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Table of contents
Common and Not Common Words
Common words: The 3500 basic words make up most parts of the language, about 1200 are verbs. 1300 are nouns, 1000 are others like adjectives, adverbs or prepositions.
Not common words are 150’000 words.
People do Google Search mostly with nouns and with not common words.
We have two alternatives.
We opt for alternative1: We remove the Stop Words. For a discussion of the second alternative: “Only keep nouns” see further below.
Usual stop Words: 857 words
Regular verbs: 636 words
Past Form of Regular Verbs: 636 wordsIrregular verbs: 280 words
3rd person of irregular verbs: 91 words
Prepositions: 70 words
Adjectives: 141 words
Adverbs: 496 words
Insignificant nouns: 857 nouns
Adjective and noun: 298 words
Common words except nouns: 1900 words
Total: 6262 words
List of Stop Words (Light Version, Alternative 1)
The following are the lists of stop words. The idea of alternative 2 is to delete all stop words.
As result only nouns and not common words are maintained.
List 1) usual stop words (incl. numbers)
Examples: indeed, a, the, them, there, very
Remark: The list above also contains many prepositions and numbers.
a,about,above,across,after,afterwards,again,against,all,almost,alone,along,already,also,although,always,am,among,amongst,amoungst,amount,an,and,another,any,anyhow,anyone,anything,anytime,anyway,anywhere,are,around,as,at,back,be,became,because,become,becomes,becoming,been,before,beforehand,behind,being,below,beside,besides,between,beyond,bill,both,bottom,but,by,call,can,cannot,cant,co,computer,con,could,couldnt,cry,de,describe,detail,do,doing,done,down,dr,due,during,each,eg,either,else,elsewhere,empty,enough,etc,even,ever,every,everyone,everything,everywhere,except,few,fewer,fify,fill,find,fire,for,former,formerly,found,from,front,full,further,get,give,go,had,has,hasnt,have,havent,he,hence,her,here,hereafter,hereby,herein,hereupon,hers,herse,him,himse,his,how,however,hundred,i,ie,if,in,inc,indeed,into,is,it,its,itse,keep,last,latest,latter,latterly,least,less,ltd,made,many,may,me,meanwhile,might,mill,mine,more,more,moreover,most,mostly,move,much,must,my,name,namely,neither,never,nevertheless,newest,next,no,nobody,none,noone,nor,not,nothing,now,nowhere,o,of,off,often,oh,on,once,one,only,onto,or,other,others,otherwise,our,ours,ourselves,out,over,own,part,per,perhaps,please,put,rather,re,same,see,seem,seemed,seeming,seems,serious,several,shall,she,should,show,side,since,sincere,so,some,somehow,someone,something,sometime,sometimes,somewhere,still,such,system,take,than,that,the,their,them,themselves,then,thence,there,thereafter,thereby,therefore,therein,thereupon,these,they,thick,thin,this,those,though,through,throughout,thru,thus,to,together,too,top,toward,towards,un,under,until,up,upon,us,very,via,vs,was,we,well,were,what,whatever,when,whence,whenever,where,whereafter,whereas,whereby,wherein,whereupon,wherever,whether,which,while,whither,who,whoever,whole,whom,whose,why,will,with,within,without,worse,would,yet,you,your,yours,yourself,yourselves
List 2) 600 most common regular verbs
Examples: accept, behave
we will need to remove verbs that are also significant nouns like battle, bubble, cross license, train, transport, shelter, water, watch, waste, perform, plan
accept,add,admire,admit,advise,afford,agree,alert,allow,amuse,analyse,analyze,announce,annoy,answer,apologise,appear,applaud,appreciate,approve,argue,arrange,arrest,arrive,ask,attach,attack,attempt,attend,attract,avoid,back,bake,balance,ban,bang,bare,bat,bathe,battle,beam,beg,behave,belong,bleach,bless,blind,blink,blot,blush,boast,boil,bolt,bomb,book,bore,borrow,bounce,bow,box,brake,branch,breathe,bruise,brush,bubble,bump,burn,bury,buzz,calculate,call,camp,care,carry,carve,cause,challenge,change,charge,chase,cheat,check,cheer,chew,choke,chop,claim,clap,clean,clear,clip,close,coil,collect,colour,comb,command,communicate,compare,compete,complain,complete,concentrate,concern,confess,confuse,connect,consider,consist,contain,continue,copy,correct,cough,count,cover,crack,crash,crawl,cross,crush,cry,cure,curl,curve,cycle,dam,damage,dance,dare,decay,deceive,decide,decorate,delay,delight,deliver,depend,describe,desert,deserve,destroy,detect,develop,disagree,disappear,disapprove,disarm,discover,dislike,divide,double,doubt,drag,drain,dream,dress,drip,drop,drown,drum,dry,dust,earn,educate,embarrass,employ,empty,encourage,end,enjoy,enter,entertain,escape,examine,excite,excuse,exercise,exist,expand,expect,explain,explode,extend,face,fade,fail,fancy,fasten,fax,fear,fence,fetch,file,fill,film,fire,fit,fix,flap,flash,float,flood,flow,flower,fold,follow,fool,force,form,found,frame,frighten,fry,gather,gaze,glow,glue,grab,grate,grease,greet,grin,grip,groan,guarantee,guard,guess,guide,hammer,hand,handle,hang,happen,harass,harm,hate,haunt,head,heal,heap,heat,help,hook,hop,hope,hover,hug,hum,hunt,hurry,identify,ignore,imagine,impress,improve,include,increase,influence,inform,inject,injure,instruct,intend,interfere,interrupt,introduce,invent,invite,irritate,itch,jail,jam,jog,join,joke,judge,juggle,jump,kick,kill,kiss,kneel,knit,knock,knot,label,land,last,laugh,launch,learn,level,license,lick,lie,lighten,like,list,listen,live,load,lock,long,look,love,man,manage,march,mark,marry,match,mate,matter,measure,meddle,melt,memorise,mend,mess up,milk,mine,miss,mix,moan,moor,mourn,move,muddle,mug,multiply,murder,nail,name,need,nest,nod,note,notice,number,obey,object,observe,obtain,occur,offend,offer,open,order,overflow,owe,own,pack,paddle,paint,park,part,pass,paste,pat,pause,peck,pedal,peel,peep,perform,permit,phone,pick,pinch,pine,place,plan,plant,play,please,plug,point,poke,polish,pop,possess,post,pour,practice,practise,pray,preach,precede,prefer,prepare,present,preserve,press,pretend,prevent,prick,print,produce,program,promise,protect,provide,pull,pump,punch,puncture,punish,push,question,queue,race,radiate,rain,raise,reach,realise,receive,recognise,record,reduce,reflect,refuse,regret,reign,reject,rejoice,relax,release,rely,remain,remember,remind,remove,repair,repeat,replace,reply,report,reproduce,request,rescue,retire,return,rhyme,rinse,risk,rob,rock,roll,rot,rub,ruin,rule,rush,sack,sail,satisfy,save,saw,scare,scatter,scold,scorch,scrape,scratch,scream,screw,scribble,scrub,seal,search,separate,serve,settle,shade,shave,shelter,shiver,shock,shop,shrug,sigh,sign,signal,sin,sip,ski,skip,slap,slip,slow,smash,smell,smile,smoke,snatch,sneeze,sniff,snore,snow,soak,soothe,sound,spare,spark,sparkle,spell,spill,spoil,spot,spray,sprout,squash,squeak,squeal,squeeze,stain,stamp,stare,start,stay,steer,step,stir,stitch,store,strap,strengthen,stretch,strip,stroke,stuff,subtract,succeed,suck,suffer,suggest,suit,supply,support,suppose,surprise,surround,suspect,suspend,switch,talk,tame,tap,taste,tease,telephone,tempt,terrify,test,thank,thaw,tick,tickle,tie,time,tip,tire,touch,tour,tow,trace,trade,train,transport,trap,travel,treat,tremble,trick,trip,trot,trouble,trust,try,tug,tumble,turn,twist,type,undress,unfasten,unite,unlock,unpack,untidy,use,vanish,visit,wail,wait,walk,wander,want,warm,warn,wash,waste,watch,water,wave,weigh,welcome,whine,whip,whirl,whisper,whistle,wink,wipe,wish,wobble,wonder,work,worry,wrap,wreck,wrestle,wriggle,x-ray,yawn,yell,zip,zoom
List 3) Past forms of regular verbs
These are regular verbs with the suffix “ed”. This is regular verbs plus “ed” or when it ends in “e” then only “d”. With the past form there is no need to remove nouns.
Examples: accepted, behaved
Must be created manually out of List 2)
accepted,added,admired,admitted,advised,afforded,agreed,alerted,allowed,amused,analyzed,announced,annoyed,answered,apologized,appeared,applauded,appreciated,approved,argued,arranged,arrested,arrived,asked,attached,attacked,attempted,attended,attracted,avoided,backed,baked,balanced,banged,banned,bared,bated,bathed,battled,beamed,begged,behaved,belonged,bleached,blessed,blinded,blinked,blotted,blushed,boasted,boiled,bolted,bombed,booked,bored,borrowed,bounced,bowed,boxed,braked,branched,breathed,bruised,brushed,bubbled,bumped,buried,burned,buzzed,calculated,called,camp,cared,carried,carved,caused,challenged,changed,charged,chased,cheated,checked,cheered,chewed,choked,chopped,claimed,clapped,cleaned,cleared,clipped,closed,coached,coiled,collected,colored,combed,commanded,communicated,compared,competed,complained,completed,concentrated,concerned,confessed,confused,connected,considered,consisted,contained,continued,copied,corrected,coughed,counted,covered,cracked,crashed,crawled,cried,crossed,crushed,cured,curled,curved,cycled,damaged,dammed,danced,dared,decayed,deceived,decided,decorated,delayed,delighted,delivered,depended,described,deserted,deserved,destroyed,detected,developed,disagree,disappear,disapprove,disarmed,discovered,disliked,divided,doubled,doubted,dragged,drained,dreamed,dressed,dried,dripped,dropped,drowned,drummed,dusted,earned,educated,embarrassed,employed,emptied,encouraged,ended,enjoyed,entered,entertained,escaped,examined,excited,excused,exercised,existed,expanded,expected,explained,exploded,extended,faced,faded,failed,fancied,fastened,faxed,feared,fenced,fetched,filed,filled,filmed,fired,fitted,fixed,flapped,flashed,floated,flooded,flowed,flowered,folded,followed,forced,formed,founded,framed,fried,frightened,gathered,gazed,glowed,glued,grabbed,grated,greased,greeted,grinned,griped,groaned,guaranteed,guarded,guessed,guided,hammered,handed,handled,hanged,happened,harassed,harmed,hated,haunted,headed,healed,heaped,heated,helped,hooked,hoped,hoped,hovered,hugged,hummed,hunted,hurried,identified,ignored,imagined,impressed,improved,included,increased,influenced,informed,injected,injured,instructed,intended,interested,interfered,interrupted,introduced,invented,invited,irritated,itched,jailed,jammed,jogged,joined,joked,judged,juggled,jumped,kicked,killed,kissed,knelled,knitted,knocked,knotted,labeled,landed,lasted,laughed,launched,learned,leveled,licensed,licked,lied,lightened,liked,listed,listened,lived,loaded,locked,longed,looked,loved,managed,maned,marched,marked,married,matched,mated,mattered,measured,meddled,melted,memorized,mended,messed up,milked,mined,missed,mixed,moaned,moored,mourned,moved,muddled,mugged,multiplied,murdered,nailed,named,needed,nested,nodded,noted,noticed,numbered,obeyed,objected,observed,obtained,occurred,offended,offered,opened,ordered,overflowed,owed,owned,packed,paddled,painted,parked,parted,passed,pasted,paused,pecked,pedaled,peeled,peeped,performed,permitted,phoned,picked,pinched,pined,placed,planed,planted,played,pleased,plugged,pointed,poked,polished,possessed,posted,poured,practiced,prayed,preached,preceded,preferred,prepared,presented,preserved,pressed,pretended,prevented,pricked,printed,produced,programmed,promised,protected,provided,pulled,pumped,punched,punctured,punished,pushed,questioned,queued,raced,radiated,rained,raised,reached,realized,received,recognized,recorded,reduced,reflected,refused,regretted,reigned,rejected,rejoiced,relaxed,released,relied,remained,remembered,reminded,removed,repaired,repeated,replaced,replied,reported,reproduced,requested,rescued,retired,returned,rhymed,rinsed,risked,robed,rocked,rolled,rotted,rubbed,ruined,ruled,rushed,sacked,sailed,satisfied,saved,sawed,scare,scattered,scolded,scorched,scraped,scratched,screamed,screwed,scribbled,scrubbed,sealed,searched,separated,served,settled,shaded,shared,shaved,sheltered,shivered,shocked,shopped,shrugged,sighed,signaled,signed,sipped,skied,slapped,slipped,slowed,smashed,smelled,smiled,smoked,snatched,sneezed,sniffed,snored,snowed,soaked,soothed,sounded,spared,sparked,sparkled,spelled,spilled,spoiled,spotted,sprayed,sprouted,squashed,squeaked,squealed,squeezed,stained,stamped,stared,started,stayed,steered,stepped,stirred,stitched,stopped,stored,strapped,strengthened,stretched,striped,stroked,stuffed,subtracted,succeeded,sucked,suffered,suggested,suited,supplied,supported,supposed,surprised,surrounded,suspected,suspended,switched,talked,tamed,taped,tasted,teased,telephoned,tempted,terrified,tested,thanked,thawed,ticked,tickled,tied,timed,tipped,tired,touched,toured,towed,traced,traded,trained,transported,trapped,traveled,treated,trembled,tricked,tried,tripped,trotted,troubled,trusted,tugged,tumbled,turned,twisted,typed,undressed,unfastened,united,unlocked,unpacked,used,vanished,visited,wailed,waited,walked,wandered,wanted,warmed,warned,washed,wasted,watched,watered,waved,weighed,welcomed,whined,whipped,whirled,whispered,whistled,winked,wiped,wished,wobbled,wondered,worked,worried,wrapped,wrecked,wrestled,wriggled,yawned,yelled,zipped,zoomed
List 4) Third person of irregular verbs
awakes,beats,becomes,been,begins,bends,bets,bids,bites,blows,breaks,brings,broadcasts,builds,burns,buys,catches,chooses,comes,costs,cuts,digs,does,draws,dreams,drinks,drives,eats,falls,feels,fights,finds,flies,forgets,forgives,freezes,gets,gives,goes,grows,hangs,hears,hides,hits,holds,hurts,is,keeps,knows,lays,leads,learns,leaves,lends,lets,lies,loses,makes,means,meets,pays,puts,reads,rides,rings,rises,runs,says,sees,sells,sends,shows,shuts,sings,sits,sleeps,speaks,spends,stands,swims,takes,teaches,tears,tells,thinks,throws,understands,wakes,wears,wins,writes
List 5) most common irregular verbs
with their presence and past forms inside this list
Examples: awake, awoke, awoken, is, be, will
Remark: This list might be a bit short.
ate,awake,awoke,awoken,be,beat,beat,beaten,became,become,become,been,began,begin,begun,bend,bent,bent,bet,bet,bet,bid,bid,bid,bit,bite,bitten,blew,blow,blown,bought,bought,break,bring,broadcast,broadcast,broadcast,broke,broken,brought,brought,build,built,built,burn,burned,burned,burnt,burnt,buy,came,catch,caught,caught,choose,chose,chosen,come,come,cost,cost,cost,cut,cut,cut,did,dig,do,done,drank,draw,drawn,dream,dreamed,dreamed,dreamt,dreamt,drew,drink,drive,driven,drove,drunk,dug,dug,eat,eaten,fall,fallen,feel,fell,felt,felt,fight,find,flew,flown,fly,forgave,forget,forgive,forgiven,forgot,forgotten,fought,fought,found,found,freeze,froze,frozen,gave,get,give,given,go,gone,got,got,grew,grow,grown,had,had,hang,have,hear,heard,heard,held,held,hid,hidden,hide,hit,hit,hit,hold,hung,hung,hurt,hurt,hurt,keep,kept,kept,knew,know,known,laid,laid,lain,lay,lay,lead,learn,learned,learned,learnt,learnt,leave,led,led,left,left,lend,lent,lent,let,let,let,lie,lose,lost,lost,made,made,make,mean,meant,meant,meet,met,met,paid,paid,pay,put,put,put,ran,rang,read,read,read,ridden,ride,ring,rise,risen,rode,rose,run,run,rung,said,said,sang,sat,sat,saw,say,see,seen,sell,send,sent,sent,show,showed,showed,shown,shut,shut,shut,sing,sit,sleep,slept,slept,sold,sold,speak,spend,spent,spent,spoke,spoken,stand,stood,stood,sung,swam,swim,swum,take,taken,taught,taught,teach,tear,tell,think,thought,thought,threw,throw,thrown,told,told,took,tore,torn,understand,understood,understood,wake,was,wear,went,were,win,woke,woken,won,won,wore,worn,write,written,wrote
List 6) Prepositions
Examples: Aboard, about, above
aboard,about,above,across,after,against,along,amid,among,anti,around,as,at,before,behind,below,beneath,beside,besides,between,beyond,but,by,concerning,considering,despite,down,during,except,excepting,excluding,following,for,from,in,inside,into,like,minus,near,of,off,on,onto,opposite,outside,over,past,per,plus,regarding,round,save,since,than,through,to,toward,towards,under,underneath,unlike,until,up,upon,versus,via,with,within,without
List 7a) 500 most common Adjectives
Examples: different, used, important
able,acceptable,accurate,actual,additional,administrative,afraid,aggressive,alive,angry,anxious,asleep,automatic,available,aware,basic,boring,capable,careful,civil,competitive,comprehensive,confident,conscious,consistent,critical,cultural,curious,cute,dangerous,decent,desperate,different,difficult,distinct,dramatic,educational,efficient,electrical,electronic,embarrassed,emotional,entire,environmental,every,exciting,existing,expensive,famous,former,friendly,global,guilty,happy,healthy,helpful,historical,hot,huge,hungry,immediate,important,impossible,impressive,informal,inner,intelligent,interesting,known,large,latter,legal,logical,lonely,lucky,mad,massive,medical,mental,nervous,nice,numerous,obvious,odd,old,pleasant,poor,popular,powerful,practical,pregnant,psychological,pure,rare,realistic,reasonable,recent,relevant,remarkable,responsible,scared,serious,several,severe,sexual,significant,similar,sorry,strict,strong,substantial,successful,sudden,sufficient,suitable,suspicious,tall,technical,terrible,tiny,traditional,typical,ugly,unable,unfair,unhappy,united,unlikely,unusual,used,useful,various,visible,weak,willing,wonderful,wooden
Many adjectives are also nouns, some also adverbs.
This gives the
List 7b) Adjective&Noun list
Again some nouns are removed.
according,action,active,adult,after,ago,all,alone,alternative,amazing,annual,another,any,apart,appropriate,away,beautiful,beginning,best,better,big,both,brave,brief,bright,brilliant,broad,brown,busy,calm,car,certain,chance,cheap,chemical,chicken,classic,clean,clear,close,cold,comfortable,commercial,common,complete,complex,constant,content,cool,correct,crazy,creative,current,dark,day,dead,dear,deep,dependent,direct,dirty,double,downtown,drunk,dry,due,each,easy,,effective,either,empty,enough,equal,equivalent,even,exact,excellent,external,extra,extreme,fair,false,familiar,far,fast,fat,female,few,final,fine,firm,first,fit,flat,formal,free,frequent,fresh,full,fun,funny,future,game,general,glad,good,grand,great,green,gross,hard,head,heavy,high,his,home,honest,house,human,ill,illegal,independent,individual,inevitable,initial,inside,internal,international,junior,just,key,kind,last,late,leading,least,left,less,level,life,little,live,local,long,loose,loud,low,lower,main,major,male,many,material,mean,medium,middle,minor,mobile,more,most,much,narrow,nasty,national,natural,nearby,neat,necessary,negative,new,next,no,normal,objective,official,ok,one,only,open,opposite,ordinary,original,other,outside,over,overall,own,particular,past,perfect,period,personal,physical,positive,possible,potential,present,pretty,previous,primary,prior,private,professional,proper,proud,public,quick,quiet,raw,ready,real,regular,remote,representative,rich,right,rough,round,royal,sad,safe,salt,same,secret,secure,senior,sensitive,separate,sharp,short,sick,silly,simple,single,slight,slow,small,smart,smooth,soft,solid,some,spare,special,specific,spiritual,standard,still,stock,straight,strange,stupid,subject,such,super,sure,sweet,temporary,that,then,these,thick,thin,think,this,tight,time,top,total,tough,training,true,unique,upper,upset,upstairs,usual,valuable,vast,visual,warm,weekly,weird,what,which,white,whole,wide,wild,wise,work,working,worth,wrong,yellow,young
List 7) 500 most common Adverbs
Examples: abruptly, decently, hopefully
abruptly,absolutely,abundantly,accidentally,accordingly,accurately,actively,adequately,admirably,advisedly,affectingly,aggressively,aimlessly,alarmingly,alertly,aloud,alternatively,amazingly,ambitiously,amusingly,angrily,annually,anxiously,apparently,appropriately,approximately,arrogantly,artificially,astonishingly,attractively,audibly,awfully,awkwardly,badly,barely,basically,beautifully,beneficially,bitterly,blindly,blissfully,boastfully,boldly,bravely,briefly,brightly,brilliantly,broadly,brutally,calmly,carefully,carelessly,casually,cautiously,certainly,charmingly,cheerfully,childishly,clearly,cleverly,closely,clumsily,coherently,collectively,colorfully,commonly,competently,completely,conclusively,confidentially,confidently,consciously,consequently,considerably,considerately,conspicuously,constantly,continually,conveniently,conventionally,correctly,correspondingly,corruptly,courageously,cowardly,critically,crucially,cruelly,culturally,cunningly,curiously,daily,dangerously,dearly,deceitfully,deceivingly,decently,deceptively,decidedly,decreasingly,deeply,definitely,deliberately,delicately,delightfully,densely,densely,destructively,diligently,directly,discriminately,disorderly,distinctly,distressingly,doubtfully,dramatically,drastically,dreadfully,eagerly,easily,economically,effectively,elaborately,emotionally,emphatically,endlessly,enjoyably,enormously,enthusiastically,entirely,enviously,enviously,essentially,eternally,eventually,evidently,exactly,exceedingly,excellently,exceptionally,excessively,excitedly,expertly,expressly,extensively,extremely,factually,faintly,fairly,faithfully,falsely,famously,fantastically,fashionably,favorably,fearfully,fiercely,finally,financially,firmly,fluently,foolishly,forcefully,formally,fortunately,frankly,freely,frequently,freshly,frightfully,fully,fundamentally,furiously,generally,generously,gently,gladly,gloriously,gracefully,gratefully,greedily,habitually,happily,hardly,harmfully,harmoniously,harshly,hastily,heavenly,heavily,helpfully,helplessly,hesitantly,highly,hilariously,honestly,hopefully,hopelessly,horribly,hugely,humanely,humorously,hungrily,ignorantly,immediately,immensely,immorally,impatiently,imperfectly,impersonally,impolitely,importantly,impulsively,inaccurately,inadequately,incidentally,incorrectly,increasingly,incredibly,indefinitely,independently,indiscriminately,indistinctly,inevitably,infrequently,initially,innocently,insanely,insincerely,instantly,insultingly,intelligently,intensely,intentionally,invariably,ironically,irrationally,irregularly,irresponsibly,jealously,jointly,joyfully,joyously,kindly,lazily,legitimately,liberally,lightly,literally,lively,locally,logically,loudly,luckily,madly,mainly,marvelously,massively,melodically,memorably,merrily,mildly,miserably,modestly,monthly,mortally,mostly,mysteriously,naively,naturally,nearly,neatly,negatively,neglectfully,nervously,neurotically,newly,nicely,noisily,normally,notably,objectively,obsessively,obviously,occasionally,oddly,offensively,officially,openly,optimistically,orderly,ordinarily,originally,painfully,partially,particularly,passionately,passively,patiently,peacefully,perfectly,pessimistically,physically,plainly,pleasingly,plentifully,politely,politically,poorly,popularly,positively,possibly,potentially,powerfully,practically,precisely,presently,previously,primarily,principally,privately,probably,productively,productively,profoundly,promptly,properly,publicly,punctually,purely,questionably,quickly,quietly,radically,randomly,rapidly,rationally,really,reasonably,recently,recklessly,regretfully,regularly,reluctantly,repeatedly,respectively,richly,ridiculously,rightfully,romantically,roughly,rudely,sadly,safely,sarcastically,savagely,scarcely,securely,selectively,selfishly,senselessly,sensually,sentimentally,separately,seriously,severely,shamefully,shamelessly,sharply,shortly,shyly,silently,simply,singularly,skeptically,sleepily,slightly,slowly,slyly,smartly,smoothly,socially,softly,specially,specifically,spectacularly,speculatively,speedily,spiritually,spontaneously,steadily,straight,strangely,strictly,strongly,stubbornly,stunningly,stupidly,stylishly,successfully,summarily,superficially,supernaturally,supposedly,supremely,surprisingly,suspiciously,sweetly,sympathetically,systematically,tastefully,temporally,tenderly,terribly,terrifically,thoroughly,thoughtfully,thoughtlessly,thrillingly,tightly,timelessly,timely,timidly,tiredly,tirelessly,tolerably,tolerantly,totally,traditionally,tragically,truly,truthfully,typically,ultimately,unambiguously,unbearably,uncertainly,unclearly,unconsciously,uncontrollably,undeniably,understandablybriskly,undoubtedly,uneasily,unemotionally,unequally,unexpectedly,unfairly,unfortunately,unfriendly,unintelligently,unintentionally,unnaturallychiefly,unnecessarily,unpleasantly,unreasonably,unreliably,unselfishly,unsuccessfully,unusually,unwisely,urgently,usefully,uselessly,usually,utterly,vaguely,vainly,variably,variously,vastly,verbally,virtually,virtuously,visibly,vitally,vividly,voluntarily,vulgarly,warmly,watchfully,weakly,wearily,weekly,well,wetly,wholly,widely,wildly,willingly,wisely,wonderfully,worriedly,wrongly,yearly,youthfully
List 8) Numbers from 0 to 12
Examples: one, two, three, 0,1,2,3,4,5,6,7,8,9,10,11,12
Remark: We do not delete numbers > 12
We decide not to use this list because it can easily lead to duplicate posts.
Example: Episode1, Episode2
The List 9, insignificant nouns
is only pro version.
ability,access,accuracy,achievement,action,act,activity,addition,address,adjustment,admission,adoption,advance,advantage,advertising,
advise,afternoon,age,aid,aide,aim,air,album,alley,aluminum,ambition,amount,analysis,ancestor,angle,anger, animal,answer,anxiety,
appearance,appointment,appreciation,approach,approval,area,arm,argument,arrangement,art,article,artist,aspect,ass,assignment,
assistant,array,association,
bag,band,bar,base,bell,bid,block,body,bucket,bulk,bush,
cab,calculation,campaign,candidate,card,cart,case,casualty,cat,catch,category,cause,celebrity,cell,chairman,challenge,
chance,change,chapter,charm,chart,check,cheese,chef,chicken,chief,child,choice,chunk,circumstance,city,claim, class,
clerk,click,client,clip,clock,closet,cloth,clothes,club,clue,collaboration,collection,college, color,colour,column,combat,
combination,comfort,command,commander,comment,commissioner,committee,communicatiion,comparison,
compensation,competition,complaint,component,composition,concept,container,conception,concern,convenience,convention,
concert,conclusion,condition,conduct,confrontation,confession,confidence,connection,conscience,
consensus,consciousness,conservation,consideration,consultant,consequence,content,context,control,
controversy, conversation,conversion, coordinator,cooperation, cop,contrast,correspondent,correlation,corridor,
counselor, counsel,counterpart,country,county,courage,course,coverage,cream, creature,creation, credibility,credit,crew,crime,criteria,criticism,cross,crowd,cruise,culture,cure,curiosity,curve
dad,daughter,dawn,day,deadline,damage,dancer,danger,data,database,debut, decade,decision,
deck,death,debate,defendant,defender,definition,degree,denial,demonstration,depth,depart,
department,desert,desk,description,destination,detail,determination,development,diagnosis,dialogue,dump,duty,
editor,effort,element,emotion,emphasis,end,entity,entry,era,error,estate,
establishment, evidence,evening,expectation,executive,exercise,exception,expedition,entrance,
explanation,extension,expression,essence,example,exploit,extent,experience,exploration,experiment,
exchange,expert,extension,
face,fault,favor, facility,factor,failure,family,fan,fantasy,finding,feedback,feeling,
field,figure,film,fine,filter,finish,flavor,floor,form,format,formation,formula,fortune,fragment,
frame,framework,frequency,freshman,friend,front,frontier,fruit,function,fuel,fun,
gain,gallery,game,gang,gap,gate,gear,gene,generation,gentleman,gesture,
ghost,glass,gift,glory,glove,goal,grace,grade,graduate,grass,grief,grin,grip,grocery,
group,guard,guide,gun,guy,
habit,hall,hand,headline,health,height,heel,herb,hero,highlight,historian,home,honor,
horror,horse,host,hotel,house,hug,humor,
ice,icon,idea,identity,illusion,image,imagination,impact,implementation,importance,
impression,improvement,impulse,incident,indication,infant,infection,influence,
information,ingredient,input,inquiry,insect,insight,instance,institution,instruction,
instrument,integrity,intelligence,intent,intensity,intention,interaction,interpretation,
interval,intervention,interview,introduction,invasion,invention,involvement,irony,isolation,
job,journalist,
kid,kit,kitchen,kneel,knowledge
lab,label,lack,lane,learning,legend,legislature,length,lesson,letter,level,lighting,likelihood,
limit, line,link,liver,location,log,logic,lots,luck
magazine,mail,maintenance,maker,man,manner,mark,marker,master,mate,material,meal,
meaning,media,meeting,member,mess,message,method,mind,minute,mission,mode,model,
mom,moment,month,mood,mother,mother,mountain,myth,
name,nation,necessity,nerve,nest,network,news,night,nomination,nominee,noon,norm,
notion,novel,number,
object,objective,observation,occasion,occupation,odds,operation,opinion,option,order,organ,
orientation,origin,outcome,output,
package,pad,page,pain,pair,paint-pale,palm,pan,paper,parent,park,particle,party,passage,
passenger,passing,past,path,pattern,peel,pencil,people,percentage,perception,performance,
performer,period,permission,permit,person,personnel,perspective,pet,phase,phenomenon,
photo,photograph,phrase,pickup,picture,pie,piece,pig,pile,pill,pin,pine,pioneer,pipe,pit,pitch,
place,placement,plan,plane,planning,plastic,plate,player,playoff,pocket,poem,poet,policy,
pool,portion,portrait,position,possession,possibility,post,pot,potato,pound,power,practice,
preference,premise,premium,presence,presentation,president,press,pressure,principle,
priority,problem,procedure,process,professor,profile,profit,program,programming,progress,
proof,proportion,proposal,prospect,protocol,province,provision,publication,publicity,purse,puzzle,
quantity,quarter,quest,quote,rack, radar,rage,rain,rally,ranch,range,rank,rat,reaction,reality,rebel,receiver,reception,reason,recipe,
recipient,recognition,recommendation,recording,reduction,reference,reflection,reader,refugee,refuge,
regime,region,relation,relationship,remark,reminder,realm,replacement,reporter,representation,
republic,reputation,request,requirement,resort,resource,respondent,response,responsibility,
restriction,result,retailer,revelation,review,ride,risk,road,rod,routine,row,
sake,sale,salt,satisfaction,scale,scene,scientist,score,scratch,script,sea,section,segment,sensation,
session,selection,seminar,sequence,series,set,setting,shame,shit,shirt,shot,side,sight,sign,signal,
significance,similarity,sir,site,situation,slice,slot,problem,source,specialist,specialty,species,
speech,spending,spite,spit,spouse,spray,square,stack,stadium,stage,stair,stance,standing,station,
status,steel,story,stream,step,stranger,straw,streak,street,strength,strike,strip,structure,stuff,style,
subject,suggestion,support,supporter,surrounding,sum,summary,suit,suite,sun,supervisor,survivor,
sweater,suspicion,swing,symbol,sympathy,symptom,system,stress,senator
tag,tale,tank,tap,tape,target,task,taste,tax,tea,team,technique,teen,teenager,television,tendency,
tension,term,terms,terrain,test,text,textbook,texture,thread,threat,town,toy,trace,thought,tile,
time,timing,tip,title,toll,tone,topic,track,tradition,trail,training,trait,train,transformation,
tray,treasure,tree,trend,trick,trigger,trouble,trust,truth,twist,translation,trash,trip,trip,type,universe,user,
validity,variation,variety,vendor,verdict,version,video,view,viewer,village,violation,vision,visit,visitor,
virtue,voice,volunteer,voter,
warning,warrior,waste,water,way,weakness,web,weight,weekend,week,wheel,whisper,wife,wing,
woman,wonder,word,work,worker,works,world,wound,
year,zone
List 10: 4000 common words (non-nouns)
about,above,abroad,absolute,absolutely,absorb,abstract,academic,accelerate,acceptance,accessible,accommodate,accompany,accomplish,accomplishment,according,accurate,accurately,accuse,achieve,acknowledge,acquire,acquisition,across,active,actively,actual,actually,ad,adapt,add,added,additional,adequate,adjust,administer,administrative,admire,admit,adolescent,adopt,adult,advanced,advice,adviser,advocate,affect,afford,afraid,after,afterward,again,against,aggressive,ago,agree,agricultural,ah,ahead,alented,alike,alive,all,alleged,allegedly,allow,almost,alone,along,alongside,already,also,alter,although,altogether,always,amazing,ambitious,amid,among,analyze,ancient,and,and/or,angry,announce,annually,anonymous,another,anticipate,anxious,any,anybody,anymore,anyone,anything,anyway,anywhere,apart,apologize,apparent,apparently,appear,apply,appoint,appreciate,appropriate,approve,approximately,argue,arise,around,arrange,arrive,articulate,artificial,as,aside,ask,asleep,assemble,assert,assess,assign,assist,associate,associated,assume,assure,at,athletic,atop,attach,attempt,attend,attention,attitude,attract,attractive,authorize,automatic,automatically,availability,available,average,avoid,await,awake,aware,away,awful,back,bad,badly,bake,bare,barely,barn,basic,basically,basis,bat,bay,be,beam,beard,beat,beautiful,because,become,before,beg,begin,behalf,behave,behind,being,belief,believe,belly,belong,below,bend,beneath,beside,besides,bet,better,between,beyond,big,billion,bind,biological,bit,bite,bitter,blame,blank,blend,bless,bloody,blow,boil,bold,bolt,boom,boost,boot,boring,born,borrow,both,bother,bottom,bounce,bow,brave,brief,briefly,bright,brilliant,bring,broad,broken,brush,brutal,buck,bug,build,builder,bunch,burn,burning,bury,busy,but,buy,by,calculate,call,calm,can,cancel,cap,capability,capable,capacity,careful,carefully,carry,carve,casual,celebrate,certain,certainly,changing,character,characteristic,characterize,charge,chase,cheap,cheat,cheer,chemical,chew,chill,chin,choose,chop,cite,civic,civil,classic,classify,clay,clean,clear,clearly,climb,cling,close,closed,closely,closer,closest,cold,collect,collective,colonial,colorful,combine,combined,come,comfortable,coming,commercial,commit,commitment,common,commonly,communicate,comparable,compare,compel,compelling,compete,competitive,complain,complete,completely,complex,complicated,comply,compose,compound,comprehensive,comprise,concede,conceive,concentrate,concerned,concerning,conclude,concrete,condemn,confess,confident,confirm,confront,confuse,connect,conscious,consecutive,consent,consequently,conservative,consider,considerable,considerably,consist,consistent,consistently,constant,constantly,constitute,constraint,construct,consult,consume,contain,contemplate,contemporary,contend,continue,continued,continuing,continuous,contribute,contribution,contributor,controversial,conventional,convert,convey,convict,convince,convinced,cool,cooperate,cooperative,coordinate,cope,copy,corn,corner,correct,correctly,cost,costly,could,council,counseling,count,counter,couple,cover,crack,craft,crazy,create,creative,criminal,critic,critical,criticize,crowded,crucial,cruel,crush,cry,crystal,cue,cup,curious,current,currently,curtain,custom,cut,cute,daily,damn,dance,dancing,dangerous,dare,dark,date,dead,deadly,deal,dealer,dear,decent,decide,declare,decline,decorate,decrease,dedicate,deem,deep,deeply,defend,defense,defensive,define,definitely,delay,deliberately,delicate,delight,deliver,democratic,demographic,demonstrate,dense,density,deny,depend,dependent,depending,depict,depicted,deploy,depressed,derive,describe,deserve,designer,desire,desperate,desperately,despite,destroy,detailed,detect,determine,determined,devastating,develop,developmental,device,devote,diagnose,dictate,die,differ,difference,different,differently,difficult,difficulty,dig,diminish,dining,dip,diplomatic,direct,direction,directly,dirt,disability,disabled,disagree,disappear,disappointed,disaster,disclose,discount,discourage,discourse,discover,discovery,discuss,discussion,dismiss,display,dispute,dissolve,distant,distinct,distinction,distinctive,distinguish,distract,distribute,district,disturb,disturbing,diverse,divide,divine,do,doctor,documentary,domain,dominant,dominate,dose,dot,double,doubt,down,dozen,drag,dramatic,dramatically,draw,drawing,dress,dried,drift,drill,drink,drive,driving,drop,drown,drum,drunk,dry,due,dumb,during,dying,each,eager,ear,early,earn,ease,easily,easy,eat,eating,economically,edit,educate,educational,effect,effective,effectively,efficient,eight,either,elaborate,elder,elderly,elect,electrical,elegant,elementary,eleven,eligible,eliminate,else,elsewhere,embarrassed,embrace,emerge,emotionally,emphasize,employ,employed,empty,enable,enact,encounter,encourage,encouraging,endless,endorse,endure,enforce,engage,enhance,enjoy,enormous,enough,enroll,ensure,enter,entire,entirely,entitle,envision,equal,equally,equip,equivalent,escape,especially,essay,essential,essentially,establish,estimate,estimated,etc,ethnic,evaluate,even,evening,eventually,ever,every,everybody,everyday,everyone,everything,everywhere,evident,evil,evolution,evolve,exact,exactly,examine,exceed,excellent,except,excessive,excited,excitement,exciting,exclude,exclusive,exclusively,excuse,execute,exhaust,exhibit,exist,existing,exit,exotic,expand,expect,expected,expensive,experienced,experimental,expert,explain,explicit,explode,export,expose,express,extend,extended,extensive,extra,extraordinary,extreme,extremely,facilitate,fact,fade,fail,faint,fairly,fall,false,fame,familiar,famous,fantastic,far,fascinating,fast,faster,fat,fatal,father,fatigue,favorable,favorite,fear,feature,fee,feed,feel,fellow,few,fewer,fierce,file,fill,final,finally,find,firm,firmly,first,fishing,fit,five,fix,flat,flee,flexible,flip,float,flow,fluid,fly,flying,fold,follow,following,for,forbid,force,forever,forget,forgive,formal,former,formerly,forth,fortunately,forty,forward,foster,found,four,fraction,fragile,frankly,free,freely,freeze,frequent,frequently,fresh,friendly,from,frown,frozen,frustrate,frustration,fucking,full,fully,functional,fund,fundamental,funny,furthermore,future,gather,gathering,general,generally,generate,generous,gentle,gently,genuine,get,gifted,girl,give,given,glad,glance,glimpse,global,go,golden,good,govern,grab,gradually,grand,grant,grasp,grateful,great,greatest,greatly,greet,gross,grow,growing,guarantee,guess,guilty,ha,half,halfway,handful,handle,handsome,hang,happen,happily,happiness,happy,hard,hardly,harm,harsh,hat,hate,haul,have,he,head,heal,healthy,hear,hearing,heavily,heavy,hello,help,helpful,hence,her,here,hers,herself,hesitate,hey,hi,hidden,hide,high,highly,hike,him,himself,hint,hip,hire,his,historical,historically,history,hit,hold,hole,holy,honest,honestly,hope,hopefully,horrible,hostile,hot,hour,how,however,huge,huh,human,humanity,hundred,hungry,hunt,hunting,hurry,hurt,ideal,identical,identify,ie,if,ignore,ill,illustrate,imagine,immediate,immediately,immune,implement,implication,imply,important,importantly,impose,impossible,impress,impressive,improve,improved,in,include,including,incorporate,increase,increased,increasing,increasingly,incredible,incredibly,indeed,independent,indicate,indigenous,individual,inevitable,inevitably,influential,inform,informal,inherent,inherit,initial,initially,initiate,injure,inmate,inner,innocent,innovative,insert,inside,insist,inspire,install,instant,instantly,instead,instruct,instructional,intact,integrate,integrated,intellectual,intelligent,intend,intense,interact,interested,interesting,interfere,interior,internal,interpret,interrupt,intimate,into,introduce,invade,invent,invest,investigate,invisible,invite,involve,involved,ironically,isolate,isolated,issue,it,item,its,itself,join,joint,judicial,jump,just,justify,keep,key,kick,kill,killing,kind,kit,knock,know,known,large,largely,last,late,lately,later,latter,lawn,lay,lead,leading,lean,learn,least,leave,left,legal,legally,legislative,lend,less,let,liberal,light,lightly,like,likely,likewise,limited,list,listen,literally,literary,little,live,living,load,local,locate,lock,logical,lonely,long,longtime,look,loose,lose,lost,lot,loud,lovely,low,lower,loyal,lucky,mad,magic,magnetic,main,mainly,maintain,major,make,manage,managing,manipulate,many,married,mass,massive,match,matter,may,maybe,me,mean,meaningful,meantime,meanwhile,medical,medium,meet,melt,mentally,mention,mere,merely,middle,midst,might,mild,mine,minimal,minimize,minimum,minor,mirror,miss,missing,missionary,mix,mixed,mm-hmm,moderate,modern,modest,modify,monthly,more,moreover,most,mostly,motivate,motive,mount,move,much,multiple,musical,must,mutter,mutual,my,myself,mysterious,narrative,narrow,nasty,native,native,natural,naturally,near,nearby,nearly,neat,necessarily,necessary,need,negative,negotiate,neither,neither,nervous,net,neutral,never,nevertheless,new,newly,next,nice,nine,nobody,none,nonetheless,nor,normal,normally,north,note,nothing,notice,novel,now,nowhere,numerous,nutrient,observe,obtain,obvious,obviously,occasional,occasionally,occupy,occur,odd,of,off,offensive,offer,officially,often,oh,oil,ok,okay,old,on,once,one,one-third,ongoing,online,only,onto,open,opening,openly,operate,oppose,opposed,opposite,opt,optimistic,or,oral,ordinary,organize,organized,original,originally,other,others,otherwise,otherwise,ought,our,ours,ourselves,outer,outlet,outline,outside,outstanding,over,overall,overcome,overlook,oversee,overwhelm,overwhelming,owe,own,o’clock,pack,painful,parental,parish,part,partial,partially,participate,particular,particularly,partly,pass,patient,pause,pay,peaceful,peak,peasant,per,perceive,perceived,perfect,perfectly,perform,perhaps,permanent,persist,personal,personally,persuade,physical,physically,pick,plain,play,plea,plead,pleasant,please,pleased,pleasure,plenty,plunge,plus,plus,point,poke,poor,pop,popular,portray,pose,positive,possess,possible,possibly,potential,potentially,pour,powerful,practical,practically,praise,pray,preach,precious,precise,precisely,predator,predict,prefer,pregnant,preliminary,preparation,prepare,present,preserve,presumably,pretend,pretend,pretty,prevail,prevent,previous,previously,primarily,primary,prime,principal,print,prior,privacy,private,privately,pro,probably,proceed,proclaim,produce,productive,professional,profound,progressive,prohibit,prominent,promising,promote,prompt,proper,properly,propose,proposed,protect,protective,protest,proud,prove,provide,provided,provoke,publicly,publish,pull,pump,punish,purchase,pure,purpose,pursue,pursuit,push,put,qualify,quality,quick,quickly,quiet,quietly,quit,quite,racial,raise,rapid,rapidly,rare,rarely,rather,rational,raw,re,reach,react,read,readily,reading,ready,real,realistic,realize,really,rear,reasonable,rebuild,recall,receive,recent,recently,recognize,recommend,record,recover,recruit,reduce,refer,reflect,refuse,regain,regard,regarding,regardless,regional,register,regret,regular,regularly,regulate,reinforce,reject,relate,related,relative,relative,relatively,relax,release,relevant,reliability,reliable,relieve,rely,remain,remaining,remarkable,remember,remind,remote,removal,remove,render,rental,repair,repeat,repeatedly,replace,reply,report,reportedly,reporting,represent,representative,require,required,rescue,research,researcher,resemble,reservation,reserve,resident,resident,residential,resign,resist,resolve,respect,respectively,respond,responsible,rest,restrict,resume,retain,retire,retired,retreat,reveal,reverse,revolutionary,rhetoric,rib,rich,rid,ridiculous,right,rise,ritual,roll,rolling,romantic,rough,roughly,round,routinely,run,running,rush,sacrifice,sad,safely,same,satisfy,save,say,scan,scare,scared,scary,scientific,search,second,secure,see,seek,seem,seemingly,seize,seldom,select,select,selected,self,sell,send,sense,sensitive,sentence,separate,serious,seriously,serve,serving,settle,several,severe,severely,sexual,sexually,sexy,shake,shall,shallow,share,shared,sharp,sharply,she,shed,shift,shine,shoot,short,short-term,shortly,should,shout,show,shrink,shrug,shut,shy,sick,sigh,significant,significantly,silent,silly,similar,similarly,simple,simply,simultaneously,since,sing,single,sink,sit,six,size,skip,slam,slap,slide,slight,slightly,slow,slowly,small,smart,smell,smooth,snap,sneak,so,soar,social,soft,soften,softly,sole,solely,solid,solve,some,somebody,someday,somehow,someone,something,sometime,sometimes,somewhat,somewhere,son,soon,sophisticated,sorry,sort,south,spare,speak,special,specialize,specific,specifically,specify,spectacular,speculate,spell,spend,sphere,spill,spin,spine,split,spot,spread,sprinkle,squeeze,stable,stand,standard,stare,start,starting,stay,steadily,steady,steep,steer,stem,still,stimulate,stir,stop,store,straight,straighten,strange,street,strengthen,stretch,strict,strictly,striking,string,strong,strongly,structural,struggle,stumble,stupid,submit,subsequent,substance,substantial,substantially,subtle,succeed,success,successful,successfully,such,suck,sudden,suddenly,sue,suffer,sufficient,suggest,suitable,sunny,super,superior,supportive,suppose,supposed,supposedly,sure,surely,surprise,surprised,surprising,surprisingly,surround,survive,suspect,suspend,suspicious,sustain,swallow,swear,sweater,sweep,sweet,swell,swim,switch,symbolic,tackle,take,talk,tall,teach,teaching,tear,technical,tell,temporary,ten,tend,tender,terrible,terribly,terrific,testify,testing,than,thank,thanks,that,the,theater,their,them,theme,themselves,theoretical,there,thereby,therefore,these,they,thick,thigh,thin,thing,think,thinking,third,thirty,this,thoroughly,those,though,thousand,threaten,three,thrive,through,throughout,throw,thus,tide,tie,tight,tighten,tightly,till,tiny,tired,to,today,toe,together,tolerate,tomorrow,tonight,too,top,total,totally,touch,tough,toward,towards,traditional,traditionally,tragic,transfer,transform,transit,translate,transmit,treat,tremendous,trim,tropical,troubled,true,truly,try,tube,tuck,turn,twelve,twenty,twice,two,twothirds,typical,typically,ugly,uh,ultimately,unable,uncertain,uncertainty,uncomfortable,uncover,under,undergo,underlying,undermine,understand,understanding,undertake,unexpected,unfair,unfold,unfortunately,unhappy,uniform,unique,unit,unite,unity,universal,unknown,unless,unlike,unlikely,unprecedented,until,unusual,up,update,upon,upper,upset,upstairs,urban,urge,us,use,used,useful,usual,usually,utility,utilize,valid,valuable,value,van,vanish,variable,various,vary,vast,vegetable,verbal,versus,vertical,very,via,violate,violent,virtual,virtually,visible,visual,vital,vocal,voting,vs,vulnerable,wait,wake,walk,walking,wander,want,warm,warmth,warn,wash,watch,we,weak,weaken,wear,weave,weekly,weigh,weird,welcome,well,well-known,wet,what,whatever,when,whenever,where,whereas,wherever,whether,which,while,whip,who,whoever,whole,whom,whose,why,wide,widely,widespread,wild,will,win,wipe,wire,wise,wish,with,withdraw,within,without,witness,wonderful,wooden,working,worldwide,worried,worry,worth,would,wow,wrap,write,writing,written,wrong,yeah,yell,yes,yesterday,yet,you,young,your,yours,yourself
List 11: Manual inclusion
able,anytime,days,does,er,everyones,friday,goes,guest,illustrated,imagery,means,monday,months,ones,reflections,revisiting,saturday,sunday,tuesday,wednesday,thursday,uncomfortably,years,questions,1,7,8,9,10,11,12,-,details,name,names,mr,am,i,mrs,ms,pm,tv,united, wont,a,b,c,d,e,f,g,h,i,j,k,l,m,n,o,pq,r,s,t,u,v,w,x,y,z,things,et,al
Comparison of alternatives
Alternative 1: Keep all nouns. Define stop words and delete them. Stop Words will be all common words (except nouns).
Alternative 2: Delete all words except nouns
Alternative 2 : Delete all words in slut except nouns (not used)
In this alternative we only keep nouns and delete all other words.The test would be a positive-test. Hence no stop words, but only “included words”, which are nouns. The difference to alternative 2 would be that we delete non-common words.
Direction-indicating verbs
sometimes with “direction-indicating” verbs or adjectives. An example for a direction indicating verb is “remove”:
Example: Search “Remove Stop Words Plugin”.
See more for