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Word Frequency in Present-Day English

Contents

  1. Introduction
  2. Frequency List (first 3,000 entries)
  3. Word Length
  4. Word Class Frequency
  5. Full List (download)
  6. Source Code

Introduction

Word frequency lists are frequently (no pun intended) requested by conlangers in an attempt to create relatively short words for concepts that are very common.

The following word frequency list is based on the freely available text corpus AMALGUM created by Georgetown University. This corpus is annotated with word class (and other data), thus homographs are listed separately.

The following table shows the 3,000 most frequent entries. As the cumulative percentage column shows, the 20 most frequent concepts already make up one third of the total occurrences. The 100 most frequent concepts account for half of the occurrences. About 2,300 concepts make up 80% of the corpus.

The corpus also allows for analyzing the relationship between word frequency and word length – more frequent words are generally shorter. You can find a graph demonstrating this towards the end of the page. You can also download the whole frequency list and the source code used to generate the list below.

Frequency List (first 3,000 entries)

RankOccurrencesLemmaWord classPercentagePercentage (cumulative)
1183372theDET5.24%5.24%
2173382,PUNCT4.95%10.19%
3150351.PUNCT4.29%14.48%
4101477beAUX2.90%17.38%
588554ofADP2.53%19.91%
687461andCCONJ2.50%22.40%
764994aDET1.86%24.26%
861395inADP1.75%26.01%
944580toPART1.27%27.29%
1041785@card@NUM1.19%28.48%
1133131"PUNCT0.95%29.43%
1232384toADP0.92%30.35%
1325541forADP0.73%31.08%
1425386youPRON0.72%31.81%
1524058(PUNCT0.69%32.49%
1623829)PUNCT0.68%33.17%
1722709itPRON0.65%33.82%
1821381withADP0.61%34.43%
1921104onADP0.60%35.03%
2018281haveAUX0.52%35.56%
2116809IPRON0.48%36.04%
2215284hePRON0.44%36.47%
2315174'sPART0.43%36.91%
2414552fromADP0.42%37.32%
2514153:PUNCT0.40%37.73%
2613327atADP0.38%38.11%
2713288thatSCONJ0.38%38.49%
2813218byADP0.38%38.86%
2912304orCCONJ0.35%39.21%
3012184yourPRON0.35%39.56%
3112159asADP0.35%39.91%
3211932haveVERB0.34%40.25%
3311514thatPRON0.33%40.58%
3411460hisPRON0.33%40.91%
3510777anDET0.31%41.21%
3610473notPART0.30%41.51%
379627canAUX0.27%41.79%
389137butCCONJ0.26%42.05%
399074willAUX0.26%42.31%
408847]PUNCT0.25%42.56%
418813theyPRON0.25%42.81%
428812[PUNCT0.25%43.06%
438289thisDET0.24%43.30%
448050doAUX0.23%43.53%
458041whichPRON0.23%43.76%
467823ifSCONJ0.22%43.98%
477451?PUNCT0.21%44.20%
487303wePRON0.21%44.41%
496787;PUNCT0.19%44.60%
506697beVERB0.19%44.79%
516611sayVERB0.19%44.98%
526344makeVERB0.18%45.16%
536243theirPRON0.18%45.34%
546079n'tPART0.17%45.51%
556058oneNUM0.17%45.69%
565902alsoADV0.17%45.85%
575756useVERB0.16%46.02%
585747whenSCONJ0.16%46.18%
595666asSCONJ0.16%46.34%
605558herPRON0.16%46.50%
615357timeNOUN0.15%46.66%
625347doVERB0.15%46.81%
635302whoPRON0.15%46.96%
645262shePRON0.15%47.11%
654844otherADJ0.14%47.25%
664824'PUNCT0.14%47.39%
674803takeVERB0.14%47.52%
684736wouldAUX0.14%47.66%
694714getVERB0.13%47.79%
704693goVERB0.13%47.93%
714670soADV0.13%48.06%
724658themPRON0.13%48.19%
734548outADP0.13%48.32%
744508thisPRON0.13%48.45%
754473goodADJ0.13%48.58%
764337upADP0.12%48.70%
774332peopleNOUN0.12%48.83%
784237seeVERB0.12%48.95%
794188knowVERB0.12%49.07%
804030intoADP0.12%49.18%
813947yearNOUN0.11%49.30%
823875myPRON0.11%49.41%
833799itsPRON0.11%49.51%
843792aboutADP0.11%49.62%
853723himPRON0.11%49.73%
863662moreADV0.10%49.83%
873601allPRON0.10%49.94%
883592someDET0.10%50.04%
893494therePRON0.10%50.14%
903439thenADV0.10%50.24%
913417!PUNCT0.10%50.33%
923370twoNUM0.10%50.43%
933216whereSCONJ0.09%50.52%
943211thinkVERB0.09%50.61%
953207comeVERB0.09%50.71%
9631841NUM0.09%50.80%
973175whatPRON0.09%50.89%
983151mayAUX0.09%50.98%
993139findVERB0.09%51.07%
1003137theseDET0.09%51.16%
1013119howSCONJ0.09%51.25%
1023033noDET0.09%51.33%
1033010couldAUX0.09%51.42%
1042975ourPRON0.08%51.50%
1052926thanADP0.08%51.59%
1062910firstADJ0.08%51.67%
1072900veryADV0.08%51.75%
1082890includeVERB0.08%51.84%
1092886onlyADV0.08%51.92%
1102872dayNOUN0.08%52.00%
1112808likeADP0.08%52.08%
1122787--PUNCT0.08%52.16%
1132786wayNOUN0.08%52.24%
1142779justADV0.08%52.32%
1152769betweenADP0.08%52.40%
1162687asADV0.08%52.47%
1172686PUNCT0.08%52.55%
1182676giveVERB0.08%52.63%
1192666afterADP0.08%52.70%
1202658suchADJ0.08%52.78%
1212657mePRON0.08%52.86%
1222649manyADJ0.08%52.93%
1232646shouldAUX0.08%53.01%
12426232NUM0.07%53.08%
1252573anyDET0.07%53.16%
1262570thatDET0.07%53.23%
1272542wantVERB0.07%53.30%
1282541overADP0.07%53.37%
1292486wellADV0.07%53.44%
1302481areaNOUN0.07%53.52%
1312448needVERB0.07%53.59%
1322436throughADP0.07%53.65%
1332425mostADV0.07%53.72%
1342420cityNOUN0.07%53.79%
1352397allDET0.07%53.86%
1362370imageNOUN0.07%53.93%
1372362lookVERB0.07%54.00%
1382319highADJ0.07%54.06%
1392308TherePRON0.07%54.13%
1402250nowADV0.06%54.19%
1412248duringADP0.06%54.26%
1422230newADJ0.06%54.32%
1432223manNOUN0.06%54.38%
1442218lifeNOUN0.06%54.45%
1452184whileSCONJ0.06%54.51%
1462179becauseSCONJ0.06%54.57%
1472156thingNOUN0.06%54.63%
1482138ofSCONJ0.06%54.70%
1492093becomeVERB0.06%54.75%
1502080howeverADV0.06%54.81%
1512077partNOUN0.06%54.87%
1522051greatADJ0.06%54.93%
1532049workVERB0.06%54.99%
1542018showVERB0.06%55.05%
1552015workNOUN0.06%55.11%
15619603NUM0.06%55.16%
1571951largeADJ0.06%55.22%
1581950countryNOUN0.06%55.27%
1591950smallADJ0.06%55.33%
1601938bySCONJ0.06%55.38%
1611917evenADV0.05%55.44%
1621842aroundADP0.05%55.49%
1631840studyNOUN0.05%55.54%
1641837followVERB0.05%55.60%
1651821-PUNCT0.05%55.65%
1661807inSCONJ0.05%55.70%
1671807systemNOUN0.05%55.75%
1681805differentADJ0.05%55.80%
1691783leaveVERB0.05%55.85%
1701776placeNOUN0.05%55.90%
1711765downADP0.05%55.96%
1721756tryVERB0.05%56.01%
1731731threeNUM0.05%56.05%
1741730helpVERB0.05%56.10%
1751705runVERB0.05%56.15%
1761697moreADJ0.05%56.20%
1771687childNOUN0.05%56.25%
1781684ADP0.05%56.30%
1791683sameADJ0.05%56.35%
1801666numberNOUN0.05%56.39%
1811655oldADJ0.05%56.44%
1821646muchADV0.05%56.49%
1831639callVERB0.05%56.53%
18416254NUM0.05%56.58%
1851618tellVERB0.05%56.63%
1861616waterNOUN0.05%56.67%
1871611serviceNOUN0.05%56.72%
1881596townNOUN0.05%56.76%
1891588governmentNOUN0.05%56.81%
1901580keepVERB0.05%56.86%
1911579hereADV0.05%56.90%
1921576NUM0.05%56.95%
1931569familyNOUN0.04%56.99%
1941536stillADV0.04%57.03%
1951531againstADP0.04%57.08%
1961516forSCONJ0.04%57.12%
1971510severalADJ0.04%57.16%
1981494feelVERB0.04%57.21%
1991491startVERB0.04%57.25%
2001487underADP0.04%57.29%
2011477askVERB0.04%57.33%
2021467ownADJ0.04%57.38%
2031456backADV0.04%57.42%
2041448considerVERB0.04%57.46%
2051433nameNOUN0.04%57.50%
2061422offADP0.04%57.54%
2071411provideVERB0.04%57.58%
2081411thereADV0.04%57.62%
2091411importantADJ0.04%57.66%
2101410eachDET0.04%57.70%
2111409stepNOUN0.04%57.74%
2121408worldNOUN0.04%57.78%
2131404WhatPRON0.04%57.82%
2141400localADJ0.04%57.86%
2151398UnitedPROPN0.04%57.90%
21613975NUM0.04%57.94%
2171394leadVERB0.04%57.98%
2181387afterSCONJ0.04%58.02%
2191385NewPROPN0.04%58.06%
2201383homeNOUN0.04%58.10%
2211377beforeSCONJ0.04%58.14%
2221375issueNOUN0.04%58.18%
2231370groupNOUN0.04%58.22%
2241368everyDET0.04%58.26%
2251359writeVERB0.04%58.30%
2261341mostADJ0.04%58.33%
2271329lastADJ0.04%58.37%
2281322mightAUX0.04%58.41%
2291321resultNOUN0.04%58.45%
2301321fewADJ0.04%58.49%
2311320informationNOUN0.04%58.52%
2321318holdVERB0.04%58.56%
2331312stateNOUN0.04%58.60%
2341298putVERB0.04%58.64%
2351291processNOUN0.04%58.67%
2361281foodNOUN0.04%58.71%
2371277bringVERB0.04%58.75%
2381271serveVERB0.04%58.78%
2391266levelNOUN0.04%58.82%
2401266caseNOUN0.04%58.85%
2411265anotherDET0.04%58.89%
2421263minuteNOUN0.04%58.93%
2431262memberNOUN0.04%58.96%
2441261sideNOUN0.04%59.00%
2451252methodNOUN0.04%59.03%
2461252usPRON0.04%59.07%
2471252aboutADV0.04%59.11%
2481250bookNOUN0.04%59.14%
2491239pointNOUN0.04%59.18%
2501235handNOUN0.04%59.21%
2511230tooADV0.04%59.25%
2521228lowADJ0.04%59.28%
2531224carNOUN0.03%59.32%
2541216wnPROPN0.03%59.35%
2551210...PUNCT0.03%59.39%
2561204busNOUN0.03%59.42%
2571203womanNOUN0.03%59.45%
2581199dieVERB0.03%59.49%
2591197neverADV0.03%59.52%
2601197hourNOUN0.03%59.56%
2611195mustAUX0.03%59.59%
2621194allowVERB0.03%59.63%
2631193increaseVERB0.03%59.66%
2641191liveVERB0.03%59.69%
2651176modelNOUN0.03%59.73%
2661173farADV0.03%59.76%
2671166whySCONJ0.03%59.79%
2681165playVERB0.03%59.83%
2691158partyNOUN0.03%59.86%
2701149lotNOUN0.03%59.89%
2711133uponADP0.03%59.93%
2721127somethingNOUN0.03%59.96%
2731127alwaysADV0.03%59.99%
2741116PUNCT0.03%60.02%
2751111%SYM0.03%60.05%
2761106somePRON0.03%60.08%
2771103datumNOUN0.03%60.12%
2781098dueADJ0.03%60.15%
2791095secondADJ0.03%60.18%
2801093addVERB0.03%60.21%
2811092meanVERB0.03%60.24%
2821091baseVERB0.03%60.27%
2831079lineNOUN0.03%60.30%
2841078createVERB0.03%60.33%
2851078nextADJ0.03%60.36%
2861076orderNOUN0.03%60.40%
2871075mainADJ0.03%60.43%
2881069lateADV0.03%60.46%
2891061problemNOUN0.03%60.49%
2901056littleADJ0.03%60.52%
2911055dePROPN0.03%60.55%
2921053PUNCT0.03%60.58%
2931053reallyADV0.03%60.61%
2941049understandVERB0.03%60.64%
2951046withinADP0.03%60.67%
2961046trainNOUN0.03%60.70%
2971034believeVERB0.03%60.73%
2981034buildVERB0.03%60.76%
2991034oftenADV0.03%60.79%
3001028endNOUN0.03%60.82%
30110286NUM0.03%60.84%
3021027offerVERB0.03%60.87%
3031024dogNOUN0.03%60.90%
3041022nearADP0.03%60.93%
3051020alongADP0.03%60.96%
3061016deathNOUN0.03%60.99%
3071015beforeADP0.03%61.02%
3081007personNOUN0.03%61.05%
3091005exampleNOUN0.03%61.08%
3101004WikinewsPROPN0.03%61.11%
311998bigADJ0.03%61.13%
312996otherNOUN0.03%61.16%
313995powerNOUN0.03%61.19%
314993letVERB0.03%61.22%
315990longADJ0.03%61.25%
316988continueVERB0.03%61.28%
317987longADV0.03%61.30%
318987houseNOUN0.03%61.33%
319987requireVERB0.03%61.36%
320987siteNOUN0.03%61.39%
321975readVERB0.03%61.42%
322974JohnPROPN0.03%61.44%
323971StatesPROPN0.03%61.47%
324971freeADJ0.03%61.50%
325970bothDET0.03%61.53%
326969chooseVERB0.03%61.56%
327968beginVERB0.03%61.58%
328962$SYM0.03%61.61%
329959regionNOUN0.03%61.64%
330956setVERB0.03%61.66%
331955friendNOUN0.03%61.69%
332955seemVERB0.03%61.72%
333954againADV0.03%61.75%
334950speakVERB0.03%61.77%
335949effectNOUN0.03%61.80%
336947receiveVERB0.03%61.83%
337936earlyADJ0.03%61.85%
338935communityNOUN0.03%61.88%
339932moveVERB0.03%61.91%
340921businessNOUN0.03%61.93%
341917stationNOUN0.03%61.96%
342915possibleADJ0.03%61.99%
343915youngADJ0.03%62.01%
344915UniversityPROPN0.03%62.04%
345901eyeNOUN0.03%62.06%
346901researchNOUN0.03%62.09%
347900changeNOUN0.03%62.12%
348899schoolNOUN0.03%62.14%
349898thosePRON0.03%62.17%
350897turnVERB0.03%62.19%
351892althoughSCONJ0.03%62.22%
352891valueNOUN0.03%62.24%
353888involveVERB0.03%62.27%
354887monthNOUN0.03%62.29%
355884SouthPROPN0.03%62.32%
356882useNOUN0.03%62.34%
357882talkVERB0.03%62.37%
358882roadNOUN0.03%62.40%
359879payVERB0.03%62.42%
360878thoseDET0.03%62.45%
361876withoutADP0.03%62.47%
362867likeVERB0.02%62.50%
363864growVERB0.02%62.52%
364864fourNUM0.02%62.54%
365863companyNOUN0.02%62.57%
3668627NUM0.02%62.59%
367862activityNOUN0.02%62.62%
368860developVERB0.02%62.64%
369860reportVERB0.02%62.67%
370857changeVERB0.02%62.69%
371856nightNOUN0.02%62.72%
372853killVERB0.02%62.74%
373852headNOUN0.02%62.77%
374850DSPROPN0.02%62.79%
375844politicalADJ0.02%62.81%
376844availableADJ0.02%62.84%
377842ableADJ0.02%62.86%
378841reachVERB0.02%62.89%
379837standVERB0.02%62.91%
380837teamNOUN0.02%62.93%
381835majorADJ0.02%62.96%
382834-ADP0.02%62.98%
383828electionNOUN0.02%63.00%
384828eventNOUN0.02%63.03%
385824winVERB0.02%63.05%
386822typeNOUN0.02%63.08%
387821gameNOUN0.02%63.10%
388817NationalPROPN0.02%63.12%
389817LondonPROPN0.02%63.15%
3908158NUM0.02%63.17%
391813energyNOUN0.02%63.19%
392811rightNOUN0.02%63.22%
393809sonNOUN0.02%63.24%
394806healthNOUN0.02%63.26%
395802NorthPROPN0.02%63.28%
396801publicADJ0.02%63.31%
397800buyVERB0.02%63.33%
398798U.S.PROPN0.02%63.35%
399798conditionNOUN0.02%63.38%
400796passVERB0.02%63.40%
401794learnVERB0.02%63.42%
402786developmentNOUN0.02%63.44%
403780stopVERB0.02%63.47%
404779weekNOUN0.02%63.49%
405779moneyNOUN0.02%63.51%
406779roomNOUN0.02%63.53%
407778leastADJ0.02%63.55%
408777loseVERB0.02%63.58%
409776yourselfPRON0.02%63.60%
410776causeVERB0.02%63.62%
411775sinceSCONJ0.02%63.64%
412774OneNUM0.02%63.67%
413773WorldPROPN0.02%63.69%
414772positionNOUN0.02%63.71%
415772returnVERB0.02%63.73%
416769wordNOUN0.02%63.75%
417766remainVERB0.02%63.78%
418761appearVERB0.02%63.80%
419760closeADJ0.02%63.82%
420757walkVERB0.02%63.84%
421756easyADJ0.02%63.86%
422754cellNOUN0.02%63.88%
423753paperNOUN0.02%63.91%
424753candidateNOUN0.02%63.93%
425747controlNOUN0.02%63.95%
426746questionNOUN0.02%63.97%
427745reportNOUN0.02%63.99%
428743amongADP0.02%64.01%
429736soSCONJ0.02%64.03%
430736lightNOUN0.02%64.05%
431736boatNOUN0.02%64.07%
432736experienceNOUN0.02%64.10%
433736himselfPRON0.02%64.12%
434735languageNOUN0.02%64.14%
435733historyNOUN0.02%64.16%
436731ideaNOUN0.02%64.18%
437731everADV0.02%64.20%
438730USPROPN0.02%64.22%
439729supportVERB0.02%64.24%
440726etX0.02%64.26%
441724interestNOUN0.02%64.28%
442724sinceADP0.02%64.30%
443719togetherADV0.02%64.32%
444715whetherSCONJ0.02%64.35%
445715describeVERB0.02%64.37%
446715lawNOUN0.02%64.39%
447710materialNOUN0.02%64.41%
448708especiallyADV0.02%64.43%
449706termNOUN0.02%64.45%
450705islandNOUN0.02%64.47%
451705happenVERB0.02%64.49%
452704plantNOUN0.02%64.51%
453704CityPROPN0.02%64.53%
454702applyVERB0.02%64.55%
455701onceADV0.02%64.57%
456701accordSCONJ0.02%64.59%
457699locateVERB0.02%64.61%
458699lessADV0.02%64.63%
459698roleNOUN0.02%64.65%
460697thoughSCONJ0.02%64.67%
461696landNOUN0.02%64.69%
462695firstADV0.02%64.71%
463694ToPART0.02%64.73%
464693meetVERB0.02%64.75%
465692untilSCONJ0.02%64.77%
466691sendVERB0.02%64.79%
467690animalNOUN0.02%64.81%
468690todayNOUN0.02%64.83%
469690cutVERB0.02%64.84%
470690bodyNOUN0.02%64.86%
471689PresidentPROPN0.02%64.88%
472688thereforeADV0.02%64.90%
473687reduceVERB0.02%64.92%
474687sourceNOUN0.02%64.94%
475684relateVERB0.02%64.96%
476683courseNOUN0.02%64.98%
477682reasonNOUN0.02%65.00%
478678socialADJ0.02%65.02%
479677acrossADP0.02%65.04%
480677centuryNOUN0.02%65.06%
481676projectNOUN0.02%65.08%
482675hearVERB0.02%65.10%
483675fieldNOUN0.02%65.12%
484674factNOUN0.02%65.14%
485674coverVERB0.02%65.16%
486672interviewNOUN0.02%65.18%
487670improveVERB0.02%65.19%
488669villageNOUN0.02%65.21%
489666eatVERB0.02%65.23%
490666PartyPROPN0.02%65.25%
491665airNOUN0.02%65.27%
492665campaignNOUN0.02%65.29%
493664buildingNOUN0.02%65.31%
494664officeNOUN0.02%65.33%
495663actionNOUN0.02%65.35%
496660currentADJ0.02%65.37%
497660openADJ0.02%65.38%
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299998DCPROPN0.00%82.51%
300098protestVERB0.00%82.51%

Note that I deliberately kept the word class "PUNCT" (punctuation) in the list, even though it can be argued that these are not actually words. Some languages, such as Lojban, do treat punctuation as regular words. If someone intends to create a language that does the same, they are probably interested in comparing the frequency of punctuation as well.

Word Length

To visualize the relationship between word frequency and word length, the following scatter plot shows word length (number of letters) on the x-axis, and the word frequency (number of occurrences) on the y-axis (logarithmic scale with base 10). Each dot represents one of the 126,161 entries in the entire corpus.

scatter plot

As you can see, the shortest words are the most frequent. The longer a word is, the rarer it is. Extremely long words with more than 25 characters are very rare – they occur only once or twice in the entire corpus. This is consistent with the brevity law of linguistics, also called Zipf's law of abbreviation.

If you are wondering why some of the really short words (one character) are among the extremely rare occurrences (e.g. one), this is mainly due to some non-English characters that were not filtered from the corpus, like certain emoji, and Chinese and Japanese characters.

Word Class Frequency

The following table shows how often specific classes of words occur in Present-Day English (PDE). The column "Number of lemmas" indicates the number of individual lemmas responsible for the frequency of their class. For example, there are only 80 determiners (abbreviated DET) in the corpus; however, these determiners account for almost 10% of words that occur in an average PDE text.

Word classPercentageNumber of lemmas
NOUN21.5684%31901
ADP12.5248%287
VERB12.1043%10188
PROPN11.0258%54862
DET9.9457%80
ADJ7.3196%16041
PRON7.2477%172
AUX5.5889%153
ADV3.8617%2456
CCONJ3.7813%24
NUM2.7134%2400
SCONJ2.1978%145
INTJ0.1205%476

As the data shows, the word class with highest frequency are nouns (NOUN), accounting for almost a quarter of all occurrences. The next most frequent classes are verbs (VERB) and adpositions (ADP), which – together – make up almost another quarter. These three word classes account for almost half of all occurrences.

Note that the word classes "PUNCT", "X", "SYM", and "PART" are not included here.

Full List (download)

You can download the full frequency list (with 126,161 entries in total) here:

The file contains one entry per line, and each line consists of the following six tab-separated columns:

Note that the entries are separated by Unix line breaks (\n, not \r\n).

Source Code

You can download the Go source code of the script used to generate the frequency list here under the AGPL license:

Note that in order to run the script, you need to install Go and download the AMALGUM data, as described in the README.md file.


Copyright © 2021-2022 by Thomas Heller [ˈtoːmas ˈhɛlɐ]