv
## 2348 3652 expansion n
## 2349 3651 competitive a
## 2350 3648 co-operation n
## 2351 3647 acceptable a
## 2352 3644 angle n
## 2353 3642 cook v
## 2354 3637 net a
## 2355 3636 sensitive a
## 2356 3635 ratio n
## 2357 3633 kiss v
## 2358 3633 amount v
## 2359 3632 sleep n
## 2360 3631 finance v
## 2361 3631 essentially adv
## 2362 3630 fund v
## 2363 3629 preserve v
## 2364 3621 wedding n
## 2365 3621 personality n
## 2366 3620 bishop n
## 2367 3619 dependent a
## 2368 3614 landscape n
## 2369 3613 pure a
## 2370 3613 mirror n
## 2371 3613 lock v
## 2372 3612 symptom n
## 2373 3612 promotion n
## 2374 3608 global a
## 2375 3607 aside adv
## 2376 3606 tendency n
## 2377 3603 conservation n
## 2378 3601 reply n
## 2379 3599 estimate n
## 2380 3598 qualification n
## 2381 3598 pack v
## 2382 3598 governor n
## 2383 3594 expected a
## 2384 3592 invest v
## 2385 3592 cycle n
## 2386 3592 alright a
## 2387 3590 philosophy n
## 2388 3590 gallery n
## 2389 3588 sad a
## 2390 3585 intervention n
## 2391 3583 emotional a
## 2392 3582 advertising n
## 2393 3579 regard n
## 2394 3579 dance v
## 2395 3579 cigarette n
## 2396 3578 predict v
## 2397 3571 adequate a
## 2398 3564 variable n
## 2399 3563 net n
## 2400 3560 retire v
## 2401 3556 sugar n
## 2402 3556 pale a
## 2403 3556 frequency n
## 2404 3551 guy n
## 2405 3550 feature v
## 2406 3549 furniture n
## 2407 3548 administrative a
## 2408 3547 wooden a
## 2409 3542 input n
## 2410 3541 phenomenon n
## 2411 3540 surprising a
## 2412 3540 jacket n
## 2413 3540 actor n
## 2414 3539 kick v
## 2415 3538 producer n
## 2416 3536 hearing n
## 2417 3535 chip n
## 2418 3533 equation n
## 2419 3533 certificate n
## 2420 3530 hello interjection
## 2421 3525 remarkable a
## 2422 3518 alliance n
## 2423 3516 smoke v
## 2424 3516 awareness n
## 2425 3514 throat n
## 2426 3512 discovery n
## 2427 3511 festival n
## 2428 3503 dance n
## 2429 3502 promise n
## 2430 3500 rose n
## 2431 3498 principal a
## 2432 3498 brilliant a
## 2433 3494 proposed a
## 2434 3489 coach n
## 2435 3489 absolute a
## 2436 3488 drama n
## 2437 3486 recording n
## 2438 3486 precisely adv
## 2439 3484 bath n
## 2440 3481 celebrate v
## 2441 3480 substance n
## 2442 3474 swing v
## 2443 3474 for adv
## 2444 3471 rapid a
## 2445 3470 rough a
## 2446 3467 investor n
## 2447 3464 fire v
## 2448 3463 rank n
## 2449 3461 compete v
## 2450 3460 sweet a
## 2451 3459 decline v
## 2452 3457 rent n
## 2453 3457 dealer n
## 2454 3453 bend v
## 2455 3450 solid a
## 2456 3448 cloud n
## 2457 3439 across adv
## 2458 3434 level a
## 2459 3430 enquiry n
## 2460 3429 fight n
## 2461 3428 abuse n
## 2462 3426 golf n
## 2463 3423 guitar n
## 2464 3422 electronic a
## 2465 3422 cottage n
## 2466 3419 scope n
## 2467 3419 pause v
## 2468 3418 mixture n
## 2469 3418 emotion n
## 2470 3415 comprehensive a
## 2471 3414 shirt n
## 2472 3411 allowance n
## 2473 3407 retirement n
## 2474 3407 breach n
## 2475 3405 infection n
## 2476 3402 resist v
## 2477 3401 qualify v
## 2478 3401 paragraph n
## 2479 3400 sick a
## 2480 3399 near a
## 2481 3396 researcher n
## 2482 3394 consent n
## 2483 3390 written a
## 2484 3385 literary a
## 2485 3385 ill a
## 2486 3384 wet a
## 2487 3383 lake n
## 2488 3375 entrance n
## 2489 3374 peak n
## 2490 3373 successfully adv
## 2491 3372 sand n
## 2492 3372 breathe v
## 2493 3371 cold n
## 2494 3368 cheek n
## 2495 3366 platform n
## 2496 3361 interaction n
## 2497 3356 need modal
## 2498 3354 watch n
## 2499 3353 borrow v
## 2500 3352 birthday n
## 2501 3350 knife n
## 2502 3350 extreme a
## 2503 3346 core n
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## 2505 3344 armed a
## 2506 3343 permission n
## 2507 3339 supreme a
## 2508 3339 overcome v
## 2509 3335 greatly adv
## 2510 3334 visual a
## 2511 3331 lad n
## 2512 3330 genuine a
## 2513 3325 personnel n
## 2514 3323 judgement n
## 2515 3323 exciting a
## 2516 3321 stream n
## 2517 3320 perception n
## 2518 3320 guarantee v
## 2519 3318 disaster n
## 2520 3317 darkness n
## 2521 3316 bid n
## 2522 3309 sake n
## 2523 3309 organize v
## 2524 3306 tourist n
## 2525 3306 policeman n
## 2526 3305 castle n
## 2527 3301 figure v
## 2528 3295 race v
## 2529 3294 demonstration n
## 2530 3291 anger n
## 2531 3280 briefly adv
## 2532 3279 presumably adv
## 2533 3279 clock n
## 2534 3276 hero n
## 2535 3276 expose v
## 2536 3276 custom n
## 2537 3263 maximum a
## 2538 3261 wish n
## 2539 3260 earning n
## 2540 3256 priest n
## 2541 3255 resign v
## 2542 3253 store v
## 2543 3247 widespread a
## 2544 3247 comprise v
## 2545 3245 chamber n
## 2546 3245 acquisition n
## 2547 3244 involved a
## 2548 3242 confident a
## 2549 3236 circuit n
## 2550 3233 radical a
## 2551 3231 detect v
## 2552 3230 stupid a
## 2553 3228 grand a
## 2554 3228 consumption n
## 2555 3227 hold n
## 2556 3223 zone n
## 2557 3223 mean a
## 2558 3218 altogether adv
## 2559 3216 rush v
## 2560 3216 numerous a
## 2561 3215 sink v
## 2562 3215 everywhere adv
## 2563 3215 classical a
## 2564 3213 respectively adv
## 2565 3212 distinct a
## 2566 3210 mad a
## 2567 3210 honour n
## 2568 3209 statistics n
## 2569 3206 FALSE a
## 2570 3204 square n
## 2571 3204 differ v
## 2572 3202 disk n
## 2573 3201 truly adv
## 2574 3200 survival n
## 2575 3200 proud a
## 2576 3198 tower n
## 2577 3198 deposit n
## 2578 3191 pace n
## 2579 3191 compensation n
## 2580 3191 adviser n
## 2581 3184 consultant n
## 2582 3183 drag v
## 2583 3183 advanced a
## 2584 3180 landlord n
## 2585 3179 whenever adv
## 2586 3174 delay n
## 2587 3170 green n
## 2588 3170 car v
## 2589 3169 holder n
## 2590 3167 secret a
## 2591 3166 edition n
## 2592 3165 occupation n
## 2593 3162 agricultural a
## 2594 3160 intelligence n
## 2595 3159 empire n
## 2596 3159 definitely adv
## 2597 3158 negotiate v
## 2598 3158 host n
## 2599 3157 relative n
## 2600 3155 mass a
## 2601 3155 helpful a
## 2602 3155 fellow n
## 2603 3154 sweep v
## 2604 3153 poet n
## 2605 3145 journalist n
## 2606 3145 defeat n
## 2607 3144 unlike prep
## 2608 3137 primarily adv
## 2609 3132 tight a
## 2610 3132 indication n
## 2611 3132 dry v
## 2612 3132 cricket n
## 2613 3131 whisper v
## 2614 3129 routine n
## 2615 3129 print n
## 2616 3129 anxiety n
## 2617 3127 witness n
## 2618 3124 concerning prep
## 2619 3122 mill n
## 2620 3120 gentle a
## 2621 3119 curtain n
## 2622 3118 mission n
## 2623 3117 supplier n
## 2624 3116 basically adv
## 2625 3116 assure v
## 2626 3115 poverty n
## 2627 3112 snow n
## 2628 3111 prayer n
## 2629 3111 pipe n
## 2630 3109 deserve v
## 2631 3108 shift n
## 2632 3107 split v
## 2633 3107 near adv
## 2634 3104 consistent a
## 2635 3104 carpet n
## 2636 3102 ownership n
## 2637 3102 joke n
## 2638 3101 fewer det
## 2639 3099 workshop n
## 2640 3096 salt n
## 2641 3096 aged prep
## 2642 3093 symbol n
## 2643 3091 slide v
## 2644 3090 cross n
## 2645 3088 anxious a
## 2646 3086 tale n
## 2647 3085 preference n
## 2648 3084 inevitably adv
## 2649 3083 mere a
## 2650 3082 behave v
## 2651 3081 gain n
## 2652 3079 nervous a
## 2653 3079 guide v
## 2654 3076 remark n
## 2655 3076 pleased a
## 2656 3074 province n
## 2657 3070 steel n
## 2658 3069 practise v
## 2659 3069 flow v
## 2660 3067 holy a
## 2661 3066 dose n
## 2662 3066 alcohol n
## 2663 3061 guidance n
## 2664 3061 constantly adv
## 2665 3060 climate n
## 2666 3059 enhance v
## 2667 3057 reasonably adv
## 2668 3056 waste v
## 2669 3055 smooth a
## 2670 3054 dominant a
## 2671 3052 conscious a
## 2672 3049 formula n
## 2673 3046 tail n
## 2674 3044 ha interjection
## 2675 3044 electric a
## 2676 3043 sheep n
## 2677 3040 medicine n
## 2678 3039 strategic a
## 2679 3038 disabled a
## 2680 3037 smell n
## 2681 3036 operator n
## 2682 3036 mount v
## 2683 3032 advance v
## 2684 3025 remote a
## 2685 3025 measurement n
## 2686 3019 favour v
## 2687 3018 neither det
## 2688 3018 architecture n
## 2689 3015 worth n
## 2690 3015 tie n
## 2691 3011 barrier n
## 2692 3010 practitioner n
## 2693 3010 outstanding a
## 2694 3010 enthusiasm n
## 2695 3008 theoretical a
## 2696 3006 implementation n
## 2697 3005 worried a
## 2698 3003 pitch n
## 2699 3002 drop n
## 2700 3001 phone v
## 2701 2998 shape v
## 2702 2998 clinical a
## 2703 2997 lane n
## 2704 2996 apple n
## 2705 2994 catalogue n
## 2706 2993 tip n
## 2707 2993 publisher n
## 2708 2993 opponent n
## 2709 2989 live a
## 2710 2988 burden n
## 2711 2987 tackle v
## 2712 2987 historian n
## 2713 2987 bury v
## 2714 2985 stomach n
## 2715 2984 percentage n
## 2716 2983 evaluation n
## 2717 2981 outline v
## 2718 2980 talent n
## 2719 2980 lend v
## 2720 2977 silver n
## 2721 2976 pack n
## 2722 2976 fun n
## 2723 2975 democrat n
## 2724 2973 fortune n
## 2725 2970 storage n
## 2726 2969 professional n
## 2727 2967 reserve n
## 2728 2963 interval n
## 2729 2961 dimension n
## 2730 2960 honest a
## 2731 2960 awful a
## 2732 2955 manufacture v
## 2733 2955 confusion n
## 2734 2948 pink a
## 2735 2948 impressive a
## 2736 2942 satisfaction n
## 2737 2940 visible a
## 2738 2940 vessel n
## 2739 2939 stand n
## 2740 2939 curve n
## 2741 2936 pot n
## 2742 2931 replacement n
## 2743 2928 accurate a
## 2744 2927 mortgage n
## 2745 2926 salary n
## 2746 2926 impress v
## 2747 2926 constitutional a
## 2748 2922 emphasise v
## 2749 2922 developing a
## 2750 2921 proof n
## 2751 2918 furthermore adv
## 2752 2917 dish n
## 2753 2915 interview v
## 2754 2914 considerably adv
## 2755 2913 distant a
## 2756 2912 lower v
## 2757 2912 favourite n
## 2758 2911 tear v
## 2759 2909 fixed a
## 2760 2898 by adv
## 2761 2895 luck n
## 2762 2895 count n
## 2763 2892 precise a
## 2764 2891 determination n
## 2765 2885 bite v
## 2766 2884 dear interjection
## 2767 2884 consultation n
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## 2769 2881 residential a
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## 3378 2105 temple n
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## 3421 2059 trap v
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## 3425 2054 traditionally adv
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## 3427 2052 upstairs adv
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## 3468 2016 widow n
## 3469 2016 discrimination n
## 3470 2016 bloody adv
## 3471 2013 ruling a
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## 3473 2012 nonetheless adv
## 3474 2012 myth n
## 3475 2012 episode n
## 3476 2012 drift v
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## 3478 2008 terrace n
## 3479 2007 uncertain a
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## 3503 1980 physically adv
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## 3535 1958 desperately adv
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## 3540 1954 lightly adv
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## 3551 1941 seminar n
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## 3695 1849 subsidy n
## 3696 1849 content a
## 3697 1848 toy n
## 3698 1848 darling n
## 3699 1847 decent a
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## 3701 1846 forever adv
## 3702 1845 skirt n
## 3703 1845 coordinate v
## 3704 1842 tactic n
## 3705 1842 influential a
## 3706 1842 import v
## 3707 1842 accent n
## 3708 1841 compound n
## 3709 1841 bastard n
## 3710 1840 ingredient n
## 3711 1840 dull a
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## 3714 1835 faint a
## 3715 1833 ghost n
## 3716 1832 sculpture n
## 3717 1832 ridiculous a
## 3718 1832 diagnosis n
## 3719 1830 delegate n
## 3720 1829 neat a
## 3721 1829 kit n
## 3722 1828 lion n
## 3723 1828 dialogue n
## 3724 1827 repair v
## 3725 1826 tray n
## 3726 1825 fantasy n
## 3727 1824 leave n
## 3728 1823 export v
## 3729 1822 forth adv
## 3730 1821 lamp n
## 3731 1820 allege v
## 3732 1819 pavement n
## 3733 1819 brand n
## 3734 1817 constable n
## 3735 1817 compromise n
## 3736 1816 flag n
## 3737 1815 filter n
## 3738 1814 reign n
## 3739 1814 execute v
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## 3741 1811 merit n
## 3742 1810 diagram n
## 3743 1809 wool n
## 3744 1809 organism n
## 3745 1809 elegant a
## 3746 1808 red n
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## 3748 1807 lesser a
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## 3751 1806 improved a
## 3752 1805 locally adv
## 3753 1805 entity n
## 3754 1804 rape n
## 3755 1802 secure a
## 3756 1802 descend v
## 3757 1802 backwards adv
## 3758 1801 peer v
## 3759 1801 excuse v
## 3760 1800 genetic a
## 3761 1799 fold v
## 3762 1798 portfolio n
## 3763 1798 consensus n
## 3764 1796 thesis n
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## 3766 1795 nest n
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## 3770 1794 tip v
## 3771 1794 lung n
## 3772 1794 delegation n
## 3773 1793 outside n
## 3774 1793 heating n
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## 3776 1791 instinct n
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## 3778 1790 lonely a
## 3779 1789 residence n
## 3780 1789 radiation n
## 3781 1789 extract v
## 3782 1788 concession n
## 3783 1788 autonomy n
## 3784 1787 norm n
## 3785 1787 musician n
## 3786 1787 graduate n
## 3787 1786 glory n
## 3788 1786 bear n
## 3789 1785 persist v
## 3790 1784 rescue v
## 3791 1784 equip v
## 3792 1783 partial a
## 3793 1783 officially adv
## 3794 1783 capability n
## 3795 1782 worry n
## 3796 1782 liberation n
## 3797 1781 hunt v
## 3798 1781 daily adv
## 3799 1780 heel n
## 3800 1780 contract v
## 3801 1778 update v
## 3802 1778 assign v
## 3803 1777 spring v
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## 3809 1775 happily adv
## 3810 1773 spectrum n
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## 3816 1771 damp a
## 3817 1770 simultaneously adv
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## 3819 1769 casual a
## 3820 1768 sphere n
## 3821 1768 precious a
## 3822 1767 sword n
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## 3824 1767 bean n
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## 3827 1766 changing a
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## 3830 1765 besides adv
## 3831 1763 unite v
## 3832 1763 severely adv
## 3833 1762 separately adv
## 3834 1762 instruct v
## 3835 1762 insert v
## 3836 1761 go n
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## 3838 1760 brave a
## 3839 1757 tutor n
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## 3845 1755 downstairs adv
## 3846 1755 cafe n
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## 3867 1742 digital a
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## 3880 1734 safely adv
## 3881 1732 harsh a
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## 3891 1727 crack n
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## 3912 1711 substantially adv
## 3913 1711 occupational a
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## 3921 1704 disclose v
## 3922 1703 exclusively adv
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## 3929 1697 clay n
## 3930 1696 firstly adv
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## 3932 1695 politically adv
## 3933 1693 terminal n
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## 3935 1690 coup n
## 3936 1690 ambulance n
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## 3946 1681 steadily adv
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## 3958 1675 scarcely adv
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## 3964 1671 wide adv
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## 3966 1670 double n
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## 3975 1663 solely adv
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## 3985 1657 kick n
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## 4008 1645 spin v
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## 4011 1644 consistently adv
## 4012 1642 technological a
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## 4014 1642 medal n
## 4015 1642 diamond n
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## 4027 1636 chin n
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## 4035 1628 slam v
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## 4041 1626 elbow n
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## 4043 1625 warm v
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## 4047 1624 adjacent a
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## 4051 1622 predecessor n
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## 4056 1621 clash n
## 4057 1621 assemble v
## 4058 1621 arrow n
## 4059 1620 nowadays adv
## 4060 1620 giant a
## 4061 1619 waiting n
## 4062 1619 tap n
## 4063 1619 shit n
## 4064 1616 sandwich n
## 4065 1615 vanish v
## 4066 1615 commerce n
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## 4068 1614 post-war a
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## 4071 1611 collar n
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## 4076 1609 upwards adv
## 4077 1609 transmission n
## 4078 1608 instantly adv
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## 4081 1605 geographical a
## 4082 1605 fist n
## 4083 1605 abstract a
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## 4091 1602 broadly adv
## 4092 1601 affection n
## 4093 1600 dawn n
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## 4097 1595 trap n
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## 4102 1591 fortunately adv
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## 4107 1588 venue n
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## 4134 1568 poster n
## 4135 1568 hitherto adv
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## 4147 1562 coloured a
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## 4150 1561 reduced a
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## 4156 1559 shared a
## 4157 1558 ladder n
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## 4160 1556 invariably adv
## 4161 1555 smash v
## 4162 1555 shield n
## 4163 1555 heat v
## 4164 1554 surgeon n
## 4165 1554 centre v
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## 4171 1552 ruler n
## 4172 1552 biscuit n
## 4173 1551 workstation n
## 4174 1551 prey n
## 4175 1551 manual n
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## 4179 1548 tax v
## 4180 1548 pope n
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## 4182 1547 adult a
## 4183 1546 rush n
## 4184 1545 blanket n
## 4185 1544 republican n
## 4186 1544 referendum n
## 4187 1544 palm n
## 4188 1544 nearby adv
## 4189 1544 mix n
## 4190 1544 devil n
## 4191 1544 adoption n
## 4192 1543 workforce n
## 4193 1543 segment n
## 4194 1542 regardless adv
## 4195 1542 contractor n
## 4196 1541 portion n
## 4197 1541 differently adv
## 4198 1541 deposit v
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## 4200 1540 prediction n
## 4201 1540 oven n
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## 4203 1540 liver n
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## 4205 1540 beam n
## 4206 1538 signature n
## 4207 1538 limb n
## 4208 1537 verdict n
## 4209 1536 dramatically adv
## 4210 1536 container n
## 4211 1536 aunt n
## 4212 1535 dock n
## 4213 1534 submission n
## 4214 1533 arm v
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## 4217 1531 boring a
## 4218 1530 electron n
## 4219 1529 drum n
## 4220 1528 wisdom n
## 4221 1528 antibody n
## 4222 1527 unlike a
## 4223 1527 terrorist n
## 4224 1527 post v
## 4225 1527 circulation n
## 4226 1527 alteration n
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## 4228 1526 ambitious a
## 4229 1525 socially adv
## 4230 1524 riot n
## 4231 1524 petition n
## 4232 1524 fox n
## 4233 1523 recruitment n
## 4234 1522 well-known a
## 4235 1522 top v
## 4236 1522 service v
## 4237 1519 flood v
## 4238 1518 taste v
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## 4240 1517 helicopter n
## 4241 1517 correspondence n
## 4242 1516 ye pron
## 4243 1516 beef n
## 4244 1515 overall adv
## 4245 1515 lighting n
## 4246 1515 harbour n
## 4247 1514 empirical a
## 4248 1513 shallow a
## 4249 1512 seal v
## 4250 1512 decrease v
## 4251 1512 constituent n
## 4252 1511 exam n
## 4253 1510 toe n
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## 4255 1509 thrust v
## 4256 1509 bureaucracy n
## 4257 1508 wrist n
## 4258 1508 nut n
## 4259 1507 plain n
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## 4261 1506 evil n
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## 4265 1504 dealing n
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## 4267 1502 reassure v
## 4268 1502 model v
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## 4270 1502 initial n
## 4271 1501 suspension n
## 4272 1501 respondent n
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## 4281 1497 tile n
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## 4285 1496 strand n
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## 4287 1495 stuff v
## 4288 1495 seldom adv
## 4289 1495 coming a
## 4290 1494 cab n
## 4291 1493 grandfather n
## 4292 1493 flash v
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## 4294 1493 actively adv
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## 4299 1489 remarkably adv
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## 4303 1488 flood n
## 4304 1488 defect n
## 4305 1487 surplus n
## 4306 1487 champagne n
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## 4309 1484 welcome n
## 4310 1484 rejection n
## 4311 1484 discipline v
## 4312 1483 halt v
## 4313 1483 electronics n
## 4314 1483 administrator n
## 4315 1482 sentence v
## 4316 1482 ill adv
## 4317 1482 contradiction n
## 4318 1481 nail n
## 4319 1479 senior n
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## 4321 1479 colonial a
## 4322 1476 primitive a
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## 4327 1474 intellectual n
## 4328 1474 imprisonment n
## 4329 1474 coincide v
## 4330 1473 sympathetic a
## 4331 1473 atom n
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## 4335 1472 favourable a
## 4336 1472 dissolve v
## 4337 1471 tightly adv
## 4338 1471 surrounding n
## 4339 1471 soup n
## 4340 1471 encounter n
## 4341 1471 abortion n
## 4342 1470 grasp v
## 4343 1470 custody n
## 4344 1470 composer n
## 4345 1470 charm n
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## 4347 1469 metropolitan a
## 4348 1468 waist n
## 4349 1468 equality n
## 4350 1466 tribute n
## 4351 1466 bearing n
## 4352 1466 auction n
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## 4354 1465 manufacture n
## 4355 1465 horn n
## 4356 1465 barn n
## 4357 1464 mayor n
## 4358 1464 emperor n
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## 4360 1462 integrated a
## 4361 1462 conscience n
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## 4363 1461 grandmother n
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## 4365 1460 profound a
## 4366 1459 takeover n
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## 4368 1458 effect v
## 4369 1458 dolphin n
## 4370 1457 fortnight n
## 4371 1457 elephant n
## 4372 1456 seal n
## 4373 1455 spoil v
## 4374 1455 plea n
## 4375 1455 forwards adv
## 4376 1455 breeze n
## 4377 1454 prevention n
## 4378 1453 mineral n
## 4379 1452 runner n
## 4380 1451 pin v
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## 4382 1450 thereafter adv
## 4383 1449 quid n
## 4384 1449 owl n
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## 4386 1448 orange a
## 4387 1448 draft v
## 4388 1447 reportedly adv
## 4389 1447 hedge n
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## 4392 1446 position v
## 4393 1445 thief n
## 4394 1444 tomato n
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## 4396 1443 evidently adv
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## 4399 1442 resulting a
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## 4401 1441 peculiar a
## 4402 1441 killing n
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## 4412 1434 slide n
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## 4419 1430 bold a
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## 4423 1427 earl n
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## 4427 1426 extended a
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## 4434 1423 taxpayer n
## 4435 1423 corruption n
## 4436 1423 accurately adv
## 4437 1421 honour v
## 4438 1421 depict v
## 4439 1420 pencil n
## 4440 1420 drown v
## 4441 1419 stem n
## 4442 1419 lump n
## 4443 1419 applicable a
## 4444 1418 rate v
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## 4446 1418 immense a
## 4447 1418 goodness n
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## 4452 1416 calm a
## 4453 1415 onwards adv
## 4454 1415 omit v
## 4455 1414 genuinely adv
## 4456 1414 excite v
## 4457 1413 dreadful a
## 4458 1413 cave n
## 4459 1412 revelation n
## 4460 1412 grief n
## 4461 1412 erect v
## 4462 1411 tuck v
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## 4464 1411 barrel n
## 4465 1410 lawn n
## 4466 1410 hut n
## 4467 1409 swing n
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## 4469 1409 ruin v
## 4470 1408 slice n
## 4471 1407 transmit v
## 4472 1407 thigh n
## 4473 1407 practically adv
## 4474 1407 dedicate v
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## 4477 1406 albeit conj
## 4478 1405 sound a
## 4479 1404 nurse v
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## 4484 1403 obstacle n
## 4485 1403 motorway n
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## 4487 1403 counselling n
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## 4490 1401 bucket n
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## 4499 1396 inspiration n
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## 4519 1388 cruel a
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## 4521 1387 accused a
## 4522 1386 supplement n
## 4523 1386 fucking adv
## 4524 1386 forecast n
## 4525 1386 amend v
## 4526 1385 soap n
## 4527 1384 ruling n
## 4528 1381 interference n
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## 4533 1378 strain v
## 4534 1378 novel a
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## 4537 1376 rising a
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## 4539 1376 minus prep
## 4540 1376 kilometre n
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## 4544 1375 beneficial a
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## 4546 1374 deprive v
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## 4550 1370 verb n
## 4551 1370 honestly adv
## 4552 1369 extract n
## 4553 1368 straw n
## 4554 1368 stem v
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## 4563 1366 farming n
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## 4565 1365 librarian n
## 4566 1365 injection n
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## 4571 1363 thumb n
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## 4573 1363 ankle n
## 4574 1360 psychologist n
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## 4577 1359 deliberate a
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## 4580 1358 rightly adv
## 4581 1358 representative a
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## 4584 1357 marble n
## 4585 1357 bow n
## 4586 1356 plunge v
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## 4591 1355 middle-class a
## 4592 1355 grip v
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## 4595 1354 passive a
## 4596 1354 decoration n
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## 5496 1012 adjective n
## 5497 1011 straighten v
## 5498 1011 restrain v
## 5499 1011 monarchy n
## 5500 1009 trunk n
## 5501 1009 herd n
## 5502 1008 deadline n
## 5503 1007 tiger n
## 5504 1007 supporting a
## 5505 1007 moderate a
## 5506 1007 kneel v
## 5507 1007 ego n
## 5508 1006 sexually adv
## 5509 1006 ministerial a
## 5510 1006 bitch n
## 5511 1005 wheat n
## 5512 1005 stagger v
## 5513 1005 snake n
## 5514 1005 ribbon n
## 5515 1004 mainland n
## 5516 1004 fisherman n
## 5517 1004 economically adv
## 5518 1003 unwilling a
## 5519 1003 nationalism n
## 5520 1003 knitting n
## 5521 1003 irony n
## 5522 1003 handling n
## 5523 1003 desired a
## 5524 1003 bomber n
## 5525 1002 voltage n
## 5526 1002 unusually adv
## 5527 1002 toast n
## 5528 1001 feel n
## 5529 1000 suffering n
## 5530 1000 polish v
## 5531 999 technically adv
## 5532 999 meaningful a
## 5533 999 aloud adv
## 5534 998 waiter n
## 5535 998 tease v
## 5536 998 opposite adv
## 5537 998 goat n
## 5538 998 conceptual a
## 5539 998 ant n
## 5540 997 inflict v
## 5541 997 bowler n
## 5542 996 roar v
## 5543 996 drain n
## 5544 995 wrong n
## 5545 995 galaxy n
## 5546 995 aluminium n
## 5547 994 receptor n
## 5548 994 preach v
## 5549 994 parade n
## 5550 994 opposite n
## 5551 994 critique n
## 5552 993 query n
## 5553 992 outset n
## 5554 992 integral a
## 5555 992 grammatical a
## 5556 991 testing n
## 5557 991 patrol n
## 5558 991 pad n
## 5559 990 unreasonable a
## 5560 990 sausage n
## 5561 990 criminal n
## 5562 990 constructive a
## 5563 989 worldwide a
## 5564 989 highlight n
## 5565 989 doll n
## 5566 988 frightened a
## 5567 988 biography n
## 5568 987 vocabulary n
## 5569 987 offend v
## 5570 987 accumulation n
## 5571 986 linen n
## 5572 986 fairy n
## 5573 986 disco n
## 5574 985 hint v
## 5575 984 versus prep
## 5576 984 ray n
## 5577 984 pottery n
## 5578 984 immune a
## 5579 983 retreat n
## 5580 983 master v
## 5581 983 injured a
## 5582 983 holly n
## 5583 983 battle v
## 5584 982 solidarity n
## 5585 982 embarrassing a
## 5586 982 cargo n
## 5587 981 theorist n
## 5588 981 reluctantly adv
## 5589 981 preferred a
## 5590 981 dash v
## 5591 980 total v
## 5592 980 reconcile v
## 5593 980 drill n
## 5594 980 credibility n
## 5595 980 copyright n
## 5596 980 beard n
## 5597 980 bang n
## 5598 979 vigorous a
## 5599 979 vaguely adv
## 5600 979 punch v
## 5601 979 prevalence n
## 5602 978 uneasy a
## 5603 978 boost n
## 5604 977 scrap n
## 5605 977 ironically adv
## 5606 977 fog n
## 5607 977 faithful a
## 5608 977 bounce v
## 5609 977 batch n
## 5610 976 smooth v
## 5611 976 sleeping a
## 5612 976 poorly adv
## 5613 976 accord v
## 5614 975 vice-president n
## 5615 975 duly adv
## 5616 975 blast n
## 5617 974 square v
## 5618 974 prohibit v
## 5619 974 brake n
## 5620 974 asylum n
## 5621 973 obscure v
## 5622 973 nun n
## 5623 973 heap n
## 5624 972 smoothly adv
## 5625 972 rhetoric n
## 5626 972 privileged a
## 5627 972 liaison n
## 5628 972 jockey n
## 5629 972 concrete n
## 5630 972 allied a
## 5631 971 rob v
## 5632 971 indulge v
## 5633 971 except prep
## 5634 971 distort v
## 5635 970 whatsoever det
## 5636 970 viable a
## 5637 970 nucleus n
## 5638 970 exaggerate v
## 5639 970 compact n
## 5640 969 nationality n
## 5641 969 direct adv
## 5642 969 cast n
## 5643 969 altar n
## 5644 968 refuge n
## 5645 968 presently adv
## 5646 968 mandatory a
## 5647 968 authorise v
## 5648 968 accomplish v
## 5649 967 startle v
## 5650 967 indigenous a
## 5651 966 worse adv
## 5652 966 retailer n
## 5653 966 compound v
## 5654 966 admiration n
## 5655 966 absurd a
## 5656 965 coincidence n
## 5657 964 principally adv
## 5658 964 passport n
## 5659 964 depot n
## 5660 963 soften v
## 5661 963 secretion n
## 5662 963 invoke v
## 5663 963 dirt n
## 5664 962 scared a
## 5665 962 mug n
## 5666 962 convenience n
## 5667 962 calm n
## 5668 961 optional a
## 5669 960 unsuccessful a
## 5670 960 consistency n
## 5671 959 umbrella n
## 5672 959 solo n
## 5673 959 hemisphere n
## 5674 959 extreme n
## 5675 959 brandy n
## 5676 959 belly n
## 5677 959 attachment n
## 5678 958 wash n
## 5679 958 uncover v
## 5680 958 treat n
## 5681 958 repeated a
## 5682 958 pine n
## 5683 958 offspring n
## 5684 958 communism n
## 5685 957 nominate v
## 5686 956 soar v
## 5687 956 geological a
## 5688 956 frog n
## 5689 956 donate v
## 5690 956 co-operative a
## 5691 955 nicely adv
## 5692 955 innocence n
## 5693 955 housewife n
## 5694 955 disguise v
## 5695 955 demolish v
## 5696 955 counsel n
## 5697 955 cord n
## 5698 954 semi-final n
## 5699 954 reasoning n
## 5700 954 litre n
## 5701 954 inclined a
## 5702 953 evoke v
## 5703 953 courtyard n
## 5704 952 arena n
## 5705 951 simplicity n
## 5706 951 inhibition n
## 5707 951 frozen a
## 5708 950 vacuum n
## 5709 950 immigrant n
## 5710 950 bet n
## 5711 949 revenge n
## 5712 949 jail v
## 5713 949 helmet n
## 5714 948 unclear a
## 5715 948 jerk v
## 5716 948 disruption n
## 5717 948 attainment n
## 5718 947 sip v
## 5719 947 program v
## 5720 947 lunchtime n
## 5721 947 cult n
## 5722 947 chat n
## 5723 947 accord n
## 5724 946 supposedly adv
## 5725 946 offering n
## 5726 946 broadcast n
## 5727 945 secular a
## 5728 945 overwhelm v
## 5729 945 momentum n
## 5730 945 infinite a
## 5731 944 manipulation n
## 5732 944 inquest n
## 5733 944 decrease n
## 5734 944 cellar n
## 5735 943 counsellor n
## 5736 943 avenue n
## 5737 942 rubber a
## 5738 942 labourer n
## 5739 942 lab n
## 5740 942 damn v
## 5741 942 comfortably adv
## 5742 941 tense a
## 5743 941 socket n
## 5744 941 par n
## 5745 940 thrust n
## 5746 940 scenario n
## 5747 940 frankly adv
## 5748 939 slap v
## 5749 939 recreation n
## 5750 939 rank v
## 5751 938 spy n
## 5752 938 filter v
## 5753 938 clearance n
## 5754 938 blessing n
## 5755 937 embryo n
## 5756 936 varied a
## 5757 936 predictable a
## 5758 936 mutation n
## 5759 936 equal v
## 5760 936 can v
## 5761 936 burst n
## 5762 935 retrieve v
## 5763 935 elder n
## 5764 934 rehearsal n
## 5765 933 optical a
## 5766 932 hurry n
## 5767 932 conflict v
## 5768 932 combat v
## 5769 932 absorption n
## 5770 931 ion n
## 5771 930 wrong adv
## 5772 930 heroin n
## 5773 930 bake v
## 5774 929 x-ray n
## 5775 929 vector n
## 5776 929 stolen a
## 5777 929 sacrifice v
## 5778 929 robbery n
## 5779 929 probe v
## 5780 929 organizational a
## 5781 929 chalk n
## 5782 929 bourgeois a
## 5783 928 villager n
## 5784 928 morale n
## 5785 928 express a
## 5786 928 climb n
## 5787 927 notify v
## 5788 927 jam n
## 5789 927 bureaucratic a
## 5790 926 literacy n
## 5791 926 frustrate v
## 5792 925 freight n
## 5793 925 clearing n
## 5794 925 aviation n
## 5795 924 legislature n
## 5796 924 curiously adv
## 5797 924 banana n
## 5798 923 deploy v
## 5799 922 passionate a
## 5800 922 monastery n
## 5801 922 kettle n
## 5802 922 enjoyable a
## 5803 922 diagnose v
## 5804 921 quantitative a
## 5805 921 distortion n
## 5806 920 monarch n
## 5807 920 kindly adv
## 5808 920 glow v
## 5809 920 acquaintance n
## 5810 919 unexpectedly adv
## 5811 919 handy a
## 5812 919 deprivation n
## 5813 919 attacker n
## 5814 919 assault v
## 5815 918 screening n
## 5816 918 retired a
## 5817 918 quick adv
## 5818 918 portable a
## 5819 918 hostage n
## 5820 917 underneath prep
## 5821 917 jealous a
## 5822 916 proportional a
## 5823 916 gown n
## 5824 916 chimney n
## 5825 916 bleak a
## 5826 915 seasonal a
## 5827 915 plasma n
## 5828 914 stunning a
## 5829 914 spray n
## 5830 914 referral n
## 5831 914 promptly adv
## 5832 914 fluctuation n
## 5833 914 decorative a
## 5834 913 unrest n
## 5835 913 resent v
## 5836 913 plaster n
## 5837 913 chew v
## 5838 912 grouping n
## 5839 912 gospel n
## 5840 912 distributor n
## 5841 912 differentiation n
## 5842 912 blonde a
## 5843 912 aquarium n
## 5844 911 witch n
## 5845 911 renewed a
## 5846 911 jar n
## 5847 911 approved a
## 5848 911 advocate n
## 5849 910 worrying a
## 5850 910 minimise v
## 5851 910 footstep n
## 5852 909 delete v
## 5853 908 underneath adv
## 5854 908 lone a
## 5855 908 level v
## 5856 908 exceptionally adv
## 5857 908 drift n
## 5858 907 spider n
## 5859 907 hectare n
## 5860 907 colonel n
## 5861 906 swimming n
## 5862 906 realism n
## 5863 906 insider n
## 5864 906 hobby n
## 5865 906 computing n
## 5866 905 infrastructure n
## 5867 904 co-operate v
## 5868 904 burn n
## 5869 903 cereal n
## 5870 902 fold n
## 5871 902 compromise v
## 5872 902 boxing n
## 5873 901 rear v
## 5874 901 lick v
## 5875 901 constrain v
## 5876 901 clerical a
## 5877 900 hire n
## 5878 900 contend v
## 5879 900 amateur n
## 5880 899 instrumental a
## 5881 898 terminal a
## 5882 898 electorate n
## 5883 898 congratulate v
## 5884 898 balanced a
## 5885 897 manufacturing n
## 5886 896 split n
## 5887 896 domination n
## 5888 896 blink v
## 5889 896 bleed v
## 5890 895 unlawful a
## 5891 895 precedent n
## 5892 895 notorious a
## 5893 895 indoor a
## 5894 894 upgrade v
## 5895 893 trench n
## 5896 893 therapist n
## 5897 893 illuminate v
## 5898 893 bargain v
## 5899 892 warranty n
## 5900 892 scar v
## 5901 892 consortium n
## 5902 892 anger v
## 5903 891 insure v
## 5904 891 extensively adv
## 5905 891 appropriately adv
## 5906 890 spoon n
## 5907 890 sideways adv
## 5908 890 enhanced a
## 5909 890 disrupt v
## 5910 889 satisfied a
## 5911 889 precaution n
## 5912 889 kite n
## 5913 889 instant n
## 5914 889 gig n
## 5915 889 continuously adv
## 5916 889 consolidate v
## 5917 888 fountain n
## 5918 887 graduate v
## 5919 887 gloom n
## 5920 887 bite n
## 5921 886 structure v
## 5922 886 noun n
## 5923 886 nomination n
## 5924 886 armchair n
## 5925 885 virtual a
## 5926 885 unprecedented a
## 5927 885 tumble v
## 5928 885 ski n
## 5929 885 architectural a
## 5930 884 violation n
## 5931 884 rocket n
## 5932 884 inject v
## 5933 884 departmental a
## 5934 883 row v
## 5935 883 luxury a
## 5936 883 fax n
## 5937 883 deer n
## 5938 883 climber n
## 5939 882 photographic a
## 5940 882 haunt v
## 5941 882 fiercely adv
## 5942 882 dining n
## 5943 881 sodium n
## 5944 881 gossip n
## 5945 881 bundle n
## 5946 881 bend n
## 5947 880 recruit n
## 5948 880 hen n
## 5949 880 fragile a
## 5950 880 deteriorate v
## 5951 880 dependency n
## 5952 879 swift a
## 5953 879 scramble v
## 5954 879 overview n
## 5955 879 imprison v
## 5956 878 trolley n
## 5957 878 rotation n
## 5958 878 denial n
## 5959 878 boiler n
## 5960 878 amp n
## 5961 877 trivial a
## 5962 877 shout n
## 5963 877 overtake v
## 5964 877 make n
## 5965 877 hunter n
## 5966 877 guess n
## 5967 877 doubtless adv
## 5968 876 syllable n
## 5969 876 obscure a
## 5970 876 mould n
## 5971 876 limestone n
## 5972 876 leak v
## 5973 876 beneficiary n
## 5974 875 veteran n
## 5975 875 surplus a
## 5976 875 manifestation n
## 5977 874 vicar n
## 5978 874 textbook n
## 5979 874 novelist n
## 5980 874 halfway adv
## 5981 874 contractual a
## 5982 873 swap v
## 5983 873 guild n
## 5984 872 ulcer n
## 5985 872 slab n
## 5986 872 detector n
## 5987 872 detection n
## 5988 872 cough v
## 5989 871 whichever det
## 5990 871 spelling n
## 5991 871 lender n
## 5992 871 glow n
## 5993 870 raised a
## 5994 870 prolonged a
## 5995 869 voucher n
## 5996 869 t-shirt n
## 5997 869 linger v
## 5998 869 humble a
## 5999 869 honey n
## 6000 868 scream n
## 6001 868 postcard n
## 6002 868 managing a
## 6003 868 alien a
## 6004 867 trouble v
## 6005 867 reverse n
## 6006 867 odour n
## 6007 866 fundamentally adv
## 6008 866 discount v
## 6009 866 blast v
## 6010 865 syntactic a
## 6011 865 scrape v
## 6012 865 residue n
## 6013 865 procession n
## 6014 865 pioneer n
## 6015 865 intercourse n
## 6016 865 deter v
## 6017 865 deadly a
## 6018 865 complement v
## 6019 864 restrictive a
## 6020 864 nitrogen n
## 6021 864 citizenship n
## 6022 863 pedestrian n
## 6023 863 detention n
## 6024 862 wagon n
## 6025 862 microphone n
## 6026 862 hastily adv
## 6027 862 fixture n
## 6028 862 choke v
## 6029 861 wet v
## 6030 861 weed n
## 6031 861 programming n
## 6032 861 power v
## 6033 861 nationally adv
## 6034 861 dozen n
## 6035 861 carrot n
## 6036 861 bulletin n
## 6037 860 wording n
## 6038 860 vicious a
## 6039 860 urgency n
## 6040 860 spoken a
## 6041 860 skeleton n
## 6042 859 motorist n
## 6043 859 interactive a
## 6044 859 compute v
## 6045 858 whip n
## 6046 858 urgently adv
## 6047 857 telly n
## 6048 857 shrub n
## 6049 857 porter n
## 6050 857 ethics n
## 6051 857 banner n
## 6052 856 velvet n
## 6053 856 omission n
## 6054 856 hook v
## 6055 856 gallon n
## 6056 856 financially adv
## 6057 855 superintendent n
## 6058 855 plug v
## 6059 855 continuation n
## 6060 854 reliance n
## 6061 854 justified a
## 6062 854 fool v
## 6063 854 detain v
## 6064 854 damaging a
## 6065 853 orbit n
## 6066 853 mains n
## 6067 853 discard v
## 6068 853 dine v
## 6069 853 compartment n
## 6070 852 revised a
## 6071 852 privatization n
## 6072 852 memorable a
## 6073 852 lately adv
## 6074 852 distributed a
## 6075 852 disperse v
## 6076 852 blame n
## 6077 852 basement n
## 6078 851 slump v
## 6079 851 puzzle v
## 6080 851 monitoring n
## 6081 850 talented a
## 6082 850 nominal a
## 6083 850 mushroom n
## 6084 850 instructor n
## 6085 850 fork n
## 6086 850 board v
## 6087 849 want n
## 6088 849 disposition n
## 6089 849 cemetery n
## 6090 849 attempted a
## 6091 848 nephew n
## 6092 848 magical a
## 6093 848 ivory n
## 6094 848 hospitality n
## 6095 848 besides prep
## 6096 848 astonishing a
## 6097 847 tract n
## 6098 847 proprietor n
## 6099 847 license v
## 6100 847 differential a
## 6101 847 affinity n
## 6102 846 talking n
## 6103 846 royalty n
## 6104 846 neglect n
## 6105 846 irrespective a
## 6106 845 whip v
## 6107 845 sticky a
## 6108 845 regret n
## 6109 845 incapable a
## 6110 845 franchise n
## 6111 845 dentist n
## 6112 845 contrary n
## 6113 844 profitability n
## 6114 844 enthusiast n
## 6115 844 crop v
## 6116 843 utter v
## 6117 843 pile v
## 6118 843 pier n
## 6119 843 dome n
## 6120 843 bubble n
## 6121 842 treasurer n
## 6122 842 stocking n
## 6123 842 sanctuary n
## 6124 842 ascertain v
## 6125 842 arc n
## 6126 841 quest n
## 6127 841 mole n
## 6128 841 marathon n
## 6129 841 feast n
## 6130 841 crouch v
## 6131 840 storm v
## 6132 840 hardship n
## 6133 840 entitlement n
## 6134 840 circular n
## 6135 839 walking a
## 6136 839 strap n
## 6137 839 sore a
## 6138 839 complementary a
## 6139 838 understandable a
## 6140 838 noticeable a
## 6141 838 mankind n
## 6142 838 majesty n
## 6143 838 course adv
## 6144 837 pigeon n
## 6145 837 goalkeeper n
## 6146 837 ambiguous a
## 6147 836 walker n
## 6148 836 virgin n
## 6149 836 prestige n
## 6150 836 preoccupation n
## 6151 835 upset a
## 6152 835 municipal a
## 6153 835 groan v
## 6154 835 craftsman n
## 6155 835 anticipation n
## 6156 834 revise v
## 6157 834 knock n
## 6158 834 infect v
## 6159 834 denounce v
## 6160 834 confession n
## 6161 833 turkey n
## 6162 833 toll n
## 6163 833 pal n
## 6164 832 transcription n
## 6165 832 sulphur n
## 6166 832 provisional a
## 6167 832 hug v
## 6168 831 particular n
## 6169 831 intent a
## 6170 831 fascinate v
## 6171 831 conductor n
## 6172 830 feasible a
## 6173 829 vacant a
## 6174 829 trait n
## 6175 829 meadow n
## 6176 829 creed n
## 6177 828 unfamiliar a
## 6178 828 optimism n
## 6179 827 wary a
## 6180 827 twist n
## 6181 827 sweet n
## 6182 827 substantive a
## 6183 827 excavation n
## 6184 827 destiny n
## 6185 826 thick adv
## 6186 826 pasture n
## 6187 826 archaeological a
## 6188 825 tick v
## 6189 825 profit v
## 6190 825 pat v
## 6191 825 papal a
## 6192 825 cultivate v
## 6193 825 awake v
## 6194 824 trained a
## 6195 824 civic a
## 6196 823 voyage n
## 6197 823 siege n
## 6198 823 enormously adv
## 6199 823 distract v
## 6200 822 stroll v
## 6201 822 jewel n
## 6202 822 immediately conj
## 6203 822 honourable a
## 6204 822 helpless a
## 6205 822 hay n
## 6206 822 expel v
## 6207 822 eternal a
## 6208 822 demonstrator n
## 6209 822 correction n
## 6210 822 civilization n
## 6211 822 ample a
## 6212 821 retention n
## 6213 821 rehabilitation n
## 6214 821 premature a
## 6215 821 encompass v
## 6216 821 distinctly adv
## 6217 821 diplomat n
## 6218 821 articulate v
## 6219 820 restricted a
## 6220 820 prop v
## 6221 820 intensify v
## 6222 820 deviation n
## 6223 820 contest v
## 6224 819 workplace n
## 6225 819 lazy a
## 6226 819 kidney n
## 6227 819 insistence n
## 6228 818 whisper n
## 6229 818 multimedia n
## 6230 818 forestry n
## 6231 818 excited a
## 6232 818 decay n
## 6233 817 screw n
## 6234 817 rally v
## 6235 817 pest n
## 6236 817 invaluable a
## 6237 817 homework n
## 6238 817 harmful a
## 6239 817 bump v
## 6240 817 bodily a
## 6241 816 grasp n
## 6242 816 finished a
## 6243 816 facade n
## 6244 816 cushion n
## 6245 816 conversely adv
## 6246 815 urge n
## 6247 815 tune v
## 6248 815 solvent n
## 6249 815 slogan n
## 6250 815 petty a
## 6251 815 perceived a
## 6252 815 install v
## 6253 815 fuss n
## 6254 814 rack n
## 6255 814 imminent a
## 6256 813 short n
## 6257 813 revert v
## 6258 813 ram n
## 6259 813 contraction n
## 6260 812 tread v
## 6261 812 supplementary a
## 6262 812 ham n
## 6263 812 defy v
## 6264 812 athlete n
## 6265 811 sociological a
## 6266 811 physician n
## 6267 811 crossing n
## 6268 811 bail n
## 6269 810 unwanted a
## 6270 810 tight adv
## 6271 810 plausible a
## 6272 810 midfield n
## 6273 810 alert a
## 6274 809 feminine a
## 6275 809 drainage n
## 6276 809 cruelty n
## 6277 809 abnormal a
## 6278 808 relate n
## 6279 808 poison v
## 6280 807 symmetry n
## 6281 807 stake v
## 6282 807 rotten a
## 6283 807 prone a
## 6284 807 marsh n
## 6285 807 litigation n
## 6286 807 curl n
## 6287 806 urine n
## 6288 806 latin a
## 6289 806 hover v
## 6290 806 greeting n
## 6291 806 chase n
## 6292 805 spouse n
## 6293 805 produce n
## 6294 805 forge v
## 6295 804 salon n
## 6296 804 handicapped a
## 6297 803 sway v
## 6298 803 homosexual a
## 6299 803 handicap v
## 6300 803 colon n
## 6301 802 upstairs n
## 6302 802 stimulation n
## 6303 802 spray v
## 6304 802 original n
## 6305 802 lay a
## 6306 802 garlic n
## 6307 801 suitcase n
## 6308 801 skipper n
## 6309 801 moan v
## 6310 801 manpower n
## 6311 801 manifest v
## 6312 801 incredibly adv
## 6313 801 historically adv
## 6314 801 decision-making n
## 6315 800 wildly adv
## 6316 800 reformer n
## 6317 800 quantum n
## 6318 800 considering conjsummary(data$frequency)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 800 1282 2335 13567 6050 6187267sd(data$frequency)## [1] 123948.4mode(data$frequency)## [1] "numeric"Continuous Graphical Displays
Create a histogram, density plot, and qqnorm plot of the frequencies from the British National Corpus.
par(mfrow =c(1,3))
hist(data$frequency,
main = "Histogram of word frequencies",
xlab = "Word frequencies")
plot(density(data$frequency),
main = "Density plot of word frequencies",
xlab = "Word frequencies")
{qqnorm(data$frequency)
qqline(data$frequency)}
Zipf’s Law
Create a plot displaying Zipf’s Law on the BNC data.
par(mfrow =c(1,2))
plot(sort(data$frequency, decreasing = TRUE),
type = "b", main = "Zipf's law using all words", ylab = "Word frequency")
plot(head(sort(data$frequency, decreasing = TRUE), 100),
type = "b", main = "Zipf's law using top 100 words", ylab = "Word frequency")
Interpretation of the Frequency Data
Using your results from above, answer the following: - What does the dispersion of the data look like? How much does the data span from minimum to maximum, 1st-3rd quartile, etc. In this question, look at the dispersion statistics and explain what they mean to naive audience. - What do the mean, median, and mode tell us about the use of words in the English Language? How frequent are words in general (mean/median), and what is the most common frequency in the data? - In looking at the pictures of the frequency data, does word frequency appear to be normally distributed (explain, not just yes/no)? - Does the frequency in the BNC follow Zipf’s Law (explain, not just yes/no)?
Categorical Basic Statistics
Included in the BNC frequency data is the part of speech of each word. Create a summary of the types of parts of speech.
A = Adjective, Adv = Adverb, Conj = Conjunction, Det = Determinant, N = Noun, Prep = Preposition, Pron = Pronoun, V = Verb
summary(data$part_of_speech)## a adv conj det
## 1124 427 34 47
## infinitive-marker interjection modal n
## 1 13 12 3262
## prep pron v
## 71 46 1281Categorical Graphical Displays
Create a pie chart of the top 5 parts of speech for the BNC data. You can use base plot or ggplot2.
pos_table = table(data$part_of_speech)
part_of_speech.t = sort(pos_table, decreasing = TRUE)[1:5]
names <- c( "Noun", "Verb", "Adjective", "Adverb", "Preposition")
cols <- c("darkblue","cyan","deeppink","darkmagenta","chartreuse")
pie(part_of_speech.t,
main = "Pie chart of parts of speech",
col = cols, labels = NA)
legend("bottomright", paste(names, ":", round(prop.table(part_of_speech.t)*100,2), "%"), cex=0.8, fill=cols)
Categorical Dispersion
The nouns shaving and descriptor have very similar frequencies in the Corpus of Contemporary American English (COCA), namely, 513 and 515. Do you think these words are equally spread across writing types? Use the information below (and the function from class) to calculate their deviations.
freqreg = c(95385672, 90344134, 91044778, 187245672) #word count of COCA categories
shaving = c(25, 175, 40, 273) #frequencies for shaving
descriptor = c(6, 7, 462, 40) #frequencies for descriptor
names(freqreg) = names(shaving) = names(descriptor) = c("Spoken", "Fiction", "Academic", "Press") #categories of the corpus
prop.table(freqreg)## Spoken Fiction Academic Press
## 0.2055636 0.1946987 0.1962086 0.4035291prop.table(shaving)## Spoken Fiction Academic Press
## 0.04873294 0.34113060 0.07797271 0.53216374prop.table(descriptor)## Spoken Fiction Academic Press
## 0.01165049 0.01359223 0.89708738 0.07766990Interpretation of the Categorical Data
Using your results from above, answer the following: - What are the most frequent parts of speech by type (i.e., we are only considering each word individually, not the frequency of the words as well)? The highest frequent 5 parts of speech along with the number of words that used this part are as follows: Noun - 3,262 Verb - 1,281 Adjective - 1,124 Adverb - 427 Preposition - 71 Least frequent parts of speech by type along with the number of words that used this part are: Infinitive-marker - 1 Modal- 12 Interjection - 13 Conjunction - 34 Pronoun - 46
The word, “shaving” with a lower proportion deviation (closer to zero) is evenly represented. The word is well represented in fiction and press and is under-represented in spoken and academic medium The word, “descriptor” has a higher proportion deviation (closer to one). It is highly probable to be found in academic literature, but is underutlized in print media