main.go

package main

import (
	"bufio"
	"flag"
	"fmt"
	"io"
	"log"
	"os"
	"regexp"

	"github.com/mattn/go-colorable"
	"github.com/mattn/go-isatty"
)

const (
	cMAGENTA = "\x1b[35;1m" // Color mazenta
	cCYAN    = "\x1b[36;1m" // Color cyan
	cGREEN   = "\x1b[32;1m" // Color green
	cRED     = "\x1b[31;1m" // Color red
	cRESET   = "\x1b[39;0m" // Color reset
)

var typos = map[string][]string{
	"abandonned":          {"abandoned"},
	"aberation":           {"aberration"},
	"abilityes":           {"abilities"},
	"abilties":            {"abilities"},
	"abilty":              {"ability"},
	"abondon":             {"abandon"},
	"abbout":              {"about"},
	"abotu":               {"about"},
	"abouta":              {"about a"},
	"aboutit":             {"about it"},
	"aboutthe":            {"about the"},
	"abscence":            {"absence"},
	"abondoned":           {"abandoned"},
	"abondoning":          {"abandoning"},
	"abondons":            {"abandons"},
	"aborigene":           {"aborigine"},
	"accesories":          {"accessories"},
	"accidant":            {"accident"},
	"abortificant":        {"abortifacient"},
	"abreviate":           {"abbreviate"},
	"abreviated":          {"abbreviated"},
	"abreviation":         {"abbreviation"},
	"abritrary":           {"arbitrary"},
	"absail":              {"abseil"},
	"absailing":           {"abseiling"},
	"absense":             {"absence"},
	"absolutly":           {"absolutely"},
	"absorbsion":          {"absorption"},
	"absorbtion":          {"absorption"},
	"abudance":            {"abundance"},
	"abundacies":          {"abundances"},
	"abundancies":         {"abundances"},
	"abundunt":            {"abundant"},
	"abutts":              {"abuts"},
	"acadamy":             {"academy"},
	"acadmic":             {"academic"},
	"accademic":           {"academic"},
	"accademy":            {"academy"},
	"acccused":            {"accused"},
	"accelleration":       {"acceleration"},
	"accension":           {"accession", "ascension"},
	"acceptence":          {"acceptance"},
	"acceptible":          {"acceptable"},
	"accessable":          {"accessible"},
	"acident":             {"accident"},
	"accidentaly":         {"accidentally"},
	"accidently":          {"accidentally"},
	"acclimitization":     {"acclimatization"},
	"accomadate":          {"accommodate"},
	"accomadated":         {"accommodated"},
	"accomadates":         {"accommodates"},
	"accomadating":        {"accommodating"},
	"accomadation":        {"accommodation"},
	"accomadations":       {"accommodations"},
	"accomdate":           {"accommodate"},
	"accomodate":          {"accommodate"},
	"accomodated":         {"accommodated"},
	"accomodates":         {"accommodates"},
	"accomodating":        {"accommodating"},
	"accomodation":        {"accommodation"},
	"accomodations":       {"accommodations"},
	"accompanyed":         {"accompanied"},
	"accordeon":           {"accordion"},
	"accordian":           {"accordion"},
	"accoring":            {"according"},
	"accoustic":           {"acoustic"},
	"accquainted":         {"acquainted"},
	"accrediation":        {"accreditation"},
	"accredidation":       {"accreditation"},
	"accross":             {"across"},
	"accussed":            {"accused"},
	"acedemic":            {"academic"},
	"acheive":             {"achieve"},
	"acheived":            {"achieved"},
	"acheivement":         {"achievement"},
	"acheivements":        {"achievements"},
	"acheives":            {"achieves"},
	"acheiving":           {"achieving"},
	"acheivment":          {"achievement"},
	"acheivments":         {"achievements"},
	"achievment":          {"achievement"},
	"achievments":         {"achievements"},
	"achive":              {"achieve", "archive"},
	"achived":             {"achieved", "archived"},
	"achivement":          {"achievement"},
	"achivements":         {"achievements"},
	"acknowldeged":        {"acknowledged"},
	"acknowledgeing":      {"acknowledging"},
	"ackward":             {"awkward", "backward"},
	"acommodate":          {"accommodate"},
	"acomplish":           {"accomplish"},
	"acomplished":         {"accomplished"},
	"acomplishment":       {"accomplishment"},
	"acomplishments":      {"accomplishments"},
	"acording":            {"according"},
	"acordingly":          {"accordingly"},
	"acquaintence":        {"acquaintance"},
	"acquaintences":       {"acquaintances"},
	"acquiantence":        {"acquaintance"},
	"acquiantences":       {"acquaintances"},
	"acquited":            {"acquitted"},
	"activites":           {"activities"},
	"activly":             {"actively"},
	"actualy":             {"actually"},
	"acuracy":             {"accuracy"},
	"acused":              {"accused"},
	"acustom":             {"accustom"},
	"acustommed":          {"accustomed"},
	"adavanced":           {"advanced"},
	"adbandon":            {"abandon"},
	"addional":            {"additional"},
	"addionally":          {"additionally"},
	"additinally":         {"additionally"},
	"additionaly":         {"additionally"},
	"additonal":           {"additional"},
	"additonally":         {"additionally"},
	"addmission":          {"admission"},
	"addopt":              {"adopt"},
	"addopted":            {"adopted"},
	"addoptive":           {"adoptive"},
	"addres":              {"address", "adders"},
	"addresable":          {"addressable"},
	"addresed":            {"addressed"},
	"addresing":           {"addressing"},
	"addressess":          {"addresses"},
	"addtion":             {"addition"},
	"addtional":           {"additional"},
	"adecuate":            {"adequate"},
	"adequit":             {"adequate"},
	"adhearing":           {"adhering"},
	"adherance":           {"adherence"},
	"admendment":          {"amendment"},
	"admininistrative":    {"administrative"},
	"adminstered":         {"administered"},
	"adminstrate":         {"administrate"},
	"adminstration":       {"administration"},
	"adminstrative":       {"administrative"},
	"adminstrator":        {"administrator"},
	"admissability":       {"admissibility"},
	"admissable":          {"admissible"},
	"admited":             {"admitted"},
	"admitedly":           {"admittedly"},
	"adn":                 {"and"},
	"adolecent":           {"adolescent"},
	"adquire":             {"acquire"},
	"adquired":            {"acquired"},
	"adquires":            {"acquires"},
	"adquiring":           {"acquiring"},
	"adres":               {"address"},
	"adresable":           {"addressable"},
	"adresing":            {"addressing"},
	"adress":              {"address"},
	"adressable":          {"addressable"},
	"adressed":            {"addressed"},
	"adressing":           {"addressing", "dressing"},
	"adventrous":          {"adventurous"},
	"advertisment":        {"advertisement"},
	"advertisments":       {"advertisements"},
	"advesary":            {"adversary"},
	"adviced":             {"advised"},
	"aeriel":              {"aerial"},
	"aeriels":             {"aerials"},
	"afair":               {"affair"},
	"afficianados":        {"aficionados"},
	"afficionado":         {"aficionado"},
	"afficionados":        {"aficionados"},
	"affilate":            {"affiliate"},
	"affilliate":          {"affiliate"},
	"affort":              {"afford", "effort"},
	"aforememtioned":      {"aforementioned"},
	"againnst":            {"against"},
	"agains":              {"against"},
	"agaisnt":             {"against"},
	"aganist":             {"against"},
	"aggaravates":         {"aggravates"},
	"aggreed":             {"agreed"},
	"aggreement":          {"agreement"},
	"aggregious":          {"egregious"},
	"aggresive":           {"aggressive"},
	"agian":               {"again"},
	"agianst":             {"against"},
	"agin":                {"again"},
	"agina":               {"again", "angina"},
	"aginst":              {"against"},
	"agravate":            {"aggravate"},
	"agre":                {"agree"},
	"agred":               {"agreed"},
	"agreeement":          {"agreement"},
	"agreemnt":            {"agreement"},
	"agregate":            {"aggregate"},
	"agregates":           {"aggregates"},
	"agreing":             {"agreeing"},
	"agression":           {"aggression"},
	"agressive":           {"aggressive"},
	"agressively":         {"aggressively"},
	"agressor":            {"aggressor"},
	"agricultue":          {"agriculture"},
	"agriculure":          {"agriculture"},
	"agricuture":          {"agriculture"},
	"agrieved":            {"aggrieved"},
	"ahev":                {"have"},
	"ahppen":              {"happen"},
	"ahve":                {"have"},
	"aicraft":             {"aircraft"},
	"aiport":              {"airport"},
	"airbourne":           {"airborne"},
	"aircaft":             {"aircraft"},
	"aircrafts":           {"aircraft"},
	"aircrafts'":          {"aircraft's"},
	"airporta":            {"airports"},
	"airrcraft":           {"aircraft"},
	"aisian":              {"asian"},
	"aka":                 {"a.k.a."},
	"albiet":              {"albeit"},
	"alchohol":            {"alcohol"},
	"alchoholic":          {"alcoholic"},
	"alchol":              {"alcohol"},
	"alcholic":            {"alcoholic"},
	"alcohal":             {"alcohol"},
	"alcoholical":         {"alcoholic"},
	"aledge":              {"allege"},
	"aledged":             {"alleged"},
	"aledges":             {"alleges"},
	"alege":               {"allege"},
	"aleged":              {"alleged"},
	"alegience":           {"allegiance"},
	"algebraical":         {"algebraic"},
	"algorhitms":          {"algorithms"},
	"algoritm":            {"algorithm"},
	"algoritms":           {"algorithms"},
	"alientating":         {"alienating"},
	"alledge":             {"allege"},
	"alledged":            {"alleged"},
	"alledgedly":          {"allegedly"},
	"alledges":            {"alleges"},
	"allegedely":          {"allegedly"},
	"allegedy":            {"allegedly"},
	"allegely":            {"allegedly"},
	"allegence":           {"allegiance"},
	"allegience":          {"allegiance"},
	"allign":              {"align"},
	"alligned":            {"aligned"},
	"alliviate":           {"alleviate"},
	"allopone":            {"allophone"},
	"allopones":           {"allophones"},
	"allready":            {"already"},
	"allthough":           {"although"},
	"alltime":             {"all-time"},
	"alltogether":         {"altogether"},
	"almsot":              {"almost"},
	"alochol":             {"alcohol"},
	"alomst":              {"almost"},
	"alot":                {"a lot", "allot"},
	"alotted":             {"allotted"},
	"alowed":              {"allowed"},
	"alowing":             {"allowing"},
	"alreayd":             {"already"},
	"alse":                {"else"},
	"alsot":               {"also"},
	"alternitives":        {"alternatives"},
	"altho":               {"although"},
	"althought":           {"although"},
	"altough":             {"although"},
	"alusion":             {"allusion", "illusion"},
	"alwasy":              {"always"},
	"alwyas":              {"always"},
	"amalgomated":         {"amalgamated"},
	"amatuer":             {"amateur"},
	"amature":             {"armature", "amateur"},
	"amendmant":           {"amendment"},
	"Amercia":             {"America"},
	"amerliorate":         {"ameliorate"},
	"amke":                {"make"},
	"amking":              {"making"},
	"ammend":              {"amend"},
	"ammended":            {"amended"},
	"ammendment":          {"amendment"},
	"ammendments":         {"amendments"},
	"ammount":             {"amount"},
	"ammused":             {"amused"},
	"amoung":              {"among"},
	"amoungst":            {"amongst"},
	"amung":               {"among"},
	"amunition":           {"ammunition"},
	"analagous":           {"analogous"},
	"analitic":            {"analytic"},
	"analogeous":          {"analogous"},
	"anarchim":            {"anarchism"},
	"anarchistm":          {"anarchism"},
	"anbd":                {"and"},
	"ancestory":           {"ancestry"},
	"ancilliary":          {"ancillary"},
	"andd":                {"and"},
	"androgenous":         {"androgynous"},
	"androgeny":           {"androgyny"},
	"anihilation":         {"annihilation"},
	"aniversary":          {"anniversary"},
	"annoint":             {"anoint"},
	"annointed":           {"anointed"},
	"annointing":          {"anointing"},
	"annoints":            {"anoints"},
	"annouced":            {"announced"},
	"annualy":             {"annually"},
	"annuled":             {"annulled"},
	"anohter":             {"another"},
	"anomolies":           {"anomalies"},
	"anomolous":           {"anomalous"},
	"anomoly":             {"anomaly"},
	"anonimity":           {"anonymity"},
	"anounced":            {"announced"},
	"anouncement":         {"announcement"},
	"ansalisation":        {"nasalisation"},
	"ansalization":        {"nasalization"},
	"ansestors":           {"ancestors"},
	"antartic":            {"antarctic"},
	"anthromorphization":  {"anthropomorphization"},
	"anthropolgist":       {"anthropologist"},
	"anthropolgy":         {"anthropology"},
	"antiapartheid":       {"anti-apartheid"},
	"anual":               {"annual"},
	"anulled":             {"annulled"},
	"anwsered":            {"answered"},
	"anyhwere":            {"anywhere"},
	"anyother":            {"any other"},
	"anytying":            {"anything"},
	"aparent":             {"apparent"},
	"aparment":            {"apartment"},
	"apenines":            {"apennines", "Apennines"},
	"aplication":          {"application"},
	"aplied":              {"applied"},
	"apolegetics":         {"apologetics"},
	"apon":                {"upon", "apron"},
	"apparant":            {"apparent"},
	"apparantly":          {"apparently"},
	"appart":              {"apart"},
	"appartment":          {"apartment"},
	"appartments":         {"apartments"},
	"appealling":          {"appealing", "appalling"},
	"appeareance":         {"appearance"},
	"appearence":          {"appearance"},
	"appearences":         {"appearances"},
	"appenines":           {"apennines", "Apennines"},
	"apperance":           {"appearance"},
	"apperances":          {"appearances"},
	"appereance":          {"appearance"},
	"appereances":         {"appearances"},
	"applicaiton":         {"application"},
	"applicaitons":        {"applications"},
	"appologies":          {"apologies"},
	"appology":            {"apology"},
	"apprearance":         {"appearance"},
	"apprieciate":         {"appreciate"},
	"approachs":           {"approaches"},
	"appropiate":          {"appropriate"},
	"appropraite":         {"appropriate"},
	"appropropiate":       {"appropriate"},
	"approproximate":      {"approximate"},
	"approxamately":       {"approximately"},
	"approxiately":        {"approximately"},
	"approximitely":       {"approximately"},
	"aprehensive":         {"apprehensive"},
	"apropriate":          {"appropriate"},
	"aproval":             {"approval"},
	"aproximate":          {"approximate"},
	"aproximately":        {"approximately"},
	"aquaduct":            {"aqueduct"},
	"aquaintance":         {"acquaintance"},
	"aquainted":           {"acquainted"},
	"aquiantance":         {"acquaintance"},
	"aquire":              {"acquire"},
	"aquired":             {"acquired"},
	"aquiring":            {"acquiring"},
	"aquisition":          {"acquisition"},
	"aquitted":            {"acquitted"},
	"aranged":             {"arranged"},
	"arangement":          {"arrangement"},
	"arbitarily":          {"arbitrarily"},
	"arbitary":            {"arbitrary"},
	"archaelogical":       {"archaeological"},
	"archaelogists":       {"archaeologists"},
	"archaelogy":          {"archaeology"},
	"archaoelogy":         {"archeology", "archaeology"},
	"archaology":          {"archeology", "archaeology"},
	"archeaologist":       {"archeologist", "archaeologist"},
	"archeaologists":      {"archeologists", "archaeologists"},
	"archetect":           {"architect"},
	"archetects":          {"architects"},
	"archetectural":       {"architectural"},
	"archetecturally":     {"architecturally"},
	"archetecture":        {"architecture"},
	"archiac":             {"archaic"},
	"archictect":          {"architect"},
	"archimedian":         {"archimedean"},
	"architecht":          {"architect"},
	"architechturally":    {"architecturally"},
	"architechture":       {"architecture"},
	"architechtures":      {"architectures"},
	"architectual":        {"architectural"},
	"archtype":            {"archetype"},
	"archtypes":           {"archetypes"},
	"aready":              {"already"},
	"areodynamics":        {"aerodynamics"},
	"argubly":             {"arguably"},
	"arguement":           {"argument"},
	"arguements":          {"arguments"},
	"arised":              {"arose"},
	"arival":              {"arrival"},
	"armamant":            {"armament"},
	"armistace":           {"armistice"},
	"arogant":             {"arrogant"},
	"arogent":             {"arrogant"},
	"aroud":               {"around"},
	"arrangment":          {"arrangement"},
	"arrangments":         {"arrangements"},
	"arrengement":         {"arrangement"},
	"arrengements":        {"arrangements"},
	"arround":             {"around"},
	"artcile":             {"article"},
	"artical":             {"article"},
	"artice":              {"article"},
	"articel":             {"article"},
	"artifical":           {"artificial"},
	"artifically":         {"artificially"},
	"artillary":           {"artillery"},
	"arund":               {"around"},
	"asetic":              {"ascetic"},
	"asfar":               {"as far"},
	"asign":               {"assign"},
	"aslo":                {"also"},
	"asociated":           {"associated"},
	"asorbed":             {"absorbed"},
	"asphyxation":         {"asphyxiation"},
	"assasin":             {"assassin"},
	"assasinate":          {"assassinate"},
	"assasinated":         {"assassinated"},
	"assasinates":         {"assassinates"},
	"assasination":        {"assassination"},
	"assasinations":       {"assassinations"},
	"assasined":           {"assassinated"},
	"assasins":            {"assassins"},
	"assassintation":      {"assassination"},
	"assemple":            {"assemble"},
	"assertation":         {"assertion"},
	"asside":              {"aside"},
	"assisnate":           {"assassinate"},
	"assit":               {"assist"},
	"assitant":            {"assistant"},
	"assocation":          {"association"},
	"assoicate":           {"associate"},
	"assoicated":          {"associated"},
	"assoicates":          {"associates"},
	"assosication":        {"assassination"},
	"asssassans":          {"assassins"},
	"assualt":             {"assault"},
	"assualted":           {"assaulted"},
	"assymetric":          {"asymmetric"},
	"assymetrical":        {"asymmetrical"},
	"asteriod":            {"asteroid"},
	"asthetic":            {"aesthetic"},
	"asthetical":          {"aesthetical"},
	"asthetically":        {"aesthetically"},
	"asume":               {"assume"},
	"aswell":              {"as well"},
	"atain":               {"attain"},
	"atempting":           {"attempting"},
	"atheistical":         {"atheistic"},
	"athenean":            {"athenian"},
	"atheneans":           {"athenians"},
	"athiesm":             {"atheism"},
	"athiest":             {"atheist"},
	"atorney":             {"attorney"},
	"atribute":            {"attribute"},
	"atributed":           {"attributed"},
	"atributes":           {"attributes"},
	"attaindre":           {"attainder", "attained"},
	"attemp":              {"attempt"},
	"attemped":            {"attempted"},
	"attemt":              {"attempt"},
	"attemted":            {"attempted"},
	"attemting":           {"attempting"},
	"attemts":             {"attempts"},
	"attendence":          {"attendance"},
	"attendent":           {"attendant"},
	"attendents":          {"attendants"},
	"attened":             {"attended"},
	"attension":           {"attention"},
	"attitide":            {"attitude"},
	"attributred":         {"attributed"},
	"attrocities":         {"atrocities"},
	"audeince":            {"audience"},
	"auromated":           {"automated"},
	"austrailia":          {"Australia"},
	"austrailian":         {"Australian"},
	"auther":              {"author"},
	"authobiographic":     {"autobiographic"},
	"authobiography":      {"autobiography"},
	"authorative":         {"authoritative"},
	"authorites":          {"authorities"},
	"authorithy":          {"authority"},
	"authoritiers":        {"authorities"},
	"authoritive":         {"authoritative"},
	"authrorities":        {"authorities"},
	"autochtonous":        {"autochthonous"},
	"autoctonous":         {"autochthonous"},
	"automaticly":         {"automatically"},
	"automibile":          {"automobile"},
	"automonomous":        {"autonomous"},
	"autor":               {"author"},
	"autority":            {"authority"},
	"auxilary":            {"auxiliary"},
	"auxillaries":         {"auxiliaries"},
	"auxillary":           {"auxiliary"},
	"auxilliaries":        {"auxiliaries"},
	"auxilliary":          {"auxiliary"},
	"availabe":            {"available"},
	"availablity":         {"availability"},
	"availaible":          {"available"},
	"availble":            {"available"},
	"availiable":          {"available"},
	"availible":           {"available"},
	"avalable":            {"available"},
	"avalance":            {"avalanche"},
	"avaliable":           {"available"},
	"avation":             {"aviation"},
	"avengence":           {"a vengeance"},
	"averageed":           {"averaged"},
	"avilable":            {"available"},
	"awared":              {"awarded"},
	"awya":                {"away"},
	"baceause":            {"because"},
	"backgorund":          {"background"},
	"backrounds":          {"backgrounds"},
	"bakc":                {"back"},
	"banannas":            {"bananas"},
	"bandwith":            {"bandwidth"},
	"bankrupcy":           {"bankruptcy"},
	"banruptcy":           {"bankruptcy"},
	"baout":               {"about", "bout"},
	"basicaly":            {"basically"},
	"basicly":             {"basically"},
	"bcak":                {"back"},
	"beachead":            {"beachhead"},
	"beacuse":             {"because"},
	"beastiality":         {"bestiality"},
	"beatiful":            {"beautiful"},
	"beaurocracy":         {"bureaucracy"},
	"beaurocratic":        {"bureaucratic"},
	"beautyfull":          {"beautiful"},
	"becamae":             {"became"},
	"becames":             {"becomes", "became"},
	"becasue":             {"because"},
	"beccause":            {"because"},
	"becomeing":           {"becoming"},
	"becomming":           {"becoming"},
	"becouse":             {"because"},
	"becuase":             {"because"},
	"bedore":              {"before"},
	"beeing":              {"being"},
	"befoer":              {"before"},
	"beggin":              {"begin", "begging"},
	"begginer":            {"beginner"},
	"begginers":           {"beginners"},
	"beggining":           {"beginning"},
	"begginings":          {"beginnings"},
	"beggins":             {"begins"},
	"begining":            {"beginning"},
	"beginnig":            {"beginning"},
	"behavour":            {"behavior", "behaviour"},
	"beleagured":          {"beleaguered"},
	"beleif":              {"belief"},
	"beleive":             {"believe"},
	"beleived":            {"believed"},
	"beleives":            {"believes"},
	"beleiving":           {"believing"},
	"beligum":             {"belgium"},
	"belive":              {"believe"},
	"belived":             {"believed", "beloved"},
	"belives":             {"believes", "beliefs"},
	"belligerant":         {"belligerent"},
	"bellweather":         {"bellwether"},
	"bemusemnt":           {"bemusement"},
	"beneficary":          {"beneficiary"},
	"beng":                {"being"},
	"benificial":          {"beneficial"},
	"benifit":             {"benefit"},
	"benifits":            {"benefits"},
	"bergamont":           {"bergamot"},
	"Bernouilli":          {"Bernoulli"},
	"beseige":             {"besiege"},
	"beseiged":            {"besieged"},
	"beseiging":           {"besieging"},
	"beteen":              {"between"},
	"betwen":              {"between"},
	"beween":              {"between"},
	"bewteen":             {"between"},
	"bigining":            {"beginning"},
	"biginning":           {"beginning"},
	"bilateraly":          {"bilaterally"},
	"billingualism":       {"bilingualism"},
	"binominal":           {"binomial"},
	"bizzare":             {"bizarre"},
	"blaim":               {"blame"},
	"blaimed":             {"blamed"},
	"blessure":            {"blessing"},
	"Blitzkreig":          {"Blitzkrieg"},
	"boaut":               {"bout", "boat", "about"},
	"bodydbuilder":        {"bodybuilder"},
	"bombardement":        {"bombardment"},
	"bombarment":          {"bombardment"},
	"bondary":             {"boundary"},
	"Bonnano":             {"Bonanno"},
	"boook":               {"book"},
	"borke":               {"broke"},
	"boundry":             {"boundary"},
	"bouyancy":            {"buoyancy"},
	"bouyant":             {"buoyant"},
	"boyant":              {"buoyant"},
	"bradcast":            {"broadcast"},
	"Brasillian":          {"Brazilian"},
	"breakthough":         {"breakthrough"},
	"breakthroughts":      {"breakthroughs"},
	"breif":               {"brief"},
	"breifly":             {"briefly"},
	"brethen":             {"brethren"},
	"bretheren":           {"brethren"},
	"briliant":            {"brilliant"},
	"brillant":            {"brilliant"},
	"brimestone":          {"brimstone"},
	"Britian":             {"Britain"},
	"Brittish":            {"British"},
	"broacasted":          {"broadcast"},
	"broadacasting":       {"broadcasting"},
	"broady":              {"broadly"},
	"Buddah":              {"Buddha"},
	"Buddist":             {"Buddhist"},
	"buisness":            {"business"},
	"buisnessman":         {"businessman"},
	"buoancy":             {"buoyancy"},
	"buring":              {"burying", "burning", "burin", "during"},
	"burried":             {"buried"},
	"busines":             {"business"},
	"busineses":           {"business", "businesses"},
	"busness":             {"business"},
	"bussiness":           {"business"},
	"caculater":           {"calculator"},
	"cacuses":             {"caucuses"},
	"cahracters":          {"characters"},
	"calaber":             {"caliber"},
	"calander":            {"calendar", "calender", "colander"},
	"calculater":          {"calculator"},
	"calculs":             {"calculus"},
	"calenders":           {"calendars"},
	"caligraphy":          {"calligraphy"},
	"caluclate":           {"calculate"},
	"caluclated":          {"calculated"},
	"caluculate":          {"calculate"},
	"caluculated":         {"calculated"},
	"calulate":            {"calculate"},
	"calulated":           {"calculated"},
	"calulater":           {"calculator"},
	"Cambrige":            {"Cambridge"},
	"camoflage":           {"camouflage"},
	"campagin":            {"campaign"},
	"campain":             {"campaign"},
	"campains":            {"campaigns"},
	"candadate":           {"candidate"},
	"candiate":            {"candidate"},
	"candidiate":          {"candidate"},
	"cannister":           {"canister"},
	"cannisters":          {"canisters"},
	"cannnot":             {"cannot"},
	"cannonical":          {"canonical"},
	"cannotation":         {"connotation"},
	"cannotations":        {"connotations"},
	"caost":               {"coast"},
	"caperbility":         {"capability"},
	"Capetown":            {"Cape Town"},
	"capible":             {"capable"},
	"captial":             {"capital"},
	"captued":             {"captured"},
	"capturd":             {"captured"},
	"carachter":           {"character"},
	"caracterized":        {"characterized"},
	"carcas":              {"carcass", "Caracas"},
	"carefull":            {"careful"},
	"careing":             {"caring"},
	"carismatic":          {"charismatic"},
	"Carmalite":           {"Carmelite"},
	"Carnagie":            {"Carnegie"},
	"Carnagie-Mellon":     {"Carnegie-Mellon"},
	"carnege":             {"carnage", "Carnegie"},
	"carnige":             {"carnage", "Carnegie"},
	"Carnigie":            {"Carnegie"},
	"Carnigie-Mellon":     {"Carnegie-Mellon"},
	"carreer":             {"career"},
	"carrers":             {"careers"},
	"Carribbean":          {"Caribbean"},
	"Carribean":           {"Caribbean"},
	"carryng":             {"carrying"},
	"cartdridge":          {"cartridge"},
	"Carthagian":          {"Carthaginian"},
	"carthographer":       {"cartographer"},
	"cartilege":           {"cartilage"},
	"cartilidge":          {"cartilage"},
	"cartrige":            {"cartridge"},
	"casette":             {"cassette"},
	"casion":              {"caisson"},
	"cassawory":           {"cassowary"},
	"cassowarry":          {"cassowary"},
	"casue":               {"cause"},
	"casued":              {"caused"},
	"casues":              {"causes"},
	"casuing":             {"causing"},
	"casulaties":          {"casualties"},
	"casulaty":            {"casualty"},
	"catagories":          {"categories"},
	"catagorized":         {"categorized"},
	"catagory":            {"category"},
	"Cataline":            {"Catiline", "Catalina"},
	"catapillar":          {"caterpillar"},
	"catapillars":         {"caterpillars"},
	"catapiller":          {"caterpillar"},
	"catapillers":         {"caterpillars"},
	"catepillar":          {"caterpillar"},
	"catepillars":         {"caterpillars"},
	"catergorize":         {"categorize"},
	"catergorized":        {"categorized"},
	"caterpilar":          {"caterpillar"},
	"caterpilars":         {"caterpillars"},
	"caterpiller":         {"caterpillar"},
	"caterpillers":        {"caterpillars"},
	"cathlic":             {"catholic"},
	"catholocism":         {"catholicism"},
	"catterpilar":         {"caterpillar"},
	"catterpilars":        {"caterpillars"},
	"catterpillar":        {"caterpillar"},
	"catterpillars":       {"caterpillars"},
	"cattleship":          {"battleship"},
	"causalities":         {"casualties"},
	"Ceasar":              {"Caesar"},
	"Celcius":             {"Celsius"},
	"cellpading":          {"cellpadding"},
	"cementary":           {"cemetery"},
	"cemetarey":           {"cemetery"},
	"cemetaries":          {"cemeteries"},
	"cemetary":            {"cemetery"},
	"cencus":              {"census"},
	"censur":              {"censor", "censure"},
	"cententenial":        {"centennial"},
	"centruies":           {"centuries"},
	"centruy":             {"century"},
	"centuties":           {"centuries"},
	"centuty":             {"century"},
	"ceratin":             {"certain", "keratin"},
	"cerimonial":          {"ceremonial"},
	"cerimonies":          {"ceremonies"},
	"cerimonious":         {"ceremonious"},
	"cerimony":            {"ceremony"},
	"ceromony":            {"ceremony"},
	"certainity":          {"certainty"},
	"certian":             {"certain"},
	"cervial":             {"cervical", "servile", "serval"},
	"chalenging":          {"challenging"},
	"challange":           {"challenge"},
	"challanged":          {"challenged"},
	"challege":            {"challenge"},
	"Champange":           {"Champagne"},
	"changable":           {"changeable"},
	"charachter":          {"character"},
	"charachters":         {"characters"},
	"charactersistic":     {"characteristic"},
	"charactor":           {"character"},
	"charactors":          {"characters"},
	"charasmatic":         {"charismatic"},
	"charaterized":        {"characterized"},
	"chariman":            {"chairman"},
	"charistics":          {"characteristics"},
	"chasr":               {"chaser", "chase"},
	"cheif":               {"chief"},
	"cheifs":              {"chiefs"},
	"chemcial":            {"chemical"},
	"chemcially":          {"chemically"},
	"chemestry":           {"chemistry"},
	"chemicaly":           {"chemically"},
	"childbird":           {"childbirth"},
	"childen":             {"children"},
	"choclate":            {"chocolate"},
	"choosen":             {"chosen"},
	"chracter":            {"character"},
	"chuch":               {"church"},
	"churchs":             {"churches"},
	"Cincinatti":          {"Cincinnati"},
	"Cincinnatti":         {"Cincinnati"},
	"circulaton":          {"circulation"},
	"circumsicion":        {"circumcision"},
	"circut":              {"circuit"},
	"ciricuit":            {"circuit"},
	"ciriculum":           {"curriculum"},
	"civillian":           {"civilian"},
	"claer":               {"clear"},
	"claerer":             {"clearer"},
	"claerly":             {"clearly"},
	"claimes":             {"claims"},
	"clas":                {"class"},
	"clasic":              {"classic"},
	"clasical":            {"classical"},
	"clasically":          {"classically"},
	"cleareance":          {"clearance"},
	"clera":               {"clear", "sclera"},
	"clincial":            {"clinical"},
	"clinicaly":           {"clinically"},
	"cmo":                 {"com"},
	"cmoputer":            {"computer"},
	"co-incided":          {"coincided"},
	"Coca Cola":           {"Coca-Cola"},
	"coctail":             {"cocktail"},
	"coform":              {"conform"},
	"cognizent":           {"cognizant"},
	"coincedentally":      {"coincidentally"},
	"colaborations":       {"collaborations"},
	"colateral":           {"collateral"},
	"colelctive":          {"collective"},
	"collaberative":       {"collaborative"},
	"collecton":           {"collection"},
	"collegue":            {"colleague"},
	"collegues":           {"colleagues"},
	"collonade":           {"colonnade"},
	"collonies":           {"colonies"},
	"collony":             {"colony"},
	"collosal":            {"colossal"},
	"colonizators":        {"colonizers"},
	"comander":            {"commander", "commandeer"},
	"comando":             {"commando"},
	"comandos":            {"commandos"},
	"comany":              {"company"},
	"comapany":            {"company"},
	"comback":             {"comeback"},
	"combanations":        {"combinations"},
	"combinatins":         {"combinations"},
	"combusion":           {"combustion"},
	"comdemnation":        {"condemnation"},
	"comemmorates":        {"commemorates"},
	"comemoretion":        {"commemoration"},
	"comision":            {"commission"},
	"comisioned":          {"commissioned"},
	"comisioner":          {"commissioner"},
	"comisioning":         {"commissioning"},
	"comisions":           {"commissions"},
	"comission":           {"commission"},
	"comissioned":         {"commissioned"},
	"comissioner":         {"commissioner"},
	"comissioning":        {"commissioning"},
	"comissions":          {"commissions"},
	"comited":             {"committed"},
	"comiting":            {"committing"},
	"comitted":            {"committed"},
	"comittee":            {"committee"},
	"comitting":           {"committing"},
	"commandoes":          {"commandos"},
	"commedic":            {"comedic"},
	"commemerative":       {"commemorative"},
	"commemmorate":        {"commemorate"},
	"commemmorating":      {"commemorating"},
	"commerical":          {"commercial"},
	"commerically":        {"commercially"},
	"commericial":         {"commercial"},
	"commericially":       {"commercially"},
	"commerorative":       {"commemorative"},
	"comming":             {"coming"},
	"comminication":       {"communication"},
	"commision":           {"commission"},
	"commisioned":         {"commissioned"},
	"commisioner":         {"commissioner"},
	"commisioning":        {"commissioning"},
	"commisions":          {"commissions"},
	"commited":            {"committed"},
	"commitee":            {"committee"},
	"commiting":           {"committing"},
	"committe":            {"committee"},
	"committment":         {"commitment"},
	"committments":        {"commitments"},
	"commmemorated":       {"commemorated"},
	"commongly":           {"commonly"},
	"commonweath":         {"commonwealth"},
	"commuications":       {"communications"},
	"commuinications":     {"communications"},
	"communciation":       {"communication"},
	"communiation":        {"communication"},
	"communites":          {"communities"},
	"compability":         {"compatibility"},
	"comparision":         {"comparison"},
	"comparisions":        {"comparisons"},
	"comparitive":         {"comparative"},
	"comparitively":       {"comparatively"},
	"compatabilities":     {"compatibilities"},
	"compatability":       {"compatibility"},
	"compatable":          {"compatible"},
	"compatablities":      {"compatibilities"},
	"compatablity":        {"compatibility"},
	"compatiable":         {"compatible"},
	"compatiblities":      {"compatibilities"},
	"compatiblity":        {"compatibility"},
	"compeitions":         {"competitions"},
	"compensantion":       {"compensation"},
	"competance":          {"competence"},
	"competant":           {"competent"},
	"competative":         {"competitive"},
	"competion":           {"competition", "completion"},
	"competitiion":        {"competition"},
	"competive":           {"competitive"},
	"competiveness":       {"competitiveness"},
	"comphrehensive":      {"comprehensive"},
	"compitent":           {"competent"},
	"completedthe":        {"completed the"},
	"completelyl":         {"completely"},
	"completetion":        {"completion"},
	"complier":            {"compiler"},
	"componant":           {"component"},
	"comprable":           {"comparable"},
	"comprimise":          {"compromise"},
	"compulsary":          {"compulsory"},
	"compulsery":          {"compulsory"},
	"computarized":        {"computerized"},
	"concensus":           {"consensus"},
	"concider":            {"consider"},
	"concidered":          {"considered"},
	"concidering":         {"considering"},
	"conciders":           {"considers"},
	"concieted":           {"conceited"},
	"concieved":           {"conceived"},
	"concious":            {"conscious"},
	"conciously":          {"consciously"},
	"conciousness":        {"consciousness"},
	"condamned":           {"condemned"},
	"condemmed":           {"condemned"},
	"condidtion":          {"condition"},
	"condidtions":         {"conditions"},
	"conditionsof":        {"conditions of"},
	"conected":            {"connected"},
	"conection":           {"connection"},
	"conesencus":          {"consensus"},
	"confidental":         {"confidential"},
	"confidentally":       {"confidentially"},
	"confids":             {"confides"},
	"configureable":       {"configurable"},
	"confortable":         {"comfortable"},
	"congradulations":     {"congratulations"},
	"congresional":        {"congressional"},
	"conived":             {"connived"},
	"conjecutre":          {"conjecture"},
	"conjuction":          {"conjunction"},
	"Conneticut":          {"Connecticut"},
	"conotations":         {"connotations"},
	"conquerd":            {"conquered"},
	"conquerer":           {"conqueror"},
	"conquerers":          {"conquerors"},
	"conqured":            {"conquered"},
	"conscent":            {"consent"},
	"consciouness":        {"consciousness"},
	"consdider":           {"consider"},
	"consdidered":         {"considered"},
	"consdiered":          {"considered"},
	"consectutive":        {"consecutive"},
	"consenquently":       {"consequently"},
	"consentrate":         {"concentrate"},
	"consentrated":        {"concentrated"},
	"consentrates":        {"concentrates"},
	"consept":             {"concept"},
	"consequentually":     {"consequently"},
	"consequeseces":       {"consequences"},
	"consern":             {"concern"},
	"conserned":           {"concerned"},
	"conserning":          {"concerning"},
	"conservitive":        {"conservative"},
	"consiciousness":      {"consciousness"},
	"consicousness":       {"consciousness"},
	"considerd":           {"considered"},
	"consideres":          {"considered"},
	"consious":            {"conscious"},
	"consistant":          {"consistent"},
	"consistantly":        {"consistently"},
	"consituencies":       {"constituencies"},
	"consituency":         {"constituency"},
	"consituted":          {"constituted"},
	"consitution":         {"constitution"},
	"consitutional":       {"constitutional"},
	"consolodate":         {"consolidate"},
	"consolodated":        {"consolidated"},
	"consonent":           {"consonant"},
	"consonents":          {"consonants"},
	"consorcium":          {"consortium"},
	"conspiracys":         {"conspiracies"},
	"conspiriator":        {"conspirator"},
	"constaints":          {"constraints"},
	"constanly":           {"constantly"},
	"constarnation":       {"consternation"},
	"constatn":            {"constant"},
	"constinually":        {"continually"},
	"constituant":         {"constituent"},
	"constituants":        {"constituents"},
	"constituion":         {"constitution"},
	"constituional":       {"constitutional"},
	"consttruction":       {"construction"},
	"constuction":         {"construction"},
	"contstruction":       {"construction"},
	"consulant":           {"consultant"},
	"consumate":           {"consummate"},
	"consumated":          {"consummated"},
	"contaiminate":        {"contaminate"},
	"containes":           {"contains"},
	"contamporaries":      {"contemporaries"},
	"contamporary":        {"contemporary"},
	"contempoary":         {"contemporary"},
	"contemporaneus":      {"contemporaneous"},
	"contempory":          {"contemporary"},
	"contendor":           {"contender"},
	"contian":             {"contain"},
	"contians":            {"contains"},
	"contibute":           {"contribute"},
	"contibuted":          {"contributed"},
	"contibutes":          {"contributes"},
	"contigent":           {"contingent"},
	"contined":            {"continued"},
	"continential":        {"continental"},
	"continous":           {"continuous"},
	"continously":         {"continuously"},
	"continueing":         {"continuing"},
	"contravercial":       {"controversial"},
	"contraversy":         {"controversy"},
	"contributer":         {"contributor"},
	"contributers":        {"contributors"},
	"contritutions":       {"contributions"},
	"controled":           {"controlled"},
	"controling":          {"controlling"},
	"controll":            {"control"},
	"controlls":           {"controls"},
	"controvercial":       {"controversial"},
	"controvercy":         {"controversy"},
	"controveries":        {"controversies"},
	"controversal":        {"controversial"},
	"controversey":        {"controversy"},
	"controvertial":       {"controversial"},
	"controvery":          {"controversy"},
	"contruction":         {"construction"},
	"conveinent":          {"convenient"},
	"convenant":           {"covenant"},
	"convential":          {"conventional"},
	"convertables":        {"convertibles"},
	"convertion":          {"conversion"},
	"conviced":            {"convinced"},
	"convienient":         {"convenient"},
	"coordiantion":        {"coordination"},
	"coorperation":        {"cooperation", "corporation"},
	"coorperations":       {"corporations"},
	"copmetitors":         {"competitors"},
	"coputer":             {"computer"},
	"copywrite":           {"copyright"},
	"coridal":             {"cordial"},
	"cornmitted":          {"committed"},
	"corosion":            {"corrosion"},
	"corparate":           {"corporate"},
	"corperations":        {"corporations"},
	"correcters":          {"correctors"},
	"correponding":        {"corresponding"},
	"correposding":        {"corresponding"},
	"correspondant":       {"correspondent"},
	"correspondants":      {"correspondents"},
	"corridoors":          {"corridors"},
	"corrispond":          {"correspond"},
	"corrispondant":       {"correspondent"},
	"corrispondants":      {"correspondents"},
	"corrisponded":        {"corresponded"},
	"corrisponding":       {"corresponding"},
	"corrisponds":         {"corresponds"},
	"costitution":         {"constitution"},
	"coucil":              {"council"},
	"coudl":               {"could", "cloud"},
	"councellor":          {"councillor", "counselor", "councilor"},
	"councellors":         {"councillors", "counselors", "councilors"},
	"counries":            {"countries"},
	"countains":           {"contains"},
	"countires":           {"countries"},
	"countrie's":          {"countries", "countries'", "country's"},
	"coururier":           {"courier", "couturier"},
	"coverted":            {"converted", "covered", "coveted"},
	"cpoy":                {"coy", "copy"},
	"creaeted":            {"created"},
	"creche":              {"crèche"},
	"creedence":           {"credence"},
	"critereon":           {"criterion"},
	"criterias":           {"criteria"},
	"criticists":          {"critics"},
	"critising":           {"criticising", "criticizing"},
	"critisising":         {"criticising"},
	"critisism":           {"criticism"},
	"critisisms":          {"criticisms"},
	"critisize":           {"criticise", "criticize"},
	"critisized":          {"criticised", "criticized"},
	"critisizes":          {"criticises", "criticizes"},
	"critisizing":         {"criticising", "criticizing"},
	"critized":            {"criticized"},
	"critizing":           {"criticizing"},
	"crockodiles":         {"crocodiles"},
	"crowm":               {"crown"},
	"crtical":             {"critical"},
	"crticised":           {"criticised"},
	"crucifiction":        {"crucifixion"},
	"crusies":             {"cruises"},
	"crutial":             {"crucial"},
	"crystalisation":      {"crystallisation"},
	"culiminating":        {"culminating"},
	"cumulatative":        {"cumulative"},
	"curch":               {"church"},
	"curcuit":             {"circuit"},
	"currenly":            {"currently"},
	"curriculem":          {"curriculum"},
	"cxan":                {"cyan"},
	"cyclinder":           {"cylinder"},
	"dacquiri":            {"daiquiri"},
	"daed":                {"dead"},
	"dael":                {"deal", "dial", "dahl"},
	"dalmation":           {"dalmatian"},
	"damenor":             {"demeanor"},
	"dammage":             {"damage"},
	"Dardenelles":         {"Dardanelles"},
	"daugher":             {"daughter"},
	"debateable":          {"debatable"},
	"decendant":           {"descendant"},
	"decendants":          {"descendants"},
	"decendent":           {"descendant"},
	"decendents":          {"descendants"},
	"decideable":          {"decidable"},
	"decidely":            {"decidedly"},
	"decieved":            {"deceived"},
	"decison":             {"decision"},
	"decomissioned":       {"decommissioned"},
	"decomposit":          {"decompose"},
	"decomposited":        {"decomposed"},
	"decompositing":       {"decomposing"},
	"decomposits":         {"decomposes"},
	"decress":             {"decrees"},
	"decribe":             {"describe"},
	"decribed":            {"described"},
	"decribes":            {"describes"},
	"decribing":           {"describing"},
	"dectect":             {"detect"},
	"defendent":           {"defendant"},
	"defendents":          {"defendants"},
	"deffensively":        {"defensively"},
	"deffine":             {"define"},
	"deffined":            {"defined"},
	"definance":           {"defiance"},
	"definate":            {"definite"},
	"definately":          {"definitely"},
	"definatly":           {"definitely"},
	"definetly":           {"definitely"},
	"definining":          {"defining"},
	"definit":             {"definite"},
	"definitly":           {"definitely"},
	"definiton":           {"definition"},
	"defintion":           {"definition"},
	"degrate":             {"degrade"},
	"delagates":           {"delegates"},
	"delapidated":         {"dilapidated"},
	"delerious":           {"delirious"},
	"delevopment":         {"development"},
	"deliberatly":         {"deliberately"},
	"delusionally":        {"delusively"},
	"demenor":             {"demeanor"},
	"demographical":       {"demographic"},
	"demolision":          {"demolition"},
	"demorcracy":          {"democracy"},
	"demostration":        {"demonstration"},
	"denegrating":         {"denigrating"},
	"densly":              {"densely"},
	"deparment":           {"department"},
	"deparmental":         {"departmental"},
	"deparments":          {"departments"},
	"dependance":          {"dependence"},
	"dependancy":          {"dependency"},
	"deram":               {"dram", "dream"},
	"deriviated":          {"derived"},
	"derivitive":          {"derivative"},
	"derogitory":          {"derogatory"},
	"descendands":         {"descendants"},
	"descibed":            {"described"},
	"descision":           {"decision"},
	"descisions":          {"decisions"},
	"descriibes":          {"describes"},
	"descripters":         {"descriptors"},
	"descripton":          {"description"},
	"desctruction":        {"destruction"},
	"descuss":             {"discuss"},
	"desgined":            {"designed"},
	"deside":              {"decide"},
	"desigining":          {"designing"},
	"desinations":         {"destinations"},
	"desintegrated":       {"disintegrated"},
	"desintegration":      {"disintegration"},
	"desireable":          {"desirable"},
	"desitned":            {"destined"},
	"desktiop":            {"desktop"},
	"desorder":            {"disorder"},
	"desoriented":         {"disoriented"},
	"desparate":           {"desperate", "disparate"},
	"despict":             {"depict"},
	"despiration":         {"desperation"},
	"dessicated":          {"desiccated"},
	"dessigned":           {"designed"},
	"destablized":         {"destabilized"},
	"destory":             {"destroy"},
	"detailled":           {"detailed"},
	"detatched":           {"detached"},
	"deteoriated":         {"deteriorated"},
	"deteriate":           {"deteriorate"},
	"deterioriating":      {"deteriorating"},
	"determinining":       {"determining"},
	"detremental":         {"detrimental"},
	"devasted":            {"devastated"},
	"develope":            {"develop"},
	"developement":        {"development"},
	"developped":          {"developed"},
	"develpment":          {"development"},
	"devels":              {"delves"},
	"devestated":          {"devastated"},
	"devestating":         {"devastating"},
	"devide":              {"divide"},
	"devided":             {"divided"},
	"devistating":         {"devastating"},
	"devolopement":        {"development"},
	"diablical":           {"diabolical"},
	"diamons":             {"diamonds"},
	"diaster":             {"disaster"},
	"dichtomy":            {"dichotomy"},
	"diconnects":          {"disconnects"},
	"dicover":             {"discover"},
	"dicovered":           {"discovered"},
	"dicovering":          {"discovering"},
	"dicovers":            {"discovers"},
	"dicovery":            {"discovery"},
	"dictionarys":         {"dictionaries"},
	"dicussed":            {"discussed"},
	"didnt":               {"didn't"},
	"diea":                {"idea", "die"},
	"dieing":              {"dying", "dyeing"},
	"dieties":             {"deities"},
	"diety":               {"deity"},
	"diferent":            {"different"},
	"diferrent":           {"different"},
	"differentiatiations": {"differentiations"},
	"differnt":            {"different"},
	"difficulity":         {"difficulty"},
	"diffrent":            {"different"},
	"dificulties":         {"difficulties"},
	"dificulty":           {"difficulty"},
	"dimenions":           {"dimensions"},
	"dimention":           {"dimension"},
	"dimentional":         {"dimensional"},
	"dimentions":          {"dimensions"},
	"dimesnional":         {"dimensional"},
	"diminuitive":         {"diminutive"},
	"dimunitive":          {"diminutive"},
	"diosese":             {"diocese"},
	"diphtong":            {"diphthong"},
	"diphtongs":           {"diphthongs"},
	"diplomancy":          {"diplomacy"},
	"dipthong":            {"diphthong"},
	"dipthongs":           {"diphthongs"},
	"directoty":           {"directory"},
	"dirived":             {"derived"},
	"disagreeed":          {"disagreed"},
	"disapeared":          {"disappeared"},
	"disapointing":        {"disappointing"},
	"disappearred":        {"disappeared"},
	"disaproval":          {"disapproval"},
	"disasterous":         {"disastrous"},
	"disatisfaction":      {"dissatisfaction"},
	"disatisfied":         {"dissatisfied"},
	"disatrous":           {"disastrous"},
	"discontentment":      {"discontent"},
	"discribe":            {"describe"},
	"discribed":           {"described"},
	"discribes":           {"describes"},
	"discribing":          {"describing"},
	"disctinction":        {"distinction"},
	"disctinctive":        {"distinctive"},
	"disemination":        {"dissemination"},
	"disenchanged":        {"disenchanted"},
	"disiplined":          {"disciplined"},
	"disobediance":        {"disobedience"},
	"disobediant":         {"disobedient"},
	"disolved":            {"dissolved"},
	"disover":             {"discover"},
	"dispair":             {"despair"},
	"disparingly":         {"disparagingly"},
	"dispence":            {"dispense"},
	"dispenced":           {"dispensed"},
	"dispencing":          {"dispensing"},
	"dispicable":          {"despicable"},
	"dispite":             {"despite"},
	"dispostion":          {"disposition"},
	"disproportiate":      {"disproportionate"},
	"disputandem":         {"disputandum"},
	"disricts":            {"districts"},
	"dissagreement":       {"disagreement"},
	"dissapear":           {"disappear"},
	"dissapearance":       {"disappearance"},
	"dissapeared":         {"disappeared"},
	"dissapearing":        {"disappearing"},
	"dissapears":          {"disappears"},
	"dissappear":          {"disappear"},
	"dissappears":         {"disappears"},
	"dissappointed":       {"disappointed"},
	"dissarray":           {"disarray"},
	"dissobediance":       {"disobedience"},
	"dissobediant":        {"disobedient"},
	"dissobedience":       {"disobedience"},
	"dissobedient":        {"disobedient"},
	"distiction":          {"distinction"},
	"distingish":          {"distinguish"},
	"distingished":        {"distinguished"},
	"distingishes":        {"distinguishes"},
	"distingishing":       {"distinguishing"},
	"distingquished":      {"distinguished"},
	"distrubution":        {"distribution"},
	"distruction":         {"destruction"},
	"distructive":         {"destructive"},
	"ditributed":          {"distributed"},
	"diversed":            {"diverse", "diverged"},
	"divice":              {"device"},
	"divinition":          {"divination"},
	"divison":             {"division"},
	"divisons":            {"divisions"},
	"dum":                 {"dumb"},
	"doccument":           {"document"},
	"doccumented":         {"documented"},
	"doccuments":          {"documents"},
	"docrines":            {"doctrines"},
	"doctines":            {"doctrines"},
	"documenatry":         {"documentary"},
	"doens":               {"does"},
	"doesnt":              {"doesn't"},
	"doign":               {"doing"},
	"dominaton":           {"domination"},
	"dominent":            {"dominant"},
	"dominiant":           {"dominant"},
	"donig":               {"doing"},
	"dosen't":             {"doesn't"},
	"doub":                {"doubt", "daub"},
	"doulbe":              {"double"},
	"dowloads":            {"downloads"},
	"dramtic":             {"dramatic"},
	"draughtman":          {"draughtsman"},
	"Dravadian":           {"Dravidian"},
	"dreasm":              {"dreams"},
	"driectly":            {"directly"},
	"drnik":               {"drink"},
	"druming":             {"drumming"},
	"drummless":           {"drumless"},
	"dupicate":            {"duplicate"},
	"durig":               {"during"},
	"durring":             {"during"},
	"duting":              {"during"},
	"dyas":                {"dryas"},
	"eahc":                {"each"},
	"ealier":              {"earlier"},
	"earlies":             {"earliest"},
	"earnt":               {"earned"},
	"ecclectic":           {"eclectic"},
	"eceonomy":            {"economy"},
	"ecidious":            {"deciduous"},
	"eclispe":             {"eclipse"},
	"ecomonic":            {"economic"},
	"ect":                 {"etc"},
	"eearly":              {"early"},
	"efel":                {"evil"},
	"effeciency":          {"efficiency"},
	"effecient":           {"efficient"},
	"effeciently":         {"efficiently"},
	"efficency":           {"efficiency"},
	"efficent":            {"efficient"},
	"efficently":          {"efficiently"},
	"efford":              {"effort", "afford"},
	"effords":             {"efforts", "affords"},
	"effulence":           {"effluence"},
	"eigth":               {"eighth", "eight"},
	"eiter":               {"either"},
	"elction":             {"election"},
	"electic":             {"eclectic", "electric"},
	"electon":             {"election", "electron"},
	"electrial":           {"electrical"},
	"electricly":          {"electrically"},
	"electricty":          {"electricity"},
	"elementay":           {"elementary"},
	"eleminated":          {"eliminated"},
	"eleminating":         {"eliminating"},
	"eles":                {"eels"},
	"eletricity":          {"electricity"},
	"elicided":            {"elicited"},
	"eligable":            {"eligible"},
	"elimentary":          {"elementary"},
	"ellected":            {"elected"},
	"elphant":             {"elephant"},
	"embarass":            {"embarrass"},
	"embarassed":          {"embarrassed"},
	"embarassing":         {"embarrassing"},
	"embarassment":        {"embarrassment"},
	"embargos":            {"embargoes"},
	"embarras":            {"embarrass"},
	"embarrased":          {"embarrassed"},
	"embarrasing":         {"embarrassing"},
	"embarrasment":        {"embarrassment"},
	"embezelled":          {"embezzled"},
	"emblamatic":          {"emblematic"},
	"eminate":             {"emanate"},
	"eminated":            {"emanated"},
	"emision":             {"emission"},
	"emited":              {"emitted"},
	"emiting":             {"emitting"},
	"emition":             {"emission", "emotion"},
	"emmediately":         {"immediately"},
	"emmigrated":          {"emigrated", "immigrated"},
	"emminent":            {"eminent", "imminent"},
	"emminently":          {"eminently"},
	"emmisaries":          {"emissaries"},
	"emmisarries":         {"emissaries"},
	"emmisarry":           {"emissary"},
	"emmisary":            {"emissary"},
	"emmision":            {"emission"},
	"emmisions":           {"emissions"},
	"emmited":             {"emitted"},
	"emmiting":            {"emitting"},
	"emmitted":            {"emitted"},
	"emmitting":           {"emitting"},
	"emnity":              {"enmity"},
	"emperical":           {"empirical"},
	"emphaised":           {"emphasised"},
	"emphsis":             {"emphasis"},
	"emphysyma":           {"emphysema"},
	"empirial":            {"empirical", "imperial"},
	"emporer":             {"emperor"},
	"emprisoned":          {"imprisoned"},
	"enameld":             {"enameled"},
	"enchancement":        {"enhancement"},
	"encouraing":          {"encouraging"},
	"encryptiion":         {"encryption"},
	"encylopedia":         {"encyclopedia"},
	"endevors":            {"endeavors"},
	"endevour":            {"endeavour"},
	"endig":               {"ending"},
	"endolithes":          {"endoliths"},
	"enduce":              {"induce"},
	"ened":                {"need"},
	"enforceing":          {"enforcing"},
	"engagment":           {"engagement"},
	"engeneer":            {"engineer"},
	"engeneering":         {"engineering"},
	"engieneer":           {"engineer"},
	"engieneers":          {"engineers"},
	"enlargment":          {"enlargement"},
	"enlargments":         {"enlargements"},
	"Enlish":              {"English", "enlist"},
	"enourmous":           {"enormous"},
	"enourmously":         {"enormously"},
	"ensconsed":           {"ensconced"},
	"entaglements":        {"entanglements"},
	"enteratinment":       {"entertainment"},
	"enthusiatic":         {"enthusiastic"},
	"entitity":            {"entity"},
	"entitlied":           {"entitled"},
	"entrepeneur":         {"entrepreneur"},
	"entrepeneurs":        {"entrepreneurs"},
	"enviorment":          {"environment"},
	"enviormental":        {"environmental"},
	"enviormentally":      {"environmentally"},
	"enviorments":         {"environments"},
	"enviornment":         {"environment"},
	"enviornmental":       {"environmental"},
	"enviornmentalist":    {"environmentalist"},
	"enviornmentally":     {"environmentally"},
	"enviornments":        {"environments"},
	"enviroment":          {"environment"},
	"enviromental":        {"environmental"},
	"enviromentalist":     {"environmentalist"},
	"enviromentally":      {"environmentally"},
	"enviroments":         {"environments"},
	"envolutionary":       {"evolutionary"},
	"envrionments":        {"environments"},
	"enxt":                {"next"},
	"epidsodes":           {"episodes"},
	"epsiode":             {"episode"},
	"equialent":           {"equivalent"},
	"equalibrium":         {"equilibrium"},
	"equelibrium":         {"equilibrium"},
	"equilibium":          {"equilibrium"},
	"equilibrum":          {"equilibrium"},
	"equiped":             {"equipped"},
	"equippment":          {"equipment"},
	"equitorial":          {"equatorial"},
	"equivelant":          {"equivalent"},
	"equivelent":          {"equivalent"},
	"equivilant":          {"equivalent"},
	"equivilent":          {"equivalent"},
	"equivlalent":         {"equivalent"},
	"erally":              {"orally", "really"},
	"eratic":              {"erratic"},
	"eratically":          {"erratically"},
	"eraticly":            {"erratically"},
	"erested":             {"arrested", "erected"},
	"errupted":            {"erupted"},
	"esential":            {"essential"},
	"esitmated":           {"estimated"},
	"esle":                {"else"},
	"especialy":           {"especially"},
	"essencial":           {"essential"},
	"essense":             {"essence"},
	"essentail":           {"essential"},
	"essentialy":          {"essentially"},
	"essentual":           {"essential"},
	"essesital":           {"essential"},
	"estabishes":          {"establishes"},
	"establising":         {"establishing"},
	"ethnocentricm":       {"ethnocentrism"},
	"ethose":              {"those", "ethos"},
	"Europian":            {"European"},
	"Europians":           {"Europeans"},
	"Eurpean":             {"European"},
	"Eurpoean":            {"European"},
	"evenhtually":         {"eventually"},
	"eventally":           {"eventually"},
	"eventhough":          {"even though"},
	"eventially":          {"eventually"},
	"eventualy":           {"eventually"},
	"everthing":           {"everything"},
	"everytime":           {"every time"},
	"everyting":           {"everything"},
	"eveyr":               {"every"},
	"evidentally":         {"evidently"},
	"exagerate":           {"exaggerate"},
	"exagerated":          {"exaggerated"},
	"exagerates":          {"exaggerates"},
	"exagerating":         {"exaggerating"},
	"exagerrate":          {"exaggerate"},
	"exagerrated":         {"exaggerated"},
	"exagerrates":         {"exaggerates"},
	"exagerrating":        {"exaggerating"},
	"examinated":          {"examined"},
	"exampt":              {"exempt"},
	"exapansion":          {"expansion"},
	"excact":              {"exact"},
	"excange":             {"exchange"},
	"excecute":            {"execute"},
	"excecuted":           {"executed"},
	"excecutes":           {"executes"},
	"excecuting":          {"executing"},
	"excecution":          {"execution"},
	"excedded":            {"exceeded"},
	"excelent":            {"excellent"},
	"excell":              {"excel"},
	"excellance":          {"excellence"},
	"excellant":           {"excellent"},
	"excells":             {"excels"},
	"excercise":           {"exercise"},
	"exchanching":         {"exchanging"},
	"excisted":            {"existed"},
	"exculsivly":          {"exclusively"},
	"execising":           {"exercising"},
	"exection":            {"execution"},
	"exectued":            {"executed"},
	"exeedingly":          {"exceedingly"},
	"exelent":             {"excellent"},
	"exellent":            {"excellent"},
	"exemple":             {"example"},
	"exept":               {"except"},
	"exeptional":          {"exceptional"},
	"exerbate":            {"exacerbate"},
	"exerbated":           {"exacerbated"},
	"exerciese":           {"exercises"},
	"exerpt":              {"excerpt"},
	"exerpts":             {"excerpts"},
	"exersize":            {"exercise"},
	"exerternal":          {"external"},
	"exhalted":            {"exalted"},
	"exhibtion":           {"exhibition"},
	"exibition":           {"exhibition"},
	"exibitions":          {"exhibitions"},
	"exicting":            {"exciting"},
	"exinct":              {"extinct"},
	"existance":           {"existence"},
	"existant":            {"existent"},
	"existince":           {"existence"},
	"exliled":             {"exiled"},
	"exludes":             {"excludes"},
	"exmaple":             {"example"},
	"exonorate":           {"exonerate"},
	"exoskelaton":         {"exoskeleton"},
	"expalin":             {"explain"},
	"expatriot":           {"expatriate"},
	"expeced":             {"expected"},
	"expecially":          {"especially"},
	"expeditonary":        {"expeditionary"},
	"expeiments":          {"experiments"},
	"expell":              {"expel"},
	"expells":             {"expels"},
	"experiance":          {"experience"},
	"experianced":         {"experienced"},
	"expiditions":         {"expeditions"},
	"expierence":          {"experience"},
	"explaination":        {"explanation"},
	"explaning":           {"explaining"},
	"explictly":           {"explicitly"},
	"exploititive":        {"exploitative"},
	"explotation":         {"exploitation"},
	"expropiated":         {"expropriated"},
	"expropiation":        {"expropriation"},
	"exressed":            {"expressed"},
	"extemely":            {"extremely"},
	"extention":           {"extension"},
	"extentions":          {"extensions"},
	"extered":             {"exerted"},
	"extermist":           {"extremist"},
	"extint":              {"extinct", "extant"},
	"extradiction":        {"extradition"},
	"extraterrestial":     {"extraterrestrial"},
	"extraterrestials":    {"extraterrestrials"},
	"extravagent":         {"extravagant"},
	"extrememly":          {"extremely"},
	"extremeophile":       {"extremophile"},
	"extremly":            {"extremely"},
	"extrordinarily":      {"extraordinarily"},
	"extrordinary":        {"extraordinary"},
	"eyar":                {"year", "eyas"},
	"eyars":               {"years", "eyas"},
	"eyasr":               {"years", "eyas"},
	"faciliate":           {"facilitate"},
	"faciliated":          {"facilitated"},
	"faciliates":          {"facilitates"},
	"facilites":           {"facilities"},
	"facillitate":         {"facilitate"},
	"facinated":           {"fascinated"},
	"facist":              {"fascist"},
	"familes":             {"families"},
	"familliar":           {"familiar"},
	"famoust":             {"famous"},
	"fanatism":            {"fanaticism"},
	"Farenheit":           {"Fahrenheit"},
	"fatc":                {"fact"},
	"faught":              {"fought"},
	"favoutrable":         {"favourable"},
	"feasable":            {"feasible"},
	"Febuary":             {"February"},
	"Feburary":            {"February"},
	"fedreally":           {"federally"},
	"femminist":           {"feminist"},
	"feromone":            {"pheromone"},
	"fertily":             {"fertility"},
	"fianite":             {"finite"},
	"fianlly":             {"finally"},
	"ficticious":          {"fictitious"},
	"fictious":            {"fictitious"},
	"fidn":                {"find"},
	"fiel":                {"feel", "field", "file", "phial"},
	"fiels":               {"feels", "fields", "files", "phials"},
	"fiercly":             {"fiercely"},
	"fightings":           {"fighting"},
	"filiament":           {"filament"},
	"fimilies":            {"families"},
	"finacial":            {"financial"},
	"finaly":              {"finally"},
	"financialy":          {"financially"},
	"firends":             {"friends"},
	"firts":               {"flirts", "first"},
	"fisionable":          {"fissionable"},
	"flamable":            {"flammable"},
	"flawess":             {"flawless"},
	"fleed":               {"fled", "freed"},
	"Flemmish":            {"Flemish"},
	"florescent":          {"fluorescent"},
	"flourescent":         {"fluorescent"},
	"flourine":            {"fluorine"},
	"fluorish":            {"flourish"},
	"flourishment":        {"flourishing"},
	"follwoing":           {"following"},
	"folowing":            {"following"},
	"fomed":               {"formed"},
	"fomr":                {"from", "form"},
	"fonetic":             {"phonetic"},
	"fontrier":            {"fontier"},
	"foootball":           {"football"},
	"forbad":              {"forbade"},
	"forbiden":            {"forbidden"},
	"foreward":            {"foreword"},
	"forfiet":             {"forfeit"},
	"forhead":             {"forehead"},
	"foriegn":             {"foreign"},
	"Formalhaut":          {"Fomalhaut"},
	"formallize":          {"formalize"},
	"formallized":         {"formalized"},
	"formaly":             {"formally", "formerly"},
	"formelly":            {"formerly"},
	"formidible":          {"formidable"},
	"formost":             {"foremost"},
	"forsaw":              {"foresaw"},
	"forseeable":          {"foreseeable"},
	"fortelling":          {"foretelling"},
	"forunner":            {"forerunner"},
	"foucs":               {"focus"},
	"foudn":               {"found"},
	"fougth":              {"fought"},
	"foundaries":          {"foundries"},
	"foundary":            {"foundry"},
	"Foundland":           {"Newfoundland"},
	"fourties":            {"forties"},
	"fourty":              {"forty"},
	"fouth":               {"fourth"},
	"foward":              {"forward"},
	"Fransiscan":          {"Franciscan"},
	"Fransiscans":         {"Franciscans"},
	"freind":              {"friend"},
	"freindly":            {"friendly"},
	"frequentily":         {"frequently"},
	"frome":               {"from"},
	"fromed":              {"formed"},
	"froniter":            {"frontier"},
	"fucntion":            {"function"},
	"fucntioning":         {"functioning"},
	"fufill":              {"fulfill"},
	"fufilled":            {"fulfilled"},
	"fulfiled":            {"fulfilled"},
	"fullfill":            {"fulfill"},
	"fullfilled":          {"fulfilled"},
	"fundametal":          {"fundamental"},
	"fundametals":         {"fundamentals"},
	"funguses":            {"fungi"},
	"funtion":             {"function"},
	"furuther":            {"further"},
	"futher":              {"further"},
	"futhermore":          {"furthermore"},
	"futhroc":             {"futhark", "futhorc"},
	"gae":                 {"game", "Gael", "gale"},
	"galatic":             {"galactic"},
	"Galations":           {"Galatians"},
	"gallaxies":           {"galaxies"},
	"galvinized":          {"galvanized"},
	"Gameboy":             {"Game Boy"},
	"ganerate":            {"generate"},
	"ganes":               {"games"},
	"ganster":             {"gangster"},
	"garantee":            {"guarantee"},
	"garanteed":           {"guaranteed"},
	"garantees":           {"guarantees"},
	"gardai":              {"gardaí"},
	"garnison":            {"garrison"},
	"gauarana":            {"guaraná"},
	"gaurantee":           {"guarantee"},
	"gauranteed":          {"guaranteed"},
	"gaurantees":          {"guarantees"},
	"gaurd":               {"guard", "gourd"},
	"gaurentee":           {"guarantee"},
	"gaurenteed":          {"guaranteed"},
	"gaurentees":          {"guarantees"},
	"geneological":        {"genealogical"},
	"geneologies":         {"genealogies"},
	"geneology":           {"genealogy"},
	"generaly":            {"generally"},
	"generatting":         {"generating"},
	"genialia":            {"genitalia"},
	"geographicial":       {"geographical"},
	"geometrician":        {"geometer"},
	"geometricians":       {"geometers"},
	"gerat":               {"great"},
	"Ghandi":              {"Gandhi"},
	"glamourous":          {"glamorous"},
	"glight":              {"flight"},
	"gnawwed":             {"gnawed"},
	"godess":              {"goddess"},
	"godesses":            {"goddesses"},
	"Godounov":            {"Godunov"},
	"gogin":               {"going", "Gauguin"},
	"goign":               {"going"},
	"gonig":               {"going"},
	"Gothenberg":          {"Gothenburg"},
	"Gottleib":            {"Gottlieb"},
	"gouvener":            {"governor"},
	"govement":            {"government"},
	"govenment":           {"government"},
	"govenrment":          {"government"},
	"goverance":           {"governance"},
	"goverment":           {"government"},
	"govermental":         {"governmental"},
	"governer":            {"governor"},
	"governmnet":          {"government"},
	"govorment":           {"government"},
	"govormental":         {"governmental"},
	"govornment":          {"government"},
	"gracefull":           {"graceful"},
	"graet":               {"great"},
	"grafitti":            {"graffiti"},
	"gramatically":        {"grammatically"},
	"grammaticaly":        {"grammatically"},
	"grammer":             {"grammar"},
	"grat":                {"great"},
	"gratuitious":         {"gratuitous"},
	"greatful":            {"grateful"},
	"greatfully":          {"gratefully"},
	"greif":               {"grief"},
	"gridles":             {"griddles"},
	"gropu":               {"group"},
	"grwo":                {"grow"},
	"Guaduloupe":          {"Guadalupe", "Guadeloupe"},
	"Guadulupe":           {"Guadalupe", "Guadeloupe"},
	"guage":               {"gauge"},
	"guarentee":           {"guarantee"},
	"guarenteed":          {"guaranteed"},
	"guarentees":          {"guarantees"},
	"Guatamala":           {"Guatemala"},
	"Guatamalan":          {"Guatemalan"},
	"guerrila":            {"guerrilla"},
	"guerrilas":           {"guerrillas"},
	"guidence":            {"guidance"},
	"Guilia":              {"Giulia"},
	"Guilio":              {"Giulio"},
	"Guiness":             {"Guinness"},
	"Guiseppe":            {"Giuseppe"},
	"gunanine":            {"guanine"},
	"gurantee":            {"guarantee"},
	"guranteed":           {"guaranteed"},
	"gurantees":           {"guarantees"},
	"guttaral":            {"guttural"},
	"gutteral":            {"guttural"},
	"habaeus":             {"habeas"},
	"habeus":              {"habeas"},
	"Habsbourg":           {"Habsburg"},
	"haemorrage":          {"haemorrhage"},
	"haev":                {"have", "heave"},
	"halarious":           {"hilarious"},
	"Hallowean":           {"Hallowe'en", "Halloween"},
	"halp":                {"help"},
	"hapen":               {"happen"},
	"hapened":             {"happened"},
	"hapening":            {"happening"},
	"happend":             {"happened"},
	"happended":           {"happened"},
	"happenned":           {"happened"},
	"harased":             {"harassed"},
	"harases":             {"harasses"},
	"harasment":           {"harassment"},
	"harasments":          {"harassments"},
	"harassement":         {"harassment"},
	"harras":              {"harass"},
	"harrased":            {"harassed"},
	"harrases":            {"harasses"},
	"harrasing":           {"harassing"},
	"harrasment":          {"harassment"},
	"harrasments":         {"harassments"},
	"harrassed":           {"harassed"},
	"harrasses":           {"harassed"},
	"harrassing":          {"harassing"},
	"harrassment":         {"harassment"},
	"harrassments":        {"harassments"},
	"hasnt":               {"hasn't"},
	"Hatian":              {"Haitian"},
	"haviest":             {"heaviest"},
	"headquarer":          {"headquarter"},
	"headquater":          {"headquarter"},
	"headquatered":        {"headquartered"},
	"headquaters":         {"headquarters"},
	"healthercare":        {"healthcare"},
	"heared":              {"heard"},
	"heathy":              {"healthy"},
	"Heidelburg":          {"Heidelberg"},
	"heigher":             {"higher"},
	"heirarchy":           {"hierarchy"},
	"heiroglyphics":       {"hieroglyphics"},
	"helment":             {"helmet"},
	"helpfull":            {"helpful"},
	"helpped":             {"helped"},
	"hemmorhage":          {"hemorrhage"},
	"herad":               {"heard", "Hera"},
	"heridity":            {"heredity"},
	"heroe":               {"hero"},
	"heros":               {"heroes"},
	"hertiage":            {"heritage"},
	"hertzs":              {"hertz"},
	"hesistant":           {"hesitant"},
	"heterogenous":        {"heterogeneous"},
	"hieght":              {"height"},
	"hierachical":         {"hierarchical"},
	"hierachies":          {"hierarchies"},
	"hierachy":            {"hierarchy"},
	"hierarcical":         {"hierarchical"},
	"hierarcy":            {"hierarchy"},
	"hieroglph":           {"hieroglyph"},
	"hieroglphs":          {"hieroglyphs"},
	"higer":               {"higher"},
	"higest":              {"highest"},
	"higway":              {"highway"},
	"hillarious":          {"hilarious"},
	"himselv":             {"himself"},
	"hinderance":          {"hindrance"},
	"hinderence":          {"hindrance"},
	"hindrence":           {"hindrance"},
	"hipopotamus":         {"hippopotamus"},
	"hismelf":             {"himself"},
	"histocompatability":  {"histocompatibility"},
	"historicians":        {"historians"},
	"hitsingles":          {"hit singles"},
	"holf":                {"hold"},
	"holliday":            {"holiday"},
	"homestate":           {"home state"},
	"homogeneize":         {"homogenize"},
	"homogeneized":        {"homogenized"},
	"honory":              {"honorary"},
	"horrifing":           {"horrifying"},
	"hosited":             {"hoisted"},
	"hospitible":          {"hospitable"},
	"hounour":             {"honour"},
	"housr":               {"hours", "house"},
	"howver":              {"however"},
	"hsitorians":          {"historians"},
	"hstory":              {"history"},
	"hten":                {"then", "hen", "the"},
	"htere":               {"there", "here"},
	"htey":                {"they"},
	"htikn":               {"think"},
	"hting":               {"thing"},
	"htink":               {"think"},
	"htis":                {"this"},
	"humer":               {"humor", "humour"},
	"humerous":            {"humorous", "humerus"},
	"huminoid":            {"humanoid"},
	"humoural":            {"humoral"},
	"humurous":            {"humorous"},
	"husban":              {"husband"},
	"hvae":                {"have"},
	"hvaing":              {"having"},
	"hvea":                {"have", "heave"},
	"hwihc":               {"which"},
	"hwile":               {"while"},
	"hwole":               {"whole"},
	"hydogen":             {"hydrogen"},
	"hydropile":           {"hydrophile"},
	"hydropilic":          {"hydrophilic"},
	"hydropobe":           {"hydrophobe"},
	"hydropobic":          {"hydrophobic"},
	"hygeine":             {"hygiene"},
	"hyjack":              {"hijack"},
	"hyjacking":           {"hijacking"},
	"hypocracy":           {"hypocrisy"},
	"hypocrasy":           {"hypocrisy"},
	"hypocricy":           {"hypocrisy"},
	"hypocrit":            {"hypocrite"},
	"hypocrits":           {"hypocrites"},
	"iconclastic":         {"iconoclastic"},
	"idaeidae":            {"idea"},
	"idaes":               {"ideas"},
	"idealogies":          {"ideologies"},
	"idealogy":            {"ideology"},
	"identicial":          {"identical"},
	"identifers":          {"identifiers"},
	"ideosyncratic":       {"idiosyncratic"},
	"idesa":               {"ideas", "ides"},
	"idiosyncracy":        {"idiosyncrasy"},
	"Ihaca":               {"Ithaca"},
	"illegimacy":          {"illegitimacy"},
	"illegitmate":         {"illegitimate"},
	"illess":              {"illness"},
	"illiegal":            {"illegal"},
	"illution":            {"illusion"},
	"ilness":              {"illness"},
	"ilogical":            {"illogical"},
	"imagenary":           {"imaginary"},
	"imagin":              {"imagine"},
	"imaginery":           {"imaginary", "imagery"},
	"imanent":             {"eminent", "imminent"},
	"imcomplete":          {"incomplete"},
	"imediately":          {"immediately"},
	"imense":              {"immense"},
	"imigrant":            {"emigrant", "immigrant"},
	"imigrated":           {"emigrated", "immigrated"},
	"imigration":          {"emigration", "immigration"},
	"iminent":             {"eminent", "imminent", "immanent"},
	"immediatley":         {"immediately"},
	"immediatly":          {"immediately"},
	"immidately":          {"immediately"},
	"immidiately":         {"immediately"},
	"immitate":            {"imitate"},
	"immitated":           {"imitated"},
	"immitating":          {"imitating"},
	"immitator":           {"imitator"},
	"immunosupressant":    {"immunosuppressant"},
	"impecabbly":          {"impeccably"},
	"impedence":           {"impedance"},
	"implamenting":        {"implementing"},
	"impliment":           {"implement"},
	"implimented":         {"implemented"},
	"imploys":             {"employs"},
	"importamt":           {"important"},
	"impressario":         {"impresario"},
	"imprioned":           {"imprisoned"},
	"imprisonned":         {"imprisoned"},
	"improvision":         {"improvisation"},
	"improvments":         {"improvements"},
	"inablility":          {"inability"},
	"inaccessable":        {"inaccessible"},
	"inadiquate":          {"inadequate"},
	"inadquate":           {"inadequate"},
	"inadvertant":         {"inadvertent"},
	"inadvertantly":       {"inadvertently"},
	"inagurated":          {"inaugurated"},
	"inaguration":         {"inauguration"},
	"inappropiate":        {"inappropriate"},
	"inaugures":           {"inaugurates"},
	"inbalance":           {"imbalance"},
	"inbalanced":          {"imbalanced"},
	"inbetween":           {"between"},
	"incarcirated":        {"incarcerated"},
	"incidentially":       {"incidentally"},
	"incidently":          {"incidentally"},
	"inclreased":          {"increased"},
	"includ":              {"include"},
	"includng":            {"including"},
	"incompatabilities":   {"incompatibilities"},
	"incompatability":     {"incompatibility"},
	"incompatable":        {"incompatible"},
	"incompatablities":    {"incompatibilities"},
	"incompatablity":      {"incompatibility"},
	"incompatiblities":    {"incompatibilities"},
	"incompatiblity":      {"incompatibility"},
	"incompetance":        {"incompetence"},
	"incompetant":         {"incompetent"},
	"incomptable":         {"incompatible"},
	"incomptetent":        {"incompetent"},
	"inconsistant":        {"inconsistent"},
	"incoroporated":       {"incorporated"},
	"incorperation":       {"incorporation"},
	"incorportaed":        {"incorporated"},
	"incorprates":         {"incorporates"},
	"incorruptable":       {"incorruptible"},
	"incramentally":       {"incrementally"},
	"increadible":         {"incredible"},
	"incredable":          {"incredible"},
	"inctroduce":          {"introduce"},
	"inctroduced":         {"introduced"},
	"incuding":            {"including"},
	"incunabla":           {"incunabula"},
	"indefinately":        {"indefinitely"},
	"indefineable":        {"undefinable"},
	"indefinitly":         {"indefinitely"},
	"indentical":          {"identical"},
	"indepedantly":        {"independently"},
	"indepedence":         {"independence"},
	"independance":        {"independence"},
	"independant":         {"independent"},
	"independantly":       {"independently"},
	"independece":         {"independence"},
	"independendet":       {"independent"},
	"indespensable":       {"indispensable"},
	"indespensible":       {"indispensable"},
	"indictement":         {"indictment"},
	"indigineous":         {"indigenous"},
	"indipendence":        {"independence"},
	"indipendent":         {"independent"},
	"indipendently":       {"independently"},
	"indispensible":       {"indispensable"},
	"indisputible":        {"indisputable"},
	"indisputibly":        {"indisputably"},
	"indite":              {"indict"},
	"individualy":         {"individually"},
	"indpendent":          {"independent"},
	"indpendently":        {"independently"},
	"indulgue":            {"indulge"},
	"indutrial":           {"industrial"},
	"indviduals":          {"individuals"},
	"inefficienty":        {"inefficiently"},
	"inevatible":          {"inevitable"},
	"inevitible":          {"inevitable"},
	"inevititably":        {"inevitably"},
	"infalability":        {"infallibility"},
	"infallable":          {"infallible"},
	"infectuous":          {"infectious"},
	"infered":             {"inferred"},
	"infilitrate":         {"infiltrate"},
	"infilitrated":        {"infiltrated"},
	"infilitration":       {"infiltration"},
	"infinit":             {"infinite"},
	"inflamation":         {"inflammation"},
	"influencial":         {"influential"},
	"influented":          {"influenced"},
	"infomation":          {"information"},
	"informtion":          {"information"},
	"infrantryman":        {"infantryman"},
	"infrigement":         {"infringement"},
	"ingenius":            {"ingenious"},
	"ingreediants":        {"ingredients"},
	"inhabitans":          {"inhabitants"},
	"inherantly":          {"inherently"},
	"inheritage":          {"heritage", "inheritance"},
	"inheritence":         {"inheritance"},
	"inital":              {"initial"},
	"initally":            {"initially"},
	"initation":           {"initiation"},
	"initiaitive":         {"initiative"},
	"inlcuding":           {"including"},
	"inmigrant":           {"immigrant"},
	"inmigrants":          {"immigrants"},
	"innoculated":         {"inoculated"},
	"inocence":            {"innocence"},
	"inofficial":          {"unofficial"},
	"inot":                {"into"},
	"inpeach":             {"impeach"},
	"inpending":           {"impending"},
	"inpenetrable":        {"impenetrable"},
	"inpolite":            {"impolite"},
	"inprisonment":        {"imprisonment"},
	"inproving":           {"improving"},
	"insectiverous":       {"insectivorous"},
	"insensative":         {"insensitive"},
	"inseperable":         {"inseparable"},
	"insistance":          {"insistence"},
	"insitution":          {"institution"},
	"insitutions":         {"institutions"},
	"inspite":             {"in spite", "inspire"},
	"instade":             {"instead"},
	"instatance":          {"instance"},
	"institue":            {"institute"},
	"instuction":          {"instruction"},
	"instuments":          {"instruments"},
	"instutionalized":     {"institutionalized"},
	"instutions":          {"intuitions"},
	"insurence":           {"insurance"},
	"intelectual":         {"intellectual"},
	"inteligence":         {"intelligence"},
	"inteligent":          {"intelligent"},
	"intenational":        {"international"},
	"intented":            {"intended", "indented"},
	"intepretation":       {"interpretation"},
	"intepretator":        {"interpretor"},
	"interational":        {"international"},
	"interbread":          {"interbreed", "interbred"},
	"interchangable":      {"interchangeable"},
	"interchangably":      {"interchangeably"},
	"intercontinential":   {"intercontinental"},
	"intercontinetal":     {"intercontinental"},
	"intered":             {"interred", "interned"},
	"interelated":         {"interrelated"},
	"interferance":        {"interference"},
	"interfereing":        {"interfering"},
	"intergrated":         {"integrated"},
	"intergration":        {"integration"},
	"interm":              {"interim"},
	"internation":         {"international"},
	"interpet":            {"interpret"},
	"interrim":            {"interim"},
	"interrugum":          {"interregnum"},
	"intertaining":        {"entertaining"},
	"interupt":            {"interrupt"},
	"intervines":          {"intervenes"},
	"intevene":            {"intervene"},
	"intial":              {"initial"},
	"intially":            {"initially"},
	"intrduced":           {"introduced"},
	"intrest":             {"interest"},
	"introdued":           {"introduced"},
	"intruduced":          {"introduced"},
	"intrument":           {"instrument"},
	"intrumental":         {"instrumental"},
	"intruments":          {"instruments"},
	"intrusted":           {"entrusted"},
	"intutive":            {"intuitive"},
	"intutively":          {"intuitively"},
	"inudstry":            {"industry"},
	"inumerable":          {"enumerable", "innumerable"},
	"inventer":            {"inventor"},
	"invertibrates":       {"invertebrates"},
	"investingate":        {"investigate"},
	"involvment":          {"involvement"},
	"irelevent":           {"irrelevant"},
	"iresistable":         {"irresistible"},
	"iresistably":         {"irresistibly"},
	"iresistible":         {"irresistible"},
	"iresistibly":         {"irresistibly"},
	"iritable":            {"irritable"},
	"iritated":            {"irritated"},
	"ironicly":            {"ironically"},
	"irregardless":        {"regardless"},
	"irrelevent":          {"irrelevant"},
	"irreplacable":        {"irreplaceable"},
	"irresistable":        {"irresistible"},
	"irresistably":        {"irresistibly"},
	"isnt":                {"isn't"},
	"Israelies":           {"Israelis"},
	"issueing":            {"issuing"},
	"itnroduced":          {"introduced"},
	"iunior":              {"junior"},
	"iwll":                {"will"},
	"iwth":                {"with"},
	"Janurary":            {"January"},
	"Januray":             {"January"},
	"Japanes":             {"Japanese"},
	"jaques":              {"jacques"},
	"jeapardy":            {"jeopardy"},
	"jewllery":            {"jewellery"},
	"Johanine":            {"Johannine"},
	"jorunal":             {"journal"},
	"Jospeh":              {"Joseph"},
	"jouney":              {"journey"},
	"journied":            {"journeyed"},
	"journies":            {"journeys"},
	"jstu":                {"just"},
	"jsut":                {"just"},
	"Juadaism":            {"Judaism"},
	"Juadism":             {"Judaism"},
	"judical":             {"judicial"},
	"judisuary":           {"judiciary"},
	"juducial":            {"judicial"},
	"juristiction":        {"jurisdiction"},
	"juristictions":       {"jurisdictions"},
	"kindergarden":        {"kindergarten"},
	"klenex":              {"kleenex"},
	"knifes":              {"knives"},
	"knive":               {"knife"},
	"knowlege":            {"knowledge"},
	"knowlegeable":        {"knowledgeable"},
	"knwo":                {"know"},
	"knwos":               {"knows"},
	"konw":                {"know"},
	"konws":               {"knows"},
	"kwno":                {"know"},
	"labatory":            {"lavatory", "laboratory"},
	"labled":              {"labelled", "labeled"},
	"labratory":           {"laboratory"},
	"laguage":             {"language"},
	"laguages":            {"languages"},
	"larg":                {"large"},
	"largst":              {"largest"},
	"larrry":              {"larry"},
	"lastr":               {"last"},
	"lattitude":           {"latitude"},
	"launchs":             {"launch", "launches"},
	"launhed":             {"launched"},
	"lavae":               {"larvae"},
	"layed":               {"laid"},
	"lazyness":            {"laziness"},
	"leage":               {"league"},
	"leanr":               {"lean", "learn", "leaner"},
	"leathal":             {"lethal"},
	"lefted":              {"left"},
	"legitamate":          {"legitimate"},
	"legitmate":           {"legitimate"},
	"leibnitz":            {"leibniz"},
	"lenght":              {"length"},
	"leran":               {"learn"},
	"lerans":              {"learns"},
	"leutenant":           {"lieutenant"},
	"levetate":            {"levitate"},
	"levetated":           {"levitated"},
	"levetates":           {"levitates"},
	"levetating":          {"levitating"},
	"levle":               {"level"},
	"liasion":             {"liaison"},
	"liason":              {"liaison"},
	"liasons":             {"liaisons"},
	"libary":              {"library"},
	"libell":              {"libel"},
	"libguistic":          {"linguistic"},
	"libguistics":         {"linguistics"},
	"libitarianisn":       {"libertarianism"},
	"lible":               {"libel", "liable"},
	"lieing":              {"lying"},
	"liek":                {"like"},
	"liekd":               {"liked"},
	"liesure":             {"leisure"},
	"lieuenant":           {"lieutenant"},
	"lieved":              {"lived"},
	"liftime":             {"lifetime"},
	"lightyear":           {"light year"},
	"lightyears":          {"light years"},
	"likelyhood":          {"likelihood"},
	"linnaena":            {"linnaean"},
	"lippizaner":          {"lipizzaner"},
	"liquify":             {"liquefy"},
	"liscense":            {"license", "licence"},
	"lisence":             {"license", "licence"},
	"lisense":             {"license", "licence"},
	"listners":            {"listeners"},
	"litature":            {"literature"},
	"literaly":            {"literally"},
	"literture":           {"literature"},
	"littel":              {"little"},
	"litterally":          {"literally"},
	"liuke":               {"like"},
	"livley":              {"lively"},
	"lmits":               {"limits"},
	"loev":                {"love"},
	"lonelyness":          {"loneliness"},
	"longitudonal":        {"longitudinal"},
	"lonley":              {"lonely"},
	"lonly":               {"lonely", "only"},
	"loosing":             {"losing"},
	"lotharingen":         {"lothringen"},
	"lsat":                {"last"},
	"lukid":               {"likud"},
	"lveo":                {"love"},
	"lvoe":                {"love"},
	"Lybia":               {"Libya"},
	"maching":             {"machine", "marching", "matching"},
	"mackeral":            {"mackerel"},
	"magasine":            {"magazine"},
	"magizine":            {"magazine"},
	"magisine":            {"magazine"},
	"magincian":           {"magician"},
	"magnificient":        {"magnificent"},
	"magolia":             {"magnolia"},
	"mailny":              {"mainly"},
	"maintainance":        {"maintenance"},
	"maintainence":        {"maintenance"},
	"maintance":           {"maintenance"},
	"maintenence":         {"maintenance"},
	"maintinaing":         {"maintaining"},
	"maintioned":          {"mentioned"},
	"majoroty":            {"majority"},
	"maked":               {"marked", "made"},
	"makse":               {"makes"},
	"Malcom":              {"Malcolm"},
	"maltesian":           {"Maltese"},
	"mamal":               {"mammal"},
	"mamalian":            {"mammalian"},
	"managable":           {"manageable", "manageably"},
	"managment":           {"management"},
	"maneouvre":           {"manoeuvre"},
	"maneouvred":          {"manoeuvred"},
	"maneouvres":          {"manoeuvres"},
	"maneouvring":         {"manoeuvring"},
	"manisfestations":     {"manifestations"},
	"manoeuverability":    {"maneuverability"},
	"manouver":            {"maneuver", "manoeuvre"},
	"manouverability":     {"maneuverability", "manoeuvrability", "manoeuverability"},
	"manouverable":        {"maneuverable", "manoeuvrable"},
	"manouvers":           {"maneuvers", "manoeuvres"},
	"mantained":           {"maintained"},
	"manuever":            {"maneuver", "manoeuvre"},
	"manuevers":           {"maneuvers", "manoeuvres"},
	"manufacturedd":       {"manufactured"},
	"manufature":          {"manufacture"},
	"manufatured":         {"manufactured"},
	"manufaturing":        {"manufacturing"},
	"manuver":             {"maneuver"},
	"mariage":             {"marriage"},
	"marjority":           {"majority"},
	"markes":              {"marks"},
	"marketting":          {"marketing"},
	"marmelade":           {"marmalade"},
	"marrage":             {"marriage"},
	"marraige":            {"marriage"},
	"marrtyred":           {"martyred"},
	"marryied":            {"married"},
	"Massachussets":       {"Massachusetts"},
	"Massachussetts":      {"Massachusetts"},
	"massmedia":           {"mass media"},
	"masterbation":        {"masturbation"},
	"mataphysical":        {"metaphysical"},
	"materalists":         {"materialist"},
	"mathamatics":         {"mathematics"},
	"mathematican":        {"mathematician"},
	"mathematicas":        {"mathematics"},
	"matheticians":        {"mathematicians"},
	"mathmatically":       {"mathematically"},
	"mathmatician":        {"mathematician"},
	"mathmaticians":       {"mathematicians"},
	"mccarthyst":          {"mccarthyist"},
	"mchanics":            {"mechanics"},
	"meaninng":            {"meaning"},
	"mear":                {"wear", "mere", "mare"},
	"mechandise":          {"merchandise"},
	"medacine":            {"medicine"},
	"medeival":            {"medieval"},
	"medevial":            {"medieval"},
	"mediciney":           {"mediciny"},
	"medievel":            {"medieval"},
	"mediterainnean":      {"mediterranean"},
	"Mediteranean":        {"Mediterranean"},
	"meerkrat":            {"meerkat"},
	"melieux":             {"milieux"},
	"membranaphone":       {"membranophone"},
	"memeber":             {"member"},
	"menally":             {"mentally"},
	"meranda":             {"veranda", "Miranda"},
	"mercentile":          {"mercantile"},
	"messanger":           {"messenger"},
	"messenging":          {"messaging"},
	"metalic":             {"metallic"},
	"metalurgic":          {"metallurgic"},
	"metalurgical":        {"metallurgical"},
	"metalurgy":           {"metallurgy"},
	"metamorphysis":       {"metamorphosis"},
	"metaphoricial":       {"metaphorical"},
	"meterologist":        {"meteorologist"},
	"meterology":          {"meteorology"},
	"methaphor":           {"metaphor"},
	"methaphors":          {"metaphors"},
	"Michagan":            {"Michigan"},
	"micoscopy":           {"microscopy"},
	"midwifes":            {"midwives"},
	"mileau":              {"milieu"},
	"milennia":            {"millennia"},
	"milennium":           {"millennium"},
	"mileu":               {"milieu"},
	"miliary":             {"military"},
	"miligram":            {"milligram"},
	"milion":              {"million"},
	"miliraty":            {"military"},
	"millenia":            {"millennia"},
	"millenial":           {"millennial"},
	"millenialism":        {"millennialism"},
	"millenium":           {"millennium"},
	"millepede":           {"millipede"},
	"millioniare":         {"millionaire"},
	"millitant":           {"militant"},
	"millitary":           {"military"},
	"millon":              {"million"},
	"miltary":             {"military"},
	"minature":            {"miniature"},
	"minerial":            {"mineral"},
	"ministery":           {"ministry"},
	"minsitry":            {"ministry"},
	"minstries":           {"ministries"},
	"minstry":             {"ministry"},
	"minumum":             {"minimum"},
	"mirrorred":           {"mirrored"},
	"miscelaneous":        {"miscellaneous"},
	"miscellanious":       {"miscellaneous"},
	"miscellanous":        {"miscellaneous"},
	"mischeivous":         {"mischievous"},
	"mischevious":         {"mischievous"},
	"mischievious":        {"mischievous"},
	"misdameanor":         {"misdemeanor"},
	"misdameanors":        {"misdemeanors"},
	"misdemenor":          {"misdemeanor"},
	"misdemenors":         {"misdemeanors"},
	"misfourtunes":        {"misfortunes"},
	"misile":              {"missile"},
	"Misouri":             {"Missouri"},
	"mispell":             {"misspell"},
	"mispelled":           {"misspelled"},
	"mispelling":          {"misspelling"},
	"missen":              {"mizzen"},
	"Missisipi":           {"Mississippi"},
	"Missisippi":          {"Mississippi"},
	"missle":              {"missile"},
	"missonary":           {"missionary"},
	"misterious":          {"mysterious"},
	"mistery":             {"mystery"},
	"misteryous":          {"mysterious"},
	"mkae":                {"make"},
	"mkaes":               {"makes"},
	"mkaing":              {"making"},
	"mkea":                {"make"},
	"moderm":              {"modem"},
	"modle":               {"model"},
	"moent":               {"moment"},
	"moeny":               {"money"},
	"mohammedans":         {"muslims"},
	"moleclues":           {"molecules"},
	"momento":             {"memento"},
	"monestaries":         {"monasteries"},
	"monestary":           {"monastery", "monetary"},
	"monickers":           {"monikers"},
	"monolite":            {"monolithic"},
	"Monserrat":           {"Montserrat"},
	"montains":            {"mountains"},
	"montanous":           {"mountainous"},
	"Montnana":            {"Montana"},
	"monts":               {"months"},
	"montypic":            {"monotypic"},
	"moreso":              {"more", "more so"},
	"morgage":             {"mortgage"},
	"Morisette":           {"Morissette"},
	"Morrisette":          {"Morissette"},
	"morroccan":           {"moroccan"},
	"morrocco":            {"morocco"},
	"morroco":             {"morocco"},
	"mortage":             {"mortgage"},
	"mosture":             {"moisture"},
	"motiviated":          {"motivated"},
	"mounth":              {"month"},
	"movei":               {"movie"},
	"movment":             {"movement"},
	"mroe":                {"more"},
	"mucuous":             {"mucous"},
	"muder":               {"murder"},
	"mudering":            {"murdering"},
	"muhammadan":          {"muslim"},
	"multicultralism":     {"multiculturalism"},
	"multipled":           {"multiplied"},
	"multiplers":          {"multipliers"},
	"munbers":             {"numbers"},
	"muncipalities":       {"municipalities"},
	"muncipality":         {"municipality"},
	"munnicipality":       {"municipality"},
	"muscels":             {"mussels", "muscles"},
	"muscial":             {"musical"},
	"muscician":           {"musician"},
	"muscicians":          {"musicians"},
	"mutiliated":          {"mutilated"},
	"myraid":              {"myriad"},
	"mysef":               {"myself"},
	"mysogynist":          {"misogynist"},
	"mysogyny":            {"misogyny"},
	"mysterous":           {"mysterious"},
	"Mythraic":            {"Mithraic"},
	"naieve":              {"naive"},
	"Naploeon":            {"Napoleon"},
	"Napolean":            {"Napoleon"},
	"Napoleonian":         {"Napoleonic"},
	"naturaly":            {"naturally"},
	"naturely":            {"naturally"},
	"naturual":            {"natural"},
	"naturually":          {"naturally"},
	"Nazereth":            {"Nazareth"},
	"neccesarily":         {"necessarily"},
	"neccesary":           {"necessary"},
	"neccessarily":        {"necessarily"},
	"neccessary":          {"necessary"},
	"neccessities":        {"necessities"},
	"necesarily":          {"necessarily"},
	"necesary":            {"necessary"},
	"necessiate":          {"necessitate"},
	"neglible":            {"negligible"},
	"negligable":          {"negligible"},
	"negociate":           {"negotiate"},
	"negociation":         {"negotiation"},
	"negociations":        {"negotiations"},
	"negotation":          {"negotiation"},
	"neice":               {"niece", "nice"},
	"neigborhood":         {"neighborhood"},
	"neigbour":            {"neighbour", "neighbor"},
	"neigbourhood":        {"neighbourhood"},
	"neigbouring":         {"neighbouring", "neighboring"},
	"neigbours":           {"neighbours", "neighbors"},
	"neolitic":            {"neolithic"},
	"nessasarily":         {"necessarily"},
	"nessecary":           {"necessary"},
	"nestin":              {"nesting"},
	"neverthless":         {"nevertheless"},
	"newletters":          {"newsletters"},
	"nickle":              {"nickel"},
	"nightime":            {"nighttime"},
	"nineth":              {"ninth"},
	"ninteenth":           {"nineteenth"},
	"ninties":             {"1990s"},
	"ninty":               {"ninety"},
	"nkow":                {"know"},
	"nkwo":                {"know"},
	"nmae":                {"name"},
	"noncombatents":       {"noncombatants"},
	"nonsence":            {"nonsense"},
	"nontheless":          {"nonetheless"},
	"noone":               {"no one"},
	"norhern":             {"northern"},
	"northen":             {"northern"},
	"northereastern":      {"northeastern"},
	"notabley":            {"notably"},
	"noteable":            {"notable"},
	"noteably":            {"notably"},
	"noteriety":           {"notoriety"},
	"noth":                {"north"},
	"nothern":             {"northern"},
	"noticable":           {"noticeable"},
	"noticably":           {"noticeably"},
	"noticeing":           {"noticing"},
	"noticible":           {"noticeable"},
	"notwhithstanding":    {"notwithstanding"},
	"noveau":              {"nouveau"},
	"Novermber":           {"November"},
	"nowdays":             {"nowadays"},
	"nowe":                {"now"},
	"nto":                 {"not"},
	"nucular":             {"nuclear"},
	"nuculear":            {"nuclear"},
	"nuisanse":            {"nuisance"},
	"Nullabour":           {"Nullarbor"},
	"numberous":           {"numerous"},
	"Nuremburg":           {"Nuremberg"},
	"nusance":             {"nuisance"},
	"nutritent":           {"nutrient"},
	"nutritents":          {"nutrients"},
	"nuturing":            {"nurturing"},
	"obediance":           {"obedience"},
	"obediant":            {"obedient"},
	"obession":            {"obsession"},
	"obssessed":           {"obsessed"},
	"obstacal":            {"obstacle"},
	"obstancles":          {"obstacles"},
	"obstruced":           {"obstructed"},
	"ocasion":             {"occasion"},
	"ocasional":           {"occasional"},
	"ocasionally":         {"occasionally"},
	"ocasionaly":          {"occasionally"},
	"ocasioned":           {"occasioned"},
	"ocasions":            {"occasions"},
	"ocassion":            {"occasion"},
	"ocassional":          {"occasional"},
	"ocassionally":        {"occasionally"},
	"ocassionaly":         {"occasionally"},
	"ocassioned":          {"occasioned"},
	"ocassions":           {"occasions"},
	"occaison":            {"occasion"},
	"occassion":           {"occasion"},
	"occassional":         {"occasional"},
	"occassionally":       {"occasionally"},
	"occassionaly":        {"occasionally"},
	"occassioned":         {"occasioned"},
	"occassions":          {"occasions"},
	"occationally":        {"occasionally"},
	"occour":              {"occur"},
	"occurance":           {"occurrence"},
	"occurances":          {"occurrences"},
	"occured":             {"occurred"},
	"occurence":           {"occurrence"},
	"occurences":          {"occurrences"},
	"occuring":            {"occurring"},
	"occurr":              {"occur"},
	"occurrance":          {"occurrence"},
	"occurrances":         {"occurrences"},
	"octohedra":           {"octahedra"},
	"octohedral":          {"octahedral"},
	"octohedron":          {"octahedron"},
	"ocuntries":           {"countries"},
	"ocuntry":             {"country"},
	"ocurr":               {"occur"},
	"ocurrance":           {"occurrence"},
	"ocurred":             {"occurred"},
	"ocurrence":           {"occurrence"},
	"offcers":             {"officers"},
	"offcially":           {"officially"},
	"offereings":          {"offerings"},
	"offical":             {"official"},
	"offically":           {"officially"},
	"officals":            {"officials"},
	"officaly":            {"officially"},
	"officialy":           {"officially"},
	"offred":              {"offered"},
	"oftenly":             {"often"},
	"oging":               {"going", "ogling"},
	"olther":              {"other"},
	"omision":             {"omission"},
	"omited":              {"omitted"},
	"omiting":             {"omitting"},
	"omlette":             {"omelette"},
	"ommision":            {"omission"},
	"ommited":             {"omitted"},
	"ommiting":            {"omitting"},
	"ommitted":            {"omitted"},
	"ommitting":           {"omitting"},
	"omniverous":          {"omnivorous"},
	"omniverously":        {"omnivorously"},
	"omre":                {"more"},
	"onot":                {"note", "not"},
	"onyl":                {"only"},
	"openess":             {"openness"},
	"oponent":             {"opponent"},
	"oportunity":          {"opportunity"},
	"opose":               {"oppose"},
	"oposite":             {"opposite"},
	"oposition":           {"opposition"},
	"oppenly":             {"openly"},
	"oppinion":            {"opinion"},
	"opponant":            {"opponent"},
	"oppononent":          {"opponent"},
	"oppositition":        {"opposition"},
	"oppossed":            {"opposed"},
	"opprotunity":         {"opportunity"},
	"opression":           {"oppression"},
	"opressive":           {"oppressive"},
	"opthalmic":           {"ophthalmic"},
	"opthalmologist":      {"ophthalmologist"},
	"opthalmology":        {"ophthalmology"},
	"opthamologist":       {"ophthalmologist"},
	"optmizations":        {"optimizations"},
	"optomism":            {"optimism"},
	"orded":               {"ordered"},
	"organim":             {"organism"},
	"organistion":         {"organisation"},
	"organiztion":         {"organization"},
	"orgin":               {"origin", "organ"},
	"orginal":             {"original"},
	"orginally":           {"originally"},
	"orginize":            {"organise"},
	"oridinarily":         {"ordinarily"},
	"origanaly":           {"originally"},
	"originall":           {"original", "originally"},
	"originaly":           {"originally"},
	"originially":         {"originally"},
	"originnally":         {"originally"},
	"origional":           {"original"},
	"orignally":           {"originally"},
	"orignially":          {"originally"},
	"otehr":               {"other"},
	"oublisher":           {"publisher"},
	"ouevre":              {"oeuvre"},
	"oustanding":          {"outstanding"},
	"overshaddowed":       {"overshadowed"},
	"overthere":           {"over there"},
	"overwelming":         {"overwhelming"},
	"overwheliming":       {"overwhelming"},
	"owrk":                {"work"},
	"owudl":               {"would"},
	"oxigen":              {"oxygen"},
	"oximoron":            {"oxymoron"},
	"paide":               {"paid"},
	"paitience":           {"patience"},
	"palce":               {"place", "palace"},
	"paleolitic":          {"paleolithic"},
	"paliamentarian":      {"parliamentarian"},
	"Palistian":           {"Palestinian"},
	"Palistinian":         {"Palestinian"},
	"Palistinians":        {"Palestinians"},
	"pallete":             {"palette"},
	"pamflet":             {"pamphlet"},
	"pamplet":             {"pamphlet"},
	"pantomine":           {"pantomime"},
	"Papanicalou":         {"Papanicolaou"},
	"paralel":             {"parallel"},
	"paralell":            {"parallel"},
	"paralelly":           {"parallelly"},
	"paralely":            {"parallelly"},
	"parallely":           {"parallelly"},
	"paranthesis":         {"parenthesis"},
	"paraphenalia":        {"paraphernalia"},
	"parellels":           {"parallels"},
	"parisitic":           {"parasitic"},
	"parituclar":          {"particular"},
	"parliment":           {"parliament"},
	"parrakeets":          {"parakeets"},
	"parralel":            {"parallel"},
	"parrallel":           {"parallel"},
	"parrallell":          {"parallel"},
	"parrallelly":         {"parallelly"},
	"parrallely":          {"parallelly"},
	"partialy":            {"partially"},
	"particually":         {"particularly"},
	"particualr":          {"particular"},
	"particuarly":         {"particularly"},
	"particularily":       {"particularly"},
	"particulary":         {"particularly"},
	"pary":                {"party"},
	"pased":               {"passed"},
	"pasengers":           {"passengers"},
	"passerbys":           {"passersby"},
	"pasttime":            {"pastime"},
	"pastural":            {"pastoral"},
	"paticular":           {"particular"},
	"pattented":           {"patented"},
	"pavillion":           {"pavilion"},
	"payed":               {"paid"},
	"pblisher":            {"publisher"},
	"pbulisher":           {"publisher"},
	"peacefuland":         {"peaceful and"},
	"peageant":            {"pageant"},
	"peaple":              {"people"},
	"peaples":             {"peoples"},
	"peculure":            {"peculiar"},
	"pedestrain":          {"pedestrian"},
	"peformed":            {"performed"},
	"peice":               {"piece"},
	"Peloponnes":          {"Peloponnesus"},
	"penatly":             {"penalty"},
	"penerator":           {"penetrator"},
	"penisula":            {"peninsula"},
	"penisular":           {"peninsular"},
	"penninsula":          {"peninsula"},
	"penninsular":         {"peninsular"},
	"pennisula":           {"peninsula"},
	"Pennyslvania":        {"Pennsylvania"},
	"pensle":              {"pencil"},
	"pensinula":           {"peninsula"},
	"peom":                {"poem"},
	"peoms":               {"poems"},
	"peopel":              {"people"},
	"peopels":             {"peoples"},
	"peotry":              {"poetry"},
	"perade":              {"parade"},
	"percepted":           {"perceived"},
	"percieve":            {"perceive"},
	"percieved":           {"perceived"},
	"perenially":          {"perennially"},
	"peretrator":          {"perpetrator"},
	"perfomance":          {"performance"},
	"perfomers":           {"performers"},
	"performence":         {"performance"},
	"performes":           {"performed", "performs"},
	"perhasp":             {"perhaps"},
	"perheaps":            {"perhaps"},
	"perhpas":             {"perhaps"},
	"peripathetic":        {"peripatetic"},
	"peristent":           {"persistent"},
	"perjery":             {"perjury"},
	"perjorative":         {"pejorative"},
	"permanant":           {"permanent"},
	"permenant":           {"permanent"},
	"permenantly":         {"permanently"},
	"permissable":         {"permissible"},
	"perogative":          {"prerogative"},
	"peronal":             {"personal"},
	"perpertrated":        {"perpetrated"},
	"perosnality":         {"personality"},
	"perphas":             {"perhaps"},
	"perpindicular":       {"perpendicular"},
	"persan":              {"person"},
	"perseverence":        {"perseverance"},
	"persistance":         {"persistence"},
	"persistant":          {"persistent"},
	"personel":            {"personnel", "personal"},
	"personell":           {"personnel"},
	"personnell":          {"personnel"},
	"persuded":            {"persuaded"},
	"persue":              {"pursue"},
	"persued":             {"pursued"},
	"persuing":            {"pursuing"},
	"persuit":             {"pursuit"},
	"persuits":            {"pursuits"},
	"pertubation":         {"perturbation"},
	"pertubations":        {"perturbations"},
	"pessiary":            {"pessary"},
	"petetion":            {"petition"},
	"Pharoah":             {"Pharaoh"},
	"phenomenom":          {"phenomenon"},
	"phenomenonal":        {"phenomenal"},
	"phenomenonly":        {"phenomenally"},
	"phenomonenon":        {"phenomenon"},
	"phenomonon":          {"phenomenon"},
	"phenonmena":          {"phenomena"},
	"Philipines":          {"Philippines"},
	"philisopher":         {"philosopher"},
	"philisophical":       {"philosophical"},
	"philisophy":          {"philosophy"},
	"Phillipine":          {"Philippine"},
	"Phillipines":         {"Philippines"},
	"Phillippines":        {"Philippines"},
	"phillosophically":    {"philosophically"},
	"philospher":          {"philosopher"},
	"philosphies":         {"philosophies"},
	"philosphy":           {"philosophy"},
	"Phonecian":           {"Phoenecian"},
	"phongraph":           {"phonograph"},
	"phylosophical":       {"philosophical"},
	"physicaly":           {"physically"},
	"piblisher":           {"publisher"},
	"pich":                {"pitch"},
	"pilgrimmage":         {"pilgrimage"},
	"pilgrimmages":        {"pilgrimages"},
	"pinapple":            {"pineapple"},
	"pinnaple":            {"pineapple"},
	"pinoneered":          {"pioneered"},
	"plagarism":           {"plagiarism"},
	"planation":           {"plantation"},
	"planed":              {"planned"},
	"plantiff":            {"plaintiff"},
	"plateu":              {"plateau"},
	"plausable":           {"plausible"},
	"playright":           {"playwright"},
	"playwrite":           {"playwright"},
	"playwrites":          {"playwrights"},
	"pleasent":            {"pleasant"},
	"plebicite":           {"plebiscite"},
	"plesant":             {"pleasant"},
	"poenis":              {"penis"},
	"poeoples":            {"peoples"},
	"poety":               {"poetry"},
	"poisin":              {"poison"},
	"polical":             {"political"},
	"polinator":           {"pollinator"},
	"polinators":          {"pollinators"},
	"politican":           {"politician"},
	"politicans":          {"politicians"},
	"poltical":            {"political"},
	"polute":              {"pollute"},
	"poluted":             {"polluted"},
	"polutes":             {"pollutes"},
	"poluting":            {"polluting"},
	"polution":            {"pollution"},
	"polyphonyic":         {"polyphonic"},
	"polysaccaride":       {"polysaccharide"},
	"polysaccharid":       {"polysaccharide"},
	"pomegranite":         {"pomegranate"},
	"pomotion":            {"promotion"},
	"poportional":         {"proportional"},
	"popoulation":         {"population"},
	"popularaty":          {"popularity"},
	"populare":            {"popular"},
	"populer":             {"popular"},
	"porshan":             {"portion"},
	"porshon":             {"portion"},
	"portait":             {"portrait"},
	"portayed":            {"portrayed"},
	"portraing":           {"portraying"},
	"Portugese":           {"Portuguese"},
	"portuguease":         {"portuguese"},
	"portugues":           {"Portuguese"},
	"posess":              {"possess"},
	"posessed":            {"possessed"},
	"posesses":            {"possesses"},
	"posessing":           {"possessing"},
	"posession":           {"possession"},
	"posessions":          {"possessions"},
	"posion":              {"poison"},
	"positon":             {"position", "positron"},
	"possable":            {"possible"},
	"possably":            {"possibly"},
	"posseses":            {"possesses"},
	"possesing":           {"possessing"},
	"possesion":           {"possession"},
	"possessess":          {"possesses"},
	"possibile":           {"possible"},
	"possibilty":          {"possibility"},
	"possiblility":        {"possibility"},
	"possiblilty":         {"possibility"},
	"possiblities":        {"possibilities"},
	"possiblity":          {"possibility"},
	"possition":           {"position"},
	"Postdam":             {"Potsdam"},
	"posthomous":          {"posthumous"},
	"postion":             {"position"},
	"postive":             {"positive"},
	"potatos":             {"potatoes"},
	"potrait":             {"portrait"},
	"potrayed":            {"portrayed"},
	"poulations":          {"populations"},
	"poverful":            {"powerful"},
	"poweful":             {"powerful"},
	"powerfull":           {"powerful"},
	"ppublisher":          {"publisher"},
	"practial":            {"practical"},
	"practially":          {"practically"},
	"practicaly":          {"practically"},
	"practicioner":        {"practitioner"},
	"practicioners":       {"practitioners"},
	"practicly":           {"practically"},
	"practioner":          {"practitioner"},
	"practioners":         {"practitioners"},
	"prairy":              {"prairie"},
	"prarie":              {"prairie"},
	"praries":             {"prairies"},
	"pratice":             {"practice"},
	"preample":            {"preamble"},
	"precedessor":         {"predecessor"},
	"preceed":             {"precede"},
	"preceeded":           {"preceded"},
	"preceeding":          {"preceding"},
	"preceeds":            {"precedes"},
	"precentage":          {"percentage"},
	"precice":             {"precise"},
	"precisly":            {"precisely"},
	"precurser":           {"precursor"},
	"predecesors":         {"predecessors"},
	"predicatble":         {"predictable"},
	"predicitons":         {"predictions"},
	"predomiantly":        {"predominately"},
	"prefered":            {"preferred"},
	"prefering":           {"preferring"},
	"preferrably":         {"preferably"},
	"pregancies":          {"pregnancies"},
	"preiod":              {"period"},
	"preliferation":       {"proliferation"},
	"premeire":            {"premiere"},
	"premeired":           {"premiered"},
	"premillenial":        {"premillennial"},
	"preminence":          {"preeminence"},
	"premission":          {"permission"},
	"Premonasterians":     {"Premonstratensians"},
	"preocupation":        {"preoccupation"},
	"prepair":             {"prepare"},
	"prepartion":          {"preparation"},
	"prepatory":           {"preparatory"},
	"preperation":         {"preparation"},
	"preperations":        {"preparations"},
	"preriod":             {"period"},
	"presedential":        {"presidential"},
	"presense":            {"presence"},
	"presidenital":        {"presidential"},
	"presidental":         {"presidential"},
	"presitgious":         {"prestigious"},
	"prespective":         {"perspective"},
	"prestigeous":         {"prestigious"},
	"prestigous":          {"prestigious"},
	"presumabely":         {"presumably"},
	"presumibly":          {"presumably"},
	"pretection":          {"protection"},
	"prevelant":           {"prevalent"},
	"preverse":            {"perverse"},
	"previvous":           {"previous"},
	"pricipal":            {"principal"},
	"priciple":            {"principle"},
	"priestood":           {"priesthood"},
	"primarly":            {"primarily"},
	"primative":           {"primitive"},
	"primatively":         {"primitively"},
	"primatives":          {"primitives"},
	"primordal":           {"primordial"},
	"principlaity":        {"principality"},
	"principaly":          {"principality"},
	"principial":          {"principal"},
	"principly":           {"principally"},
	"prinicipal":          {"principal"},
	"privalege":           {"privilege"},
	"privaleges":          {"privileges"},
	"priveledges":         {"privileges"},
	"privelege":           {"privilege"},
	"priveleged":          {"privileged"},
	"priveleges":          {"privileges"},
	"privelige":           {"privilege"},
	"priveliged":          {"privileged"},
	"priveliges":          {"privileges"},
	"privelleges":         {"privileges"},
	"privilage":           {"privilege"},
	"priviledge":          {"privilege"},
	"priviledges":         {"privileges"},
	"privledge":           {"privilege"},
	"privte":              {"private"},
	"probabilaty":         {"probability"},
	"probablistic":        {"probabilistic"},
	"probablly":           {"probably"},
	"probalibity":         {"probability"},
	"probaly":             {"probably"},
	"probelm":             {"problem"},
	"proccess":            {"process"},
	"proccessing":         {"processing"},
	"procede":             {"proceed", "precede"},
	"proceded":            {"proceeded", "preceded"},
	"procedes":            {"proceeds", "precedes"},
	"procedger":           {"procedure"},
	"proceding":           {"proceeding", "preceding"},
	"procedings":          {"proceedings"},
	"proceedure":          {"procedure"},
	"proces":              {"process"},
	"processer":           {"processor"},
	"proclaimation":       {"proclamation"},
	"proclamed":           {"proclaimed"},
	"proclaming":          {"proclaiming"},
	"proclomation":        {"proclamation"},
	"profesion":           {"profusion", "profession"},
	"profesor":            {"professor"},
	"professer":           {"professor"},
	"proffesed":           {"professed"},
	"proffesion":          {"profession"},
	"proffesional":        {"professional"},
	"proffesor":           {"professor"},
	"profilic":            {"prolific"},
	"progessed":           {"progressed"},
	"progidy":             {"prodigy"},
	"programable":         {"programmable"},
	"progrom":             {"pogrom", "program"},
	"progroms":            {"pogroms", "programs"},
	"prohabition":         {"prohibition"},
	"prologomena":         {"prolegomena"},
	"prominance":          {"prominence"},
	"prominant":           {"prominent"},
	"prominantly":         {"prominently"},
	"prominately":         {"prominently", "predominately"},
	"promiscous":          {"promiscuous"},
	"promotted":           {"promoted"},
	"pronomial":           {"pronominal"},
	"pronouced":           {"pronounced"},
	"pronounched":         {"pronounced"},
	"pronounciation":      {"pronunciation"},
	"proove":              {"prove"},
	"prooved":             {"proved"},
	"prophacy":            {"prophecy"},
	"propietary":          {"proprietary"},
	"propmted":            {"prompted"},
	"propoganda":          {"propaganda"},
	"propogate":           {"propagate"},
	"propogates":          {"propagates"},
	"propogation":         {"propagation"},
	"propostion":          {"proposition"},
	"propotions":          {"proportions"},
	"propper":             {"proper"},
	"propperly":           {"properly"},
	"proprietory":         {"proprietary"},
	"proseletyzing":       {"proselytizing"},
	"protaganist":         {"protagonist"},
	"protaganists":        {"protagonists"},
	"protocal":            {"protocol"},
	"protoganist":         {"protagonist"},
	"protrayed":           {"portrayed"},
	"protruberance":       {"protuberance"},
	"protruberances":      {"protuberances"},
	"prouncements":        {"pronouncements"},
	"provacative":         {"provocative"},
	"provded":             {"provided"},
	"provicial":           {"provincial"},
	"provinicial":         {"provincial"},
	"provisiosn":          {"provision"},
	"provisonal":          {"provisional"},
	"proximty":            {"proximity"},
	"pseudononymous":      {"pseudonymous"},
	"pseudonyn":           {"pseudonym"},
	"psuedo":              {"pseudo"},
	"psycology":           {"psychology"},
	"psyhic":              {"psychic"},
	"pubilsher":           {"publisher"},
	"pubisher":            {"publisher"},
	"publiaher":           {"publisher"},
	"publically":          {"publicly"},
	"publicaly":           {"publicly"},
	"publicher":           {"publisher"},
	"publihser":           {"publisher"},
	"publisehr":           {"publisher"},
	"publiser":            {"publisher"},
	"publisger":           {"publisher"},
	"publisheed":          {"published"},
	"publisherr":          {"publisher"},
	"publishher":          {"publisher"},
	"publishor":           {"publisher"},
	"publishre":           {"publisher"},
	"publissher":          {"publisher"},
	"publlisher":          {"publisher"},
	"publsiher":           {"publisher"},
	"publusher":           {"publisher"},
	"puchasing":           {"purchasing"},
	"Pucini":              {"Puccini"},
	"Puertorrican":        {"Puerto Rican"},
	"Puertorricans":       {"Puerto Ricans"},
	"pulisher":            {"publisher"},
	"pumkin":              {"pumpkin"},
	"puplisher":           {"publisher"},
	"puritannical":        {"puritanical"},
	"purposedly":          {"purposely"},
	"purpotedly":          {"purportedly"},
	"pursuade":            {"persuade"},
	"pursuaded":           {"persuaded"},
	"pursuades":           {"persuades"},
	"pususading":          {"persuading"},
	"puting":              {"putting"},
	"pwoer":               {"power"},
	"pyscic":              {"psychic"},
	"qtuie":               {"quite", "quiet"},
	"quantaty":            {"quantity"},
	"quantitiy":           {"quantity"},
	"quarantaine":         {"quarantine"},
	"Queenland":           {"Queensland"},
	"questonable":         {"questionable"},
	"quicklyu":            {"quickly"},
	"quinessential":       {"quintessential"},
	"quitted":             {"quit"},
	"quizes":              {"quizzes"},
	"qutie":               {"quite", "quiet"},
	"rabinnical":          {"rabbinical"},
	"racaus":              {"raucous"},
	"radiactive":          {"radioactive"},
	"radify":              {"ratify"},
	"raelly":              {"really"},
	"rarified":            {"rarefied"},
	"reaccurring":         {"recurring"},
	"reacing":             {"reaching"},
	"reacll":              {"recall"},
	"readmition":          {"readmission"},
	"realitvely":          {"relatively"},
	"realsitic":           {"realistic"},
	"realtions":           {"relations"},
	"realy":               {"really"},
	"realyl":              {"really"},
	"reasearch":           {"research"},
	"rebiulding":          {"rebuilding"},
	"rebllions":           {"rebellions"},
	"rebounce":            {"rebound"},
	"reccomend":           {"recommend"},
	"reccomendations":     {"recommendations"},
	"reccomended":         {"recommended"},
	"reccomending":        {"recommending"},
	"reccommend":          {"recommend"},
	"reccommended":        {"recommended"},
	"reccommending":       {"recommending"},
	"reccuring":           {"recurring"},
	"receeded":            {"receded"},
	"receeding":           {"receding"},
	"receivedfrom":        {"received from"},
	"recepient":           {"recipient"},
	"recepients":          {"recipients"},
	"receving":            {"receiving"},
	"rechargable":         {"rechargeable"},
	"reched":              {"reached"},
	"recide":              {"reside"},
	"recided":             {"resided"},
	"recident":            {"resident"},
	"recidents":           {"residents"},
	"reciding":            {"residing"},
	"reciepents":          {"recipients"},
	"reciept":             {"receipt"},
	"recieve":             {"receive"},
	"recieved":            {"received"},
	"reciever":            {"receiver"},
	"recievers":           {"receivers"},
	"recieves":            {"receives"},
	"recieving":           {"receiving"},
	"recipiant":           {"recipient"},
	"recipiants":          {"recipients"},
	"recived":             {"received"},
	"recivership":         {"receivership"},
	"recogise":            {"recognise"},
	"recogize":            {"recognize"},
	"recomend":            {"recommend"},
	"recomended":          {"recommended"},
	"recomending":         {"recommending"},
	"recomends":           {"recommends"},
	"recommedations":      {"recommendations"},
	"recompence":          {"recompense"},
	"reconaissance":       {"reconnaissance"},
	"reconcilation":       {"reconciliation"},
	"reconized":           {"recognized"},
	"reconnaisance":       {"reconnaissance"},
	"reconnaissence":      {"reconnaissance"},
	"recontructed":        {"reconstructed"},
	"recordproducer":      {"record producer"},
	"recquired":           {"required"},
	"recrational":         {"recreational"},
	"recrod":              {"record"},
	"recuiting":           {"recruiting"},
	"recuring":            {"recurring"},
	"recurrance":          {"recurrence"},
	"rediculous":          {"ridiculous"},
	"reedeming":           {"redeeming"},
	"reenforced":          {"reinforced"},
	"refect":              {"reflect"},
	"refedendum":          {"referendum"},
	"referal":             {"referral"},
	"referece":            {"reference"},
	"refereces":           {"references"},
	"refered":             {"referred"},
	"referemce":           {"reference"},
	"referemces":          {"references"},
	"referencs":           {"references"},
	"referenece":          {"reference"},
	"refereneced":         {"referenced"},
	"refereneces":         {"references"},
	"referiang":           {"referring"},
	"refering":            {"referring"},
	"refernce":            {"reference", "references"},
	"refernces":           {"references"},
	"referrence":          {"reference"},
	"referrences":         {"references"},
	"referrs":             {"refers"},
	"reffered":            {"referred"},
	"refference":          {"reference"},
	"reffering":           {"referring"},
	"refrence":            {"reference"},
	"refrences":           {"references"},
	"refrers":             {"refers"},
	"refridgeration":      {"refrigeration"},
	"refridgerator":       {"refrigerator"},
	"refromist":           {"reformist"},
	"refusla":             {"refusal"},
	"regardes":            {"regards"},
	"regluar":             {"regular"},
	"reguarly":            {"regularly"},
	"regulaion":           {"regulation"},
	"regulaotrs":          {"regulators"},
	"regularily":          {"regularly"},
	"rehersal":            {"rehearsal"},
	"reicarnation":        {"reincarnation"},
	"reigining":           {"reigning"},
	"reknown":             {"renown"},
	"reknowned":           {"renowned"},
	"rela":                {"real"},
	"relaly":              {"really"},
	"relatiopnship":       {"relationship"},
	"relativly":           {"relatively"},
	"relected":            {"reelected"},
	"releive":             {"relieve"},
	"releived":            {"relieved"},
	"releiver":            {"reliever"},
	"releses":             {"releases"},
	"relevence":           {"relevance"},
	"relevent":            {"relevant"},
	"reliablity":          {"reliability"},
	"relient":             {"reliant"},
	"religeous":           {"religious"},
	"religous":            {"religious"},
	"religously":          {"religiously"},
	"relinqushment":       {"relinquishment"},
	"relitavely":          {"relatively"},
	"relized":             {"realised", "realized"},
	"relpacement":         {"replacement"},
	"remaing":             {"remaining"},
	"remeber":             {"remember"},
	"rememberable":        {"memorable"},
	"rememberance":        {"remembrance"},
	"remembrence":         {"remembrance"},
	"remenant":            {"remnant"},
	"remenicent":          {"reminiscent"},
	"reminent":            {"remnant"},
	"reminescent":         {"reminiscent"},
	"reminscent":          {"reminiscent"},
	"reminsicent":         {"reminiscent"},
	"rendevous":           {"rendezvous"},
	"rendezous":           {"rendezvous"},
	"renedered":           {"rende"},
	"renewl":              {"renewal"},
	"rennovate":           {"renovate"},
	"rennovated":          {"renovated"},
	"rennovating":         {"renovating"},
	"rennovation":         {"renovation"},
	"rentors":             {"renters"},
	"reoccurrence":        {"recurrence"},
	"reorganision":        {"reorganisation"},
	"repatition":          {"repetition", "repartition"},
	"repblic":             {"republic"},
	"repblican":           {"republican"},
	"repblicans":          {"republicans"},
	"repblics":            {"republics"},
	"repectively":         {"respectively"},
	"repeition":           {"repetition"},
	"repentence":          {"repentance"},
	"repentent":           {"repentant"},
	"repeteadly":          {"repeatedly"},
	"repetion":            {"repetition"},
	"repid":               {"rapid"},
	"reponse":             {"response"},
	"reponsible":          {"responsible"},
	"reportadly":          {"reportedly"},
	"represantative":      {"representative"},
	"representive":        {"representative"},
	"representives":       {"representatives"},
	"reproducable":        {"reproducible"},
	"reprtoire":           {"repertoire"},
	"repsectively":        {"respectively"},
	"reptition":           {"repetition"},
	"repubic":             {"republic"},
	"repubican":           {"republican"},
	"repubicans":          {"republicans"},
	"repubics":            {"republics"},
	"republi":             {"republic"},
	"republian":           {"republican"},
	"republians":          {"republicans"},
	"republis":            {"republics"},
	"repulic":             {"republic"},
	"repulican":           {"republican"},
	"repulicans":          {"republicans"},
	"repulics":            {"republics"},
	"requirment":          {"requirement"},
	"requred":             {"required"},
	"resaurant":           {"restaurant"},
	"resembelance":        {"resemblance"},
	"resembes":            {"resembles"},
	"resemblence":         {"resemblance"},
	"resevoir":            {"reservoir"},
	"residental":          {"residential"},
	"resignement":         {"resignment"},
	"resistable":          {"resistible"},
	"resistence":          {"resistance"},
	"resistent":           {"resistant"},
	"respectivly":         {"respectively"},
	"responce":            {"response"},
	"responibilities":     {"responsibilities"},
	"responisble":         {"responsible"},
	"responnsibilty":      {"responsibility"},
	"responsability":      {"responsibility"},
	"responsibile":        {"responsible"},
	"responsibilites":     {"responsibilities"},
	"responsiblities":     {"responsibilities"},
	"responsiblity":       {"responsibility"},
	"ressemblance":        {"resemblance"},
	"ressemble":           {"resemble"},
	"ressembled":          {"resembled"},
	"ressemblence":        {"resemblance"},
	"ressembling":         {"resembling"},
	"resssurecting":       {"resurrecting"},
	"ressurect":           {"resurrect"},
	"ressurected":         {"resurrected"},
	"ressurection":        {"resurrection"},
	"ressurrection":       {"resurrection"},
	"restarant":           {"restaurant"},
	"restarants":          {"restaurants"},
	"restaraunt":          {"restaurant"},
	"restaraunteur":       {"restaurateur"},
	"restaraunteurs":      {"restaurateurs"},
	"restaraunts":         {"restaurants"},
	"restauranteurs":      {"restaurateurs"},
	"restauration":        {"restoration"},
	"restauraunt":         {"restaurant"},
	"resteraunt":          {"restaurant"},
	"resteraunts":         {"restaurants"},
	"resticted":           {"restricted"},
	"restraunt":           {"restraint", "restaurant"},
	"resturant":           {"restaurant"},
	"resturants":          {"restaurants"},
	"resturaunt":          {"restaurant"},
	"resturaunts":         {"restaurants"},
	"resurecting":         {"resurrecting"},
	"retalitated":         {"retaliated"},
	"retalitation":        {"retaliation"},
	"retreive":            {"retrieve"},
	"returnd":             {"returned"},
	"revaluated":          {"reevaluated"},
	"reveiw":              {"review"},
	"reveral":             {"reversal"},
	"reversable":          {"reversible"},
	"revolutionar":        {"revolutionary"},
	"rewitten":            {"rewritten"},
	"rewriet":             {"rewrite"},
	"rference":            {"reference"},
	"rferences":           {"references"},
	"rhymme":              {"rhyme"},
	"rhythem":             {"rhythm"},
	"rhythim":             {"rhythm"},
	"rhytmic":             {"rhythmic"},
	"rigeur":              {"rigueur", "rigour", "rigor"},
	"rigourous":           {"rigorous"},
	"rininging":           {"ringing"},
	"rised":               {"raised", "rose"},
	"Rockerfeller":        {"Rockefeller"},
	"rococco":             {"rococo"},
	"rocord":              {"record"},
	"roomate":             {"roommate"},
	"rougly":              {"roughly"},
	"rucuperate":          {"recuperate"},
	"rudimentatry":        {"rudimentary"},
	"rulle":               {"rule"},
	"runing":              {"running"},
	"runnung":             {"running"},
	"russina":             {"Russian"},
	"Russion":             {"Russian"},
	"rwite":               {"write"},
	"rythem":              {"rhythm"},
	"rythim":              {"rhythm"},
	"rythm":               {"rhythm"},
	"rythmic":             {"rhythmic"},
	"rythyms":             {"rhythms"},
	"sacrafice":           {"sacrifice"},
	"sacreligious":        {"sacrilegious"},
	"Sacremento":          {"Sacramento"},
	"sacrifical":          {"sacrificial"},
	"saftey":              {"safety"},
	"safty":               {"safety"},
	"salery":              {"salary"},
	"sanctionning":        {"sanctioning"},
	"sandwhich":           {"sandwich"},
	"Sanhedrim":           {"Sanhedrin"},
	"santioned":           {"sanctioned"},
	"sargant":             {"sergeant"},
	"sargeant":            {"sergeant"},
	"sasy":                {"says", "sassy"},
	"satelite":            {"satellite"},
	"satelites":           {"satellites"},
	"Saterday":            {"Saturday"},
	"Saterdays":           {"Saturdays"},
	"satisfactority":      {"satisfactorily"},
	"satric":              {"satiric"},
	"satrical":            {"satirical"},
	"satrically":          {"satirically"},
	"sattelite":           {"satellite"},
	"sattelites":          {"satellites"},
	"saught":              {"sought"},
	"saveing":             {"saving"},
	"saxaphone":           {"saxophone"},
	"scaleable":           {"scalable"},
	"scandanavia":         {"Scandinavia"},
	"scaricity":           {"scarcity"},
	"scavanged":           {"scavenged"},
	"schedual":            {"schedule"},
	"scholarhip":          {"scholarship"},
	"scholarstic":         {"scholastic", "scholarly"},
	"scientfic":           {"scientific"},
	"scientifc":           {"scientific"},
	"scientis":            {"scientist"},
	"scince":              {"science"},
	"scinece":             {"science"},
	"scirpt":              {"script"},
	"scoll":               {"scroll"},
	"screenwrighter":      {"screenwriter"},
	"scrutinity":          {"scrutiny"},
	"scuptures":           {"sculptures"},
	"seach":               {"search"},
	"seached":             {"searched"},
	"seaches":             {"searches"},
	"secceeded":           {"seceded", "succeeded"},
	"seceed":              {"succeed", "secede"},
	"seceeded":            {"succeeded", "seceded"},
	"secratary":           {"secretary"},
	"secretery":           {"secretary"},
	"sedereal":            {"sidereal"},
	"seeked":              {"sought"},
	"segementation":       {"segmentation"},
	"seguoys":             {"segues"},
	"seige":               {"siege"},
	"seing":               {"seeing"},
	"seinor":              {"senior"},
	"seldomly":            {"seldom"},
	"senarios":            {"scenarios"},
	"sence":               {"sense", "since"},
	"senstive":            {"sensitive"},
	"sensure":             {"censure"},
	"seperate":            {"separate"},
	"seperated":           {"separated"},
	"seperately":          {"separately"},
	"seperates":           {"separates"},
	"seperating":          {"separating"},
	"seperation":          {"separation"},
	"seperatism":          {"separatism"},
	"seperatist":          {"separatist"},
	"sepina":              {"subpoena"},
	"sepulchure":          {"sepulchre", "sepulcher"},
	"sepulcre":            {"sepulchre", "sepulcher"},
	"sergent":             {"sergeant"},
	"settelement":         {"settlement"},
	"settlment":           {"settlement"},
	"severeal":            {"several"},
	"severley":            {"severely"},
	"severly":             {"severely"},
	"sevice":              {"service"},
	"shadasloo":           {"shadaloo"},
	"shaddow":             {"shadow"},
	"shadoloo":            {"shadaloo"},
	"shamen":              {"shaman", "shamans"},
	"sheat":               {"sheath", "sheet", "cheat"},
	"sheild":              {"shield"},
	"sherif":              {"sheriff"},
	"shineing":            {"shining"},
	"shiped":              {"shipped"},
	"shiping":             {"shipping"},
	"shopkeeepers":        {"shopkeepers"},
	"shorly":              {"shortly"},
	"shortwhile":          {"short while"},
	"shoudl":              {"should"},
	"shoudln":             {"should", "shouldn't"},
	"shouldnt":            {"should not"},
	"shreak":              {"shriek"},
	"shrinked":            {"shrunk"},
	"sicne":               {"since"},
	"sideral":             {"sidereal"},
	"sieze":               {"seize", "size"},
	"siezed":              {"seized", "sized"},
	"siezing":             {"seizing", "sizing"},
	"siezure":             {"seizure"},
	"siezures":            {"seizures"},
	"siginificant":        {"significant"},
	"signficant":          {"significant"},
	"signficiant":         {"significant"},
	"signfies":            {"signifies"},
	"signifantly":         {"significantly"},
	"significently":       {"significantly"},
	"signifigant":         {"significant"},
	"signifigantly":       {"significantly"},
	"signitories":         {"signatories"},
	"signitory":           {"signatory"},
	"similarily":          {"similarly"},
	"similiar":            {"similar"},
	"similiarity":         {"similarity"},
	"similiarly":          {"similarly"},
	"simmilar":            {"similar"},
	"simpley":             {"simply"},
	"simplier":            {"simpler"},
	"simultanous":         {"simultaneous"},
	"simultanously":       {"simultaneously"},
	"sincerley":           {"sincerely"},
	"singsog":             {"singsong"},
	"sinse":               {"sines", "since"},
	"Sionist":             {"Zionist"},
	"Sionists":            {"Zionists"},
	"Sixtin":              {"Sistine"},
	"Skagerak":            {"Skagerrak"},
	"skateing":            {"skating"},
	"slaugterhouses":      {"slaughterhouses"},
	"slighly":             {"slightly"},
	"slippy":              {"slippery"},
	"slowy":               {"slowly"},
	"smae":                {"same"},
	"smealting":           {"smelting"},
	"smoe":                {"some"},
	"sneeks":              {"sneaks"},
	"snese":               {"sneeze"},
	"socalism":            {"socialism"},
	"socities":            {"societies"},
	"soem":                {"some"},
	"sofware":             {"software"},
	"sohw":                {"show"},
	"soilders":            {"soldiers"},
	"solatary":            {"solitary"},
	"soley":               {"solely"},
	"soliders":            {"soldiers"},
	"soliliquy":           {"soliloquy"},
	"soluable":            {"soluble"},
	"somene":              {"someone"},
	"somtimes":            {"sometimes"},
	"somwhere":            {"somewhere"},
	"sophicated":          {"sophisticated"},
	"sophmore":            {"sophomore"},
	"sorceror":            {"sorcerer"},
	"sorrounding":         {"surrounding"},
	"sotry":               {"story"},
	"sotyr":               {"satyr", "story"},
	"soudn":               {"sound"},
	"soudns":              {"sounds"},
	"sould":               {"could", "should", "sold", "soul"},
	"sountrack":           {"soundtrack"},
	"sourth":              {"south"},
	"sourthern":           {"southern"},
	"souvenier":           {"souvenir"},
	"souveniers":          {"souvenirs"},
	"soveits":             {"soviets"},
	"sovereignity":        {"sovereignty"},
	"soverign":            {"sovereign"},
	"soverignity":         {"sovereignty"},
	"soverignty":          {"sovereignty"},
	"spainish":            {"Spanish"},
	"speach":              {"speech"},
	"specfic":             {"specific"},
	"speciallized":        {"specialised", "specialized"},
	"specif":              {"specific", "specify"},
	"specifiying":         {"specifying"},
	"speciman":            {"specimen"},
	"spectauclar":         {"spectacular"},
	"spectaulars":         {"spectaculars"},
	"spects":              {"aspects", "expects"},
	"spectum":             {"spectrum"},
	"speices":             {"species"},
	"spendour":            {"splendour"},
	"spermatozoan":        {"spermatozoon"},
	"spoace":              {"space"},
	"sponser":             {"sponsor"},
	"sponsered":           {"sponsored"},
	"spontanous":          {"spontaneous"},
	"sponzored":           {"sponsored"},
	"spoonfulls":          {"spoonfuls"},
	"sppeches":            {"speeches"},
	"spreaded":            {"spread"},
	"sprech":              {"speech"},
	"spred":               {"spread"},
	"spriritual":          {"spiritual"},
	"spritual":            {"spiritual"},
	"sqaure":              {"square"},
	"stablility":          {"stability"},
	"stainlees":           {"stainless"},
	"staion":              {"station"},
	"standars":            {"standards"},
	"stange":              {"strange"},
	"startegic":           {"strategic"},
	"startegies":          {"strategies"},
	"startegy":            {"strategy"},
	"stateman":            {"statesman"},
	"statememts":          {"statements"},
	"statment":            {"statement"},
	"steriods":            {"steroids"},
	"sterotypes":          {"stereotypes"},
	"stilus":              {"stylus"},
	"stingent":            {"stringent"},
	"stiring":             {"stirring"},
	"stirrs":              {"stirs"},
	"stlye":               {"style"},
	"stomache":            {"stomach"},
	"stong":               {"strong"},
	"stopry":              {"story"},
	"storeis":             {"stories"},
	"storise":             {"stories"},
	"stornegst":           {"strongest"},
	"stoyr":               {"story"},
	"stpo":                {"stop"},
	"stradegies":          {"strategies"},
	"stradegy":            {"strategy"},
	"strat":               {"start", "strata"},
	"stratagically":       {"strategically"},
	"streemlining":        {"streamlining"},
	"stregth":             {"strength"},
	"strenghen":           {"strengthen"},
	"strenghened":         {"strengthened"},
	"strenghening":        {"strengthening"},
	"strenght":            {"strength"},
	"strenghten":          {"strengthen"},
	"strenghtened":        {"strengthened"},
	"strenghtening":       {"strengthening"},
	"strengtened":         {"strengthened"},
	"strenous":            {"strenuous"},
	"strictist":           {"strictest"},
	"strikely":            {"strikingly"},
	"strnad":              {"strand"},
	"stroy":               {"story", "destroy"},
	"structual":           {"structural"},
	"stubborness":         {"stubbornness"},
	"stucture":            {"structure"},
	"stuctured":           {"structured"},
	"studdy":              {"study"},
	"studing":             {"studying"},
	"stuggling":           {"struggling"},
	"sturcture":           {"structure"},
	"subcatagories":       {"subcategories"},
	"subcatagory":         {"subcategory"},
	"subconsiously":       {"subconsciously"},
	"subjudgation":        {"subjugation"},
	"submachne":           {"submachine"},
	"subpecies":           {"subspecies"},
	"subsidary":           {"subsidiary"},
	"subsiduary":          {"subsidiary"},
	"subsquent":           {"subsequent"},
	"subsquently":         {"subsequently"},
	"substace":            {"substance"},
	"substancial":         {"substantial"},
	"substatial":          {"substantial"},
	"substituded":         {"substituted"},
	"substract":           {"subtract"},
	"substracted":         {"subtracted"},
	"substracting":        {"subtracting"},
	"substraction":        {"subtraction"},
	"substracts":          {"subtracts"},
	"subtances":           {"substances"},
	"subterranian":        {"subterranean"},
	"suburburban":         {"suburban"},
	"succceeded":          {"succeeded"},
	"succcesses":          {"successes"},
	"succedded":           {"succeeded"},
	"succeded":            {"succeeded"},
	"succeds":             {"succeeds"},
	"succesful":           {"successful"},
	"succesfully":         {"successfully"},
	"succesfuly":          {"successfully"},
	"succesion":           {"succession"},
	"succesive":           {"successive"},
	"successfull":         {"successful"},
	"successully":         {"successfully"},
	"succsess":            {"success"},
	"succsessfull":        {"successful"},
	"suceed":              {"succeed"},
	"suceeded":            {"succeeded"},
	"suceeding":           {"succeeding"},
	"suceeds":             {"succeeds"},
	"sucesful":            {"successful"},
	"sucesfully":          {"successfully"},
	"sucesfuly":           {"successfully"},
	"sucesion":            {"succession"},
	"sucess":              {"success"},
	"sucesses":            {"successes"},
	"sucessful":           {"successful"},
	"sucessfull":          {"successful"},
	"sucessfully":         {"successfully"},
	"sucessfuly":          {"successfully"},
	"sucession":           {"succession"},
	"sucessive":           {"successive"},
	"sucessor":            {"successor"},
	"sucessot":            {"successor"},
	"sucide":              {"suicide"},
	"sucidial":            {"suicidal"},
	"sudent":              {"student"},
	"sudents":             {"students"},
	"sufferage":           {"suffrage"},
	"sufferred":           {"suffered"},
	"sufferring":          {"suffering"},
	"sufficent":           {"sufficient"},
	"sufficently":         {"sufficiently"},
	"sumary":              {"summary"},
	"sunglases":           {"sunglasses"},
	"suop":                {"soup"},
	"superceeded":         {"superseded"},
	"superintendant":      {"superintendent"},
	"suphisticated":       {"sophisticated"},
	"suplimented":         {"supplemented"},
	"supose":              {"suppose"},
	"suposed":             {"supposed"},
	"suposedly":           {"supposedly"},
	"suposes":             {"supposes"},
	"suposing":            {"supposing"},
	"supplamented":        {"supplemented"},
	"suppliementing":      {"supplementing"},
	"suppoed":             {"supposed"},
	"supposingly":         {"supposedly"},
	"suppy":               {"supply"},
	"suprassing":          {"surpassing"},
	"supress":             {"suppress"},
	"supressed":           {"suppressed"},
	"supresses":           {"suppresses"},
	"supressing":          {"suppressing"},
	"suprise":             {"surprise"},
	"suprised":            {"surprised"},
	"suprising":           {"surprising"},
	"suprisingly":         {"surprisingly"},
	"suprize":             {"surprise"},
	"suprized":            {"surprised"},
	"suprizing":           {"surprising"},
	"suprizingly":         {"surprisingly"},
	"surfce":              {"surface"},
	"surley":              {"surly", "surely"},
	"suround":             {"surround"},
	"surounded":           {"surrounded"},
	"surounding":          {"surrounding"},
	"suroundings":         {"surroundings"},
	"surounds":            {"surrounds"},
	"surplanted":          {"supplanted"},
	"surpress":            {"suppress"},
	"surpressed":          {"suppressed"},
	"surprize":            {"surprise"},
	"surprized":           {"surprised"},
	"surprizing":          {"surprising"},
	"surprizingly":        {"surprisingly"},
	"surrended":           {"surrounded", "surrendered"},
	"surrepetitious":      {"surreptitious"},
	"surrepetitiously":    {"surreptitiously"},
	"surreptious":         {"surreptitious"},
	"surreptiously":       {"surreptitiously"},
	"surronded":           {"surrounded"},
	"surrouded":           {"surrounded"},
	"surrouding":          {"surrounding"},
	"surrundering":        {"surrendering"},
	"surveilence":         {"surveillance"},
	"surveill":            {"surveil"},
	"surveyer":            {"surveyor"},
	"surviver":            {"survivor"},
	"survivers":           {"survivors"},
	"survivied":           {"survived"},
	"suseptable":          {"susceptible"},
	"suseptible":          {"susceptible"},
	"suspention":          {"suspension"},
	"swaer":               {"swear"},
	"swaers":              {"swears"},
	"swepth":              {"swept"},
	"swiming":             {"swimming"},
	"syas":                {"says"},
	"symetrical":          {"symmetrical"},
	"symetrically":        {"symmetrically"},
	"symetry":             {"symmetry"},
	"symettric":           {"symmetric"},
	"symmetral":           {"symmetric"},
	"symmetricaly":        {"symmetrically"},
	"synagouge":           {"synagogue"},
	"syncronization":      {"synchronization"},
	"synonomous":          {"synonymous"},
	"synonymns":           {"synonyms"},
	"synphony":            {"symphony"},
	"syphyllis":           {"syphilis"},
	"sypmtoms":            {"symptoms"},
	"syrap":               {"syrup"},
	"sysmatically":        {"systematically"},
	"sytem":               {"system"},
	"sytle":               {"style"},
	"tabacco":             {"tobacco"},
	"tahn":                {"than"},
	"taht":                {"that"},
	"talekd":              {"talked"},
	"targetted":           {"targeted"},
	"targetting":          {"targeting"},
	"tast":                {"taste"},
	"tath":                {"that"},
	"tatoo":               {"tattoo"},
	"tattooes":            {"tattoos"},
	"taxanomic":           {"taxonomic"},
	"taxanomy":            {"taxonomy"},
	"teached":             {"taught"},
	"techician":           {"technician"},
	"techicians":          {"technicians"},
	"techiniques":         {"techniques"},
	"technitian":          {"technician"},
	"technnology":         {"technology"},
	"technolgy":           {"technology"},
	"teh":                 {"the"},
	"tehy":                {"they"},
	"telelevision":        {"television"},
	"televsion":           {"television"},
	"telphony":            {"telephony"},
	"temerature":          {"temperature"},
	"tempalte":            {"template"},
	"tempaltes":           {"templates"},
	"temparate":           {"temperate"},
	"temperarily":         {"temporarily"},
	"temperment":          {"temperament"},
	"tempertaure":         {"temperature"},
	"temperture":          {"temperature"},
	"temprary":            {"temporary"},
	"tenacle":             {"tentacle"},
	"tenacles":            {"tentacles"},
	"tendacy":             {"tendency"},
	"tendancies":          {"tendencies"},
	"tendancy":            {"tendency"},
	"tennisplayer":        {"tennis player"},
	"tepmorarily":         {"temporarily"},
	"terrestial":          {"terrestrial"},
	"terriories":          {"territories"},
	"terriory":            {"territory"},
	"territorist":         {"terrorist"},
	"territoy":            {"territory"},
	"terroist":            {"terrorist"},
	"testiclular":         {"testicular"},
	"testomony":           {"testimony"},
	"tghe":                {"the"},
	"thast":               {"that", "that's"},
	"theather":            {"theater"},
	"theese":              {"these"},
	"theif":               {"thief"},
	"theives":             {"thieves"},
	"themselfs":           {"themselves"},
	"themslves":           {"themselves"},
	"ther":                {"there", "their", "the"},
	"therafter":           {"thereafter"},
	"therby":              {"thereby"},
	"theri":               {"their"},
	"theyre":              {"they're"},
	"thgat":               {"that"},
	"thge":                {"the"},
	"thier":               {"their"},
	"thign":               {"thing"},
	"thigns":              {"things"},
	"thigsn":              {"things"},
	"thikn":               {"think"},
	"thikning":            {"thinking", "thickening"},
	"thikns":              {"thinks"},
	"thiunk":              {"think"},
	"thn":                 {"then"},
	"thna":                {"than"},
	"thne":                {"then"},
	"thnig":               {"thing"},
	"thnigs":              {"things"},
	"thoughout":           {"throughout"},
	"threatend":           {"threatened"},
	"threatning":          {"threatening"},
	"threee":              {"three"},
	"threshhold":          {"threshold"},
	"thrid":               {"third"},
	"throrough":           {"thorough"},
	"throughly":           {"thoroughly"},
	"throught":            {"thought", "through", "throughout"},
	"througout":           {"throughout"},
	"thru":                {"through"},
	"thsi":                {"this"},
	"thsoe":               {"those"},
	"thta":                {"that"},
	"thyat":               {"that"},
	"tiem":                {"time", "Tim"},
	"tihkn":               {"think"},
	"tihs":                {"this"},
	"timne":               {"time"},
	"tiome":               {"time", "tome"},
	"tje":                 {"the"},
	"tjhe":                {"the"},
	"tjpanishad":          {"upanishad"},
	"tkae":                {"take"},
	"tkaes":               {"takes"},
	"tkaing":              {"taking"},
	"tlaking":             {"talking"},
	"tobbaco":             {"tobacco"},
	"todays":              {"today's"},
	"todya":               {"today"},
	"toghether":           {"together"},
	"toke":                {"took"},
	"tolerence":           {"tolerance"},
	"Tolkein":             {"Tolkien"},
	"tomatos":             {"tomatoes"},
	"tommorow":            {"tomorrow"},
	"tommorrow":           {"tomorrow"},
	"tongiht":             {"tonight"},
	"toriodal":            {"toroidal"},
	"tormenters":          {"tormentors"},
	"tornadoe":            {"tornado"},
	"torpeados":           {"torpedoes"},
	"torpedos":            {"torpedoes"},
	"tortise ":            {"tortoise"},
	"tothe":               {"to the"},
	"toubles":             {"troubles"},
	"tounge":              {"tongue"},
	"tourch":              {"torch", "touch"},
	"towords":             {"towards"},
	"towrad":              {"toward"},
	"tradionally":         {"traditionally"},
	"traditionaly":        {"traditionally"},
	"traditionnal":        {"traditional"},
	"traditition":         {"tradition"},
	"tradtionally":        {"traditionally"},
	"trafficed":           {"trafficked"},
	"trafficing":          {"trafficking"},
	"trafic":              {"traffic"},
	"trancendent":         {"transcendent"},
	"trancending":         {"transcending"},
	"tranform":            {"transform"},
	"tranformed":          {"transformed"},
	"transcendance":       {"transcendence"},
	"transcendant":        {"transcendent"},
	"transcendentational": {"transcendental"},
	"transcripting":       {"transcribing", "transcription"},
	"transending":         {"transcending"},
	"transesxuals":        {"transsexuals"},
	"transfered":          {"transferred"},
	"transfering":         {"transferring"},
	"transformaton":       {"transformation"},
	"transistion":         {"transition"},
	"translater":          {"translator"},
	"translaters":         {"translators"},
	"transmissable":       {"transmissible"},
	"transporation":       {"transportation"},
	"tremelo":             {"tremolo"},
	"tremelos":            {"tremolos"},
	"trigered":            {"triggered"},
	"triguered":           {"triggered"},
	"triology":            {"trilogy"},
	"troling":             {"trolling"},
	"troup":               {"troupe"},
	"troups":              {"troupes", "troops"},
	"truely":              {"truly"},
	"trustworthyness":     {"trustworthiness"},
	"turnk":               {"turnkey", "trunk"},
	"Tuscon":              {"Tucson"},
	"tust":                {"trust"},
	"twelth":              {"twelfth"},
	"twon":                {"town"},
	"twpo":                {"two"},
	"tyhat":               {"that"},
	"tyhe":                {"they"},
	"typcial":             {"typical"},
	"typicaly":            {"typically"},
	"tyranies":            {"tyrannies"},
	"tyrany":              {"tyranny"},
	"tyrranies":           {"tyrannies"},
	"tyrrany":             {"tyranny"},
	"ubiquitious":         {"ubiquitous"},
	"ublisher":            {"publisher"},
	"uise":                {"use"},
	"Ukranian":            {"Ukrainian"},
	"ultimely":            {"ultimately"},
	"unacompanied":        {"unaccompanied"},
	"unahppy":             {"unhappy"},
	"unanymous":           {"unanimous"},
	"unathorised":         {"unauthorised"},
	"unavailible":         {"unavailable"},
	"unballance":          {"unbalance"},
	"unbeknowst":          {"unbeknownst"},
	"unbeleivable":        {"unbelievable"},
	"uncertainity":        {"uncertainty"},
	"unchallengable":      {"unchallengeable"},
	"unchangable":         {"unchangeable"},
	"uncompetive":         {"uncompetitive"},
	"unconcious":          {"unconscious"},
	"unconciousness":      {"unconsciousness"},
	"unconfortability":    {"discomfort"},
	"uncontitutional":     {"unconstitutional"},
	"unconvential":        {"unconventional"},
	"undecideable":        {"undecidable"},
	"understoon":          {"understood"},
	"undesireable":        {"undesirable"},
	"undetecable":         {"undetectable"},
	"undoubtely":          {"undoubtedly"},
	"undreground":         {"underground"},
	"uneccesary":          {"unnecessary"},
	"unecessary":          {"unnecessary"},
	"unequalities":        {"inequalities"},
	"unforseen":           {"unforeseen"},
	"unforetunately":      {"unfortunately"},
	"unforgetable":        {"unforgettable"},
	"unforgiveable":       {"unforgivable"},
	"unfortunatley":       {"unfortunately"},
	"unfortunatly":        {"unfortunately"},
	"unfourtunately":      {"unfortunately"},
	"unihabited":          {"uninhabited"},
	"unilateraly":         {"unilaterally"},
	"unilatreal":          {"unilateral"},
	"unilatreally":        {"unilaterally"},
	"uninterruped":        {"uninterrupted"},
	"uninterupted":        {"uninterrupted"},
	"UnitesStates":        {"UnitedStates"},
	"univeral":            {"universal"},
	"univeristies":        {"universities"},
	"univeristy":          {"university"},
	"univerity":           {"university"},
	"universtiy":          {"university"},
	"univesities":         {"universities"},
	"univesity":           {"university"},
	"unkown":              {"unknown"},
	"unlikey":             {"unlikely"},
	"unmanouverable":      {"unmaneuverable", "unmanoeuvrable"},
	"unmistakeably":       {"unmistakably"},
	"unneccesarily":       {"unnecessarily"},
	"unneccesary":         {"unnecessary"},
	"unneccessarily":      {"unnecessarily"},
	"unneccessary":        {"unnecessary"},
	"unnecesarily":        {"unnecessarily"},
	"unnecesary":          {"unnecessary"},
	"unoffical":           {"unofficial"},
	"unoperational":       {"nonoperational"},
	"unoticeable":         {"unnoticeable"},
	"unplease":            {"displease"},
	"unplesant":           {"unpleasant"},
	"unprecendented":      {"unprecedented"},
	"unprecidented":       {"unprecedented"},
	"unrepentent":         {"unrepentant"},
	"unrepetant":          {"unrepentant"},
	"unrepetent":          {"unrepentant"},
	"unsed":               {"used", "unused", "unsaid"},
	"unsubstanciated":     {"unsubstantiated"},
	"unsuccesful":         {"unsuccessful"},
	"unsuccesfully":       {"unsuccessfully"},
	"unsuccessfull":       {"unsuccessful"},
	"unsucesful":          {"unsuccessful"},
	"unsucesfuly":         {"unsuccessfully"},
	"unsucessful":         {"unsuccessful"},
	"unsucessfull":        {"unsuccessful"},
	"unsucessfully":       {"unsuccessfully"},
	"unsuprised":          {"unsurprised"},
	"unsuprising":         {"unsurprising"},
	"unsuprisingly":       {"unsurprisingly"},
	"unsuprized":          {"unsurprised"},
	"unsuprizing":         {"unsurprising"},
	"unsuprizingly":       {"unsurprisingly"},
	"unsurprized":         {"unsurprised"},
	"unsurprizing":        {"unsurprising"},
	"unsurprizingly":      {"unsurprisingly"},
	"untill":              {"until"},
	"untranslateable":     {"untranslatable"},
	"unuseable":           {"unusable"},
	"unusuable":           {"unusable"},
	"unviersity":          {"university"},
	"unwarrented":         {"unwarranted"},
	"unweildly":           {"unwieldy"},
	"unwieldly":           {"unwieldy"},
	"upcomming":           {"upcoming"},
	"upgradded":           {"upgraded"},
	"upto":                {"up to"},
	"usally":              {"usually"},
	"useage":              {"usage"},
	"usefull":             {"useful"},
	"usefuly":             {"usefully"},
	"useing":              {"using"},
	"usualy":              {"usually"},
	"ususally":            {"usually"},
	"vaccum":              {"vacuum"},
	"vaccume":             {"vacuum"},
	"vacinity":            {"vicinity"},
	"vaguaries":           {"vagaries"},
	"vaieties":            {"varieties"},
	"vailidty":            {"validity"},
	"valetta":             {"valletta"},
	"valuble":             {"valuable"},
	"valueable":           {"valuable"},
	"varations":           {"variations"},
	"varient":             {"variant"},
	"variey":              {"variety"},
	"varing":              {"varying"},
	"varities":            {"varieties"},
	"varity":              {"variety"},
	"vasall":              {"vassal"},
	"vasalls":             {"vassals"},
	"vegatarian":          {"vegetarian"},
	"vegitable":           {"vegetable"},
	"vegitables":          {"vegetables"},
	"vegtable":            {"vegetable"},
	"vehicule":            {"vehicle"},
	"vell":                {"well"},
	"venemous":            {"venomous"},
	"vengance":            {"vengeance"},
	"vengence":            {"vengeance"},
	"verfication":         {"verification"},
	"verison":             {"version"},
	"verisons":            {"versions"},
	"vermillion":          {"vermilion"},
	"versitilaty":         {"versatility"},
	"versitlity":          {"versatility"},
	"vetween":             {"between"},
	"veyr":                {"very"},
	"vigeur":              {"vigueur", "vigour", "vigor"},
	"vigilence":           {"vigilance"},
	"vigourous":           {"vigorous"},
	"villian":             {"villain"},
	"villification":       {"vilification"},
	"villify":             {"vilify"},
	"villin":              {"villi", "villain", "villein"},
	"vincinity":           {"vicinity"},
	"violentce":           {"violence"},
	"virtualy":            {"virtually"},
	"virutal":             {"virtual"},
	"virutally":           {"virtually"},
	"visable":             {"visible"},
	"visably":             {"visibly"},
	"visting":             {"visiting"},
	"vistors":             {"visitors"},
	"vitories":            {"victories"},
	"volcanoe":            {"volcano"},
	"voleyball":           {"volleyball"},
	"volontary":           {"voluntary"},
	"volonteer":           {"volunteer"},
	"volonteered":         {"volunteered"},
	"volonteering":        {"volunteering"},
	"volonteers":          {"volunteers"},
	"volounteer":          {"volunteer"},
	"volounteered":        {"volunteered"},
	"volounteering":       {"volunteering"},
	"volounteers":         {"volunteers"},
	"volumne":             {"volume"},
	"vreity":              {"variety"},
	"vrey":                {"very"},
	"vriety":              {"variety"},
	"vulnerablility":      {"vulnerability"},
	"vyer":                {"very"},
	"vyre":                {"very"},
	"waht":                {"what"},
	"warantee":            {"warranty"},
	"wardobe":             {"wardrobe"},
	"warrent":             {"warrant"},
	"warrriors":           {"warriors"},
	"wasnt":               {"wasn't"},
	"wass":                {"was"},
	"watn":                {"want"},
	"wayword":             {"wayward"},
	"weaponary":           {"weaponry"},
	"weas":                {"was"},
	"wehn":                {"when"},
	"weild":               {"wield", "wild"},
	"weilded":             {"wielded"},
	"wendsay":             {"Wednesday"},
	"wensday":             {"Wednesday"},
	"wereabouts":          {"whereabouts"},
	"whant":               {"want"},
	"whants":              {"wants"},
	"whcih":               {"which"},
	"wheras":              {"whereas"},
	"wherease":            {"whereas"},
	"whereever":           {"wherever"},
	"whic":                {"which"},
	"whihc":               {"which"},
	"whith":               {"with"},
	"whlch":               {"which"},
	"whn":                 {"when"},
	"wholey":              {"wholly"},
	"wholy":               {"wholly", "holy"},
	"whta":                {"what"},
	"whther":              {"whether"},
	"wich":                {"which", "witch"},
	"widesread":           {"widespread"},
	"wief":                {"wife"},
	"wierd":               {"weird"},
	"wiew":                {"view"},
	"wih":                 {"with"},
	"wiht":                {"with"},
	"wille":               {"will"},
	"willk":               {"will"},
	"willingless":         {"willingness"},
	"wirting":             {"writing"},
	"withdrawl":           {"withdrawal", "withdraw"},
	"witheld":             {"withheld"},
	"withh":               {"with"},
	"withing":             {"within"},
	"withold":             {"withhold"},
	"witht":               {"with"},
	"witn":                {"with"},
	"wiull":               {"will"},
	"wnat":                {"want"},
	"wnated":              {"wanted"},
	"wnats":               {"wants"},
	"wohle":               {"whole"},
	"wokr":                {"work"},
	"wokring":             {"working"},
	"wonderfull":          {"wonderful"},
	"wordlwide":           {"worldwide"},
	"workststion":         {"workstation"},
	"worls":               {"world"},
	"worstened":           {"worsened"},
	"woudl":               {"would"},
	"wresters":            {"wrestlers"},
	"wriet":               {"write"},
	"writen":              {"written"},
	"wroet":               {"wrote"},
	"wrok":                {"work"},
	"wroking":             {"working"},
	"wtih":                {"with"},
	"wupport":             {"support"},
	"xenophoby":           {"xenophobia"},
	"yaching":             {"yachting"},
	"yaer":                {"year"},
	"yaerly":              {"yearly"},
	"yaers":               {"years"},
	"yatch":               {"yacht"},
	"yearm":               {"year"},
	"yeasr":               {"years"},
	"yeild":               {"yield"},
	"yeilding":            {"yielding"},
	"Yementite":           {"Yemenite", "Yemeni"},
	"yera":                {"year"},
	"yrea":                {"year"},
	"yeras":               {"years"},
	"yersa":               {"years"},
	"yotube":              {"youtube"},
	"youseff":             {"yousef"},
	"youself":             {"yourself"},
	"ytou":                {"you"},
	"yuo":                 {"you"},
	"zeebra":              {"zebra"},
}

var out io.Writer
var wordsRe = regexp.MustCompile(`\w+`)

func doGrep(filename string) error {
	var r io.Reader = os.Stdin
	if filename != "" {
		f, err := os.Open(filename)
		if err != nil {
			return err
		}
		defer f.Close()
		r = f
	} else {
		filename = "stdin"
	}
	nr := 1
	scanner := bufio.NewScanner(r)
	for scanner.Scan() {
		text := scanner.Text()
		words := wordsRe.FindAllString(text, -1)
		for _, word := range words {
			if _, ok := typos[word]; ok {
				re := regexp.MustCompile(`\b` + word + `\b`)
				ill := re.FindAllStringIndex(text, -1)
				if len(ill) > 0 {
					fmt.Fprintf(out, "%s:%d:", filename, nr)
					for i, il := range ill {
						if i > 0 {
							fmt.Fprint(out, text[ill[i-1][1]:il[0]]+cRED+text[il[0]:il[1]]+cRESET)
						} else {
							fmt.Fprint(out, text[0:il[0]]+cRED+text[il[0]:il[1]]+cRESET)
						}
					}
					fmt.Fprintln(out, text[ill[len(ill)-1][1]:])
					break
				}
			}
		}
		nr++
	}
	if scanner.Err() != nil {
		log.Fatal(scanner.Err())
	}
	return nil
}

func init() {
	if isatty.IsTerminal(os.Stdout.Fd()) {
		out = colorable.NewColorableStdout()
	} else {
		out = os.Stdout
	}
}

func main() {
	flag.Parse()
	if flag.NArg() == 0 {
		if err := doGrep(""); err != nil {
			fmt.Fprintln(os.Stderr, err)
		}
		return
	}
	for _, arg := range flag.Args() {
		if err := doGrep(arg); err != nil {
			fmt.Fprintln(os.Stderr, err)
		}
	}
}