diff --git "a/valid_words_sorted_alphabetically.csv" "b/valid_words_sorted_alphabetically.csv"
new file mode 100644--- /dev/null
+++ "b/valid_words_sorted_alphabetically.csv"
@@ -0,0 +1,172783 @@
+N,Word,Frequency count,Stem,Stem valid probability
+1,a,26251832128,,
+2,aa,14251871,,
+3,aaa,3175263,,
+4,aaaa,298521,aaa,0.9141
+5,aaas,634068,aaa,0.8335
+6,aaberg,23475,,
+7,aachen,1039285,,
+8,aae,175428,,
+9,aaee,20871,,
+10,aaf,656925,,
+11,aag,353325,,
+12,aah,102571,,
+13,aahed,24387,aah,0.8079
+14,aahing,13064,aah,0.887
+15,aahs,35739,aah,0.7416
+16,aaii,17184,,
+17,aal,420782,,
+18,aalborg,273298,,
+19,aalesund,19475,,
+20,aals,117651,aal,0.7815
+21,aalst,79297,,
+22,aalto,266606,,
+23,aam,208058,,
+24,aandahl,65687,,
+25,aao,102649,,
+26,aap,477677,,
+27,aapss,10387,,
+28,aar,884017,,
+29,aarau,68436,,
+30,aarc,62668,,
+31,aardvark,94884,,
+32,aardvarks,17256,aardvark,0.8461
+33,aargau,66565,,
+34,aarhus,714496,,
+35,aaron,10557724,,
+36,aaronic,84390,aaron,0.9921
+37,aaronson,229107,,
+38,aarp,533976,,
+39,aas,1433051,,
+40,aau,353828,,
+41,aaup,309824,,
+42,aauw,225711,,
+43,aavso,27471,,
+44,ab,22346663,,
+45,aba,4779659,,
+46,ababa,1712113,,
+47,abac,52739,,
+48,abaca,375303,abac,0.1232
+49,abaci,55541,abac,0.4871
+50,aback,1708114,,
+51,abaco,124561,,
+52,abactinal,101406,,
+53,abacus,669786,abac,0.073
+54,abacuses,11209,abacus,0.9835
+55,abad,322552,,
+56,abada,16398,abad,0.9516
+57,abadan,208489,abad,0.6074
+58,abaddon,82013,,
+59,abadia,30650,abad,0.9132
+60,abaft,284971,,
+61,abagail,36006,,
+62,abailard,31298,,
+63,abakan,24504,,
+64,abakumov,31556,,
+65,abalone,627974,,
+66,abalones,68655,,
+67,abama,13111,,
+68,abana,45949,,
+69,aband,27681,,
+70,abandon,15065283,,
+71,abandoned,38029233,abandon,0.2837
+72,abandoning,4698131,abandon,0.7623
+73,abandonment,11707018,abandon,0.5627
+74,abandonments,251195,abandon,0.9836
+75,abandons,1315660,abandon,0.9197
+76,abaris,26280,,
+77,abas,79840,aba,0.9836
+78,abase,114735,abas,0.4103
+79,abased,145682,abas,0.354
+80,abasement,322659,abas,0.1984
+81,abases,15199,abas,0.8401
+82,abash,37005,,
+83,abashed,529913,abash,0.0653
+84,abashment,11187,abash,0.7679
+85,abasia,14051,abas,0.8503
+86,abasic,21503,abas,0.7878
+87,abasing,37577,abas,0.68
+88,abassi,22635,,
+89,abatable,11245,,
+90,abate,2459564,,
+91,abated,2123919,,
+92,abatement,7476228,,
+93,abatements,323718,,
+94,abates,201925,,
+95,abating,545668,,
+96,abatis,70461,,
+97,abattis,22217,,
+98,abattoir,628682,,
+99,abattoirs,470642,abattoir,0.5719
+100,abaxial,290132,,
+101,abay,19414,,
+102,abb,1187164,,
+103,abba,1125410,abb,0.5134
+104,abbacies,18088,,
+105,abbacy,74645,,
+106,abbas,1710627,abba,0.3968
+107,abbasi,116028,abbas,0.9365
+108,abbasid,472937,,
+109,abbassi,15193,,
+110,abbassid,11006,,
+111,abbate,129765,,
+112,abbatial,34708,,
+113,abbaye,151879,,
+114,abbe,1674271,abb,0.4149
+115,abbes,59244,abb,0.9525
+116,abbess,846944,,
+117,abbesses,80627,abbess,0.9131
+118,abbeville,686704,,
+119,abbevillian,10407,,
+120,abbey,10425358,,
+121,abbeys,496552,abbey,0.9545
+122,abbi,82831,abb,0.9348
+123,abbie,834165,abby,0.8097
+124,abbot,6805374,,
+125,abbots,825105,abbot,0.8919
+126,abbotsford,362662,,
+127,abbott,7303473,abbot,0.4823
+128,abbottstown,10288,,
+129,abboud,122155,,
+130,abbr,401869,,
+131,abbrev,179991,,
+132,abbreviate,391737,,
+133,abbreviated,4704993,,
+134,abbreviates,53510,,
+135,abbreviating,89444,,
+136,abbreviation,3516115,,
+137,abbreviations,7997025,,
+138,abby,3548383,abbi,0.0228
+139,abc,10266972,,
+140,abcess,31812,,
+141,abcissa,23676,,
+142,abcs,299001,abc,0.9717
+143,abd,2792571,,
+144,abdal,58220,abd,0.9796
+145,abdali,90827,abdal,0.3906
+146,abdel,1258363,,
+147,abdella,15509,,
+148,abderhalden,127912,,
+149,abdias,27228,,
+150,abdicate,682751,abd,0.8035
+151,abdicated,668557,abd,0.8068
+152,abdicates,93451,abd,0.9676
+153,abdicating,171167,abd,0.9422
+154,abdication,1205510,abd,0.6985
+155,abdications,13167,abd,0.9953
+156,abdiel,49553,,
+157,abdom,43001,,
+158,abdomen,13640082,abdom,0.0031
+159,abdomens,158758,abdomen,0.9885
+160,abdominal,18403008,,
+161,abdominally,26062,,
+162,abdominals,136772,,
+163,abdon,65451,,
+164,abdu,120670,,
+165,abducens,208849,,
+166,abducent,29518,,
+167,abduct,276410,,
+168,abducted,1390217,abduct,0.1658
+169,abducting,174731,abduct,0.6127
+170,abduction,2912230,abduct,0.0867
+171,abductions,266506,abduct,0.5091
+172,abductor,483722,,
+173,abductors,188528,abductor,0.7196
+174,abducts,77686,abduct,0.7806
+175,abdul,4367556,abd,0.39
+176,abdulla,334162,,
+177,abe,3982890,,
+178,abeam,172027,,
+179,abecedarian,24860,,
+180,abed,454166,abe,0.8976
+181,abednego,115817,,
+182,abel,4833985,,
+183,abelard,908934,,
+184,abele,157090,abel,0.9685
+185,abeles,180925,abel,0.9639
+186,abelia,23585,abel,0.9951
+187,abelian,1493869,abel,0.7639
+188,abell,655589,abel,0.8806
+189,abelmoschus,27956,,
+190,abelson,442436,,
+191,abencerrages,10838,,
+192,abend,181426,,
+193,abends,12108,abend,0.9374
+194,abeokuta,209616,,
+195,abercrombie,1011603,abercromby,0.1808
+196,abercromby,223199,,
+197,aberdare,298752,,
+198,aberdeen,7786075,,
+199,aberdeenshire,474227,,
+200,aberdonian,22794,,
+201,aberfan,39931,,
+202,aberglaube,13579,,
+203,abernathy,639941,,
+204,abernethy,652130,,
+205,abernon,66420,,
+206,aberrance,15450,,
+207,aberrancy,27389,,
+208,aberrant,1830818,,
+209,aberrantly,48394,,
+210,aberrants,12536,,
+211,aberrated,33612,,
+212,aberration,2666436,,
+213,aberrational,49666,,
+214,aberrations,2495561,,
+215,abert,142146,,
+216,aberystwyth,654446,,
+217,abet,616370,,
+218,abetment,88635,abet,0.8743
+219,abets,216940,abet,0.7397
+220,abetted,956831,abet,0.3918
+221,abetter,46516,abet,0.9298
+222,abetting,1060222,abet,0.3676
+223,abettor,193748,abet,0.7608
+224,abettors,177986,abet,0.7759
+225,abey,23605,,
+226,abeyance,1512978,abey,0.0154
+227,abhinaya,38242,,
+228,abhominable,15239,,
+229,abhor,723099,,
+230,abhorred,739454,abhor,0.4944
+231,abhorrence,854885,abhor,0.4582
+232,abhorrent,753614,abhor,0.4897
+233,abhorring,58706,abhor,0.9249
+234,abhors,362189,abhor,0.6663
+235,abi,1118450,,
+236,abia,111121,,
+237,abiathar,158502,,
+238,abib,47527,,
+239,abidance,21453,,
+240,abide,6643319,,
+241,abided,261122,,
+242,abides,774462,,
+243,abidi,36178,,
+244,abiding,4659622,,
+245,abidingly,20012,,
+246,abidingness,12000,abiding,0.9974
+247,abidjan,615706,,
+248,abie,142451,abi,0.887
+249,abies,935857,abi,0.5444
+250,abietate,11607,,
+251,abietic,59870,,
+252,abietineae,14808,,
+253,abiezer,26066,,
+254,abigail,3255497,,
+255,abigale,16424,,
+256,abihu,73050,,
+257,abijah,234485,,
+258,abilene,1211314,abl,0.3832
+259,abilities,19687904,abl,0.0368
+260,ability,145826402,abl,0.0051
+261,abimelech,366037,,
+262,abingdon,2270150,,
+263,abinger,161177,,
+264,abington,650177,,
+265,abinoam,15430,,
+266,abiogenesis,18361,,
+267,abiological,10289,,
+268,abiotic,874488,,
+269,abiotically,12498,,
+270,abiotrophy,11129,,
+271,abiquiu,92946,,
+272,abir,49486,,
+273,abisha,12163,,
+274,abishag,46303,,
+275,abit,32781,,
+276,abitibi,405484,,
+277,abject,1831183,,
+278,abjection,297842,abject,0.8601
+279,abjectly,149807,abject,0.9244
+280,abjectness,33017,abject,0.9823
+281,abjuration,165312,abs,0.9732
+282,abjure,273767,abs,0.9565
+283,abjured,210983,abs,0.9661
+284,abjures,42985,abs,0.9929
+285,abjuring,65326,abs,0.9893
+286,abkari,29338,,
+287,abkhaz,115955,,
+288,abkhazia,292445,abkhaz,0.2839
+289,abkhazian,76913,abkhaz,0.6012
+290,abl,752459,,
+291,ablate,67070,abl,0.9182
+292,ablated,222542,abl,0.7718
+293,ablates,15548,abl,0.9798
+294,ablating,63598,abl,0.9221
+295,ablation,2771792,abl,0.2135
+296,ablations,76460,abl,0.9078
+297,ablative,738867,abl,0.5046
+298,ablatives,18883,abl,0.9755
+299,ablator,34103,abl,0.9566
+300,ablaut,83799,,
+301,ablaze,935505,,
+302,able,297743450,abl,0.0025
+303,ableness,25589,abl,0.9671
+304,abler,312338,abl,0.7067
+305,ables,244659,abl,0.7546
+306,ablest,1447132,,
+307,abloom,21211,,
+308,ablow,15146,,
+309,ablution,255644,,
+310,ablutions,347889,,
+311,ably,3446953,abl,0.1792
+312,abm,1689014,,
+313,abn,473906,,
+314,abnaki,53251,,
+315,abnegate,12324,,
+316,abnegating,22809,,
+317,abnegation,400621,,
+318,abner,1580444,abn,0.2307
+319,abnormal,22996437,,
+320,abnormalities,10485729,,
+321,abnormality,4067009,,
+322,abnormally,3660434,,
+323,abnormals,35852,,
+324,abnormity,10400,,
+325,abo,1373238,,
+326,aboard,12681087,,
+327,abodah,18482,,
+328,abode,4672824,,
+329,abodes,470146,,
+330,abody,11237,,
+331,abogado,15368,,
+332,abogados,29658,abogado,0.3413
+333,abolish,5704613,,
+334,abolished,12465914,abolish,0.3139
+335,abolishes,652361,abolish,0.8974
+336,abolishing,2625221,abolish,0.6848
+337,abolishment,520099,abolish,0.9164
+338,abolition,11025855,,
+339,abolitionism,391803,abolition,0.9657
+340,abolitionist,1564748,,
+341,abolitionists,1517776,abolitionist,0.5076
+342,abolitions,15201,,
+343,abomasal,72766,,
+344,abomasum,168692,,
+345,abominable,1579244,,
+346,abominably,229001,,
+347,abominate,51457,,
+348,abominated,47773,,
+349,abominates,13802,,
+350,abomination,1074538,,
+351,abominations,575563,,
+352,abondance,11375,,
+353,aboon,16813,,
+354,aboral,257922,,
+355,aborally,24462,,
+356,abord,37337,,
+357,aboriginal,10363692,,
+358,aboriginality,75137,,
+359,aboriginally,28219,,
+360,aboriginals,541575,,
+361,aborigine,304481,,
+362,aborigines,3308699,,
+363,aborn,55762,,
+364,aborning,27262,aborn,0.6716
+365,abort,1279686,,
+366,aborted,1591282,abort,0.4457
+367,aborters,16725,abort,0.9871
+368,abortifacient,86931,abort,0.9364
+369,aborting,232809,abort,0.8461
+370,abortion,15860105,abort,0.0747
+371,abortionist,103781,abort,0.925
+372,abortionists,97056,abort,0.9295
+373,abortions,3192382,abort,0.2862
+374,abortive,2232660,abort,0.3643
+375,abortively,21454,abort,0.9835
+376,aborts,152352,abort,0.8936
+377,abortus,452956,abort,0.7386
+378,abortuses,28006,abortus,0.9418
+379,abos,11408,abo,0.9918
+380,abott,20706,,
+381,aboukir,98339,,
+382,abound,3989600,,
+383,abounded,1058344,abound,0.7903
+384,abounding,1007776,abound,0.7983
+385,abounds,1648034,abound,0.7077
+386,abourezk,250863,,
+387,about,1834696397,,
+388,abouts,88183,about,0.999
+389,above,488173053,,
+390,aboveboard,101549,,
+391,aboveground,720575,,
+392,abovementioned,1520156,,
+393,abovesaid,134526,,
+394,abox,24294,,
+395,abp,423765,,
+396,abpc,27755,,
+397,abqaiq,19454,,
+398,abr,798566,,
+399,abra,359152,abr,0.6898
+400,abracadabra,89889,,
+401,abradant,16235,,
+402,abrade,87602,,
+403,abraded,591915,,
+404,abrader,22944,,
+405,abraders,24557,,
+406,abrades,13385,,
+407,abrading,243669,,
+408,abraham,21045670,,
+409,abrahamic,235232,abraham,0.9889
+410,abrahams,786616,abraham,0.964
+411,abrahamsen,94630,abrahams,0.8926
+412,abram,2279510,,
+413,abramis,35361,abram,0.9847
+414,abramo,47456,,
+415,abrams,3059904,abram,0.4269
+416,abramson,818938,,
+417,abran,15478,abr,0.981
+418,abrash,13853,,
+419,abrasion,3346658,,
+420,abrasions,674700,,
+421,abrasive,4326489,,
+422,abrasively,22782,,
+423,abrasiveness,73904,,
+424,abrasives,1166028,,
+425,abraxas,72079,,
+426,abrazo,17495,,
+427,abreaction,85246,,
+428,abreast,3556360,,
+429,abrege,13470,,
+430,abri,176148,abr,0.8193
+431,abridge,716004,,
+432,abridged,2871057,,
+433,abridgement,438134,,
+434,abridgements,71970,,
+435,abridges,91990,,
+436,abridging,318309,,
+437,abridgment,720614,,
+438,abridgments,125799,,
+439,abrin,26821,,
+440,abroad,50361435,,
+441,abrogate,1017797,,
+442,abrogated,1527912,,
+443,abrogates,179108,,
+444,abrogating,302432,,
+445,abrogation,1088960,,
+446,abrogations,11480,,
+447,abroms,10452,,
+448,abronia,19655,,
+449,abrood,11833,,
+450,abrupt,7762083,,
+451,abruptio,105040,,
+452,abruption,125444,abrupt,0.9841
+453,abruptly,10824919,abrupt,0.4176
+454,abruptness,385407,abrupt,0.9527
+455,abrus,30419,abr,0.9633
+456,abruzzi,228968,,
+457,abs,6013133,,
+458,absa,88304,abs,0.9855
+459,absalom,1275576,,
+460,absaroka,118710,,
+461,absarokee,14821,,
+462,abscam,70313,,
+463,abscess,5805271,,
+464,abscessed,84238,abscess,0.9857
+465,abscesses,2105726,abscess,0.7338
+466,abscised,14663,,
+467,abscissa,1365023,,
+468,abscissae,236295,abscissa,0.8524
+469,abscissas,198511,abscissa,0.873
+470,abscission,399300,,
+471,abscond,154877,,
+472,absconded,412561,abscond,0.2729
+473,absconder,33108,abscond,0.8239
+474,absconders,52044,abscond,0.7485
+475,absconding,302815,abscond,0.3384
+476,absconds,54508,abscond,0.7397
+477,absecon,87831,,
+478,abseil,15691,,
+479,abseiling,28556,abseil,0.3546
+480,absence,104101822,abs,0.0546
+481,absences,2296427,abs,0.7236
+482,absent,41687020,abs,0.1261
+483,absented,299484,absent,0.9929
+484,absentee,2607141,abs,0.6976
+485,absenteeism,2168186,abs,0.735
+486,absentees,719616,abs,0.8931
+487,absentia,427070,absent,0.9899
+488,absenting,160866,absent,0.9962
+489,absently,1170828,absent,0.9727
+490,absentminded,135425,,
+491,absentmindedly,248914,,
+492,absentmindedness,59919,absentminded,0.6933
+493,absents,105362,absent,0.9975
+494,abshier,13071,,
+495,absi,10621,abs,0.9982
+496,absinth,10928,,
+497,absinthe,278918,absinth,0.0377
+498,absinthium,24596,absinth,0.3076
+499,absolute,66951560,,
+500,absolutely,49341437,,
+501,absoluteness,272148,,
+502,absolutes,619751,,
+503,absolution,1088629,,
+504,absolutions,21983,,
+505,absolutism,1416159,,
+506,absolutist,767233,,
+507,absolutistic,59258,absolutist,0.9283
+508,absolutists,90220,absolutist,0.8948
+509,absolutive,127822,,
+510,absolutization,24936,,
+511,absolutize,25925,,
+512,absolve,975965,,
+513,absolved,954486,,
+514,absolves,167341,,
+515,absolving,188043,,
+516,absorb,12314546,,
+517,absorbability,40340,absorb,0.9967
+518,absorbable,470419,absorb,0.9632
+519,absorbance,2397629,absorb,0.837
+520,absorbancy,99909,absorb,0.992
+521,absorbant,29453,absorb,0.9976
+522,absorbed,26355506,absorb,0.3185
+523,absorbedly,20440,absorb,0.9983
+524,absorbency,167441,absorb,0.9866
+525,absorbent,2083822,absorb,0.8553
+526,absorbents,194313,absorb,0.9845
+527,absorber,2654592,absorb,0.8227
+528,absorbers,1320634,absorb,0.9031
+529,absorbing,8346604,absorb,0.596
+530,absorbingly,61097,absorb,0.9951
+531,absorbs,3066204,absorb,0.8006
+532,absorbtion,104998,,
+533,absorpt,20739,absorb,0.9983
+534,absorptance,186715,absorb,0.9851
+535,absorptiometer,19598,,
+536,absorptiometric,15391,,
+537,absorption,49817326,absorb,0.1982
+538,absorptions,637204,absorb,0.9508
+539,absorptive,1290429,absorb,0.9052
+540,absorptivity,389400,absorb,0.9693
+541,abstain,2466840,,
+542,abstained,1052158,abstain,0.701
+543,abstainer,98661,abstain,0.9615
+544,abstainers,239935,abstain,0.9114
+545,abstaining,706085,abstain,0.7775
+546,abstains,187126,abstain,0.9295
+547,abstemious,172572,,
+548,abstemiousness,39571,,
+549,abstention,1271301,,
+550,abstentionism,17955,abstention,0.9861
+551,abstentions,892618,,
+552,abstinence,3067847,,
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+158510,triphenylcarbinol,12400,,
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+158513,triphenylphosphine,178898,,
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