User:CmdrObot/SpellList.py

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# $Id: SpellList.py 192 2008-02-22 02:38:59Z bfoley $
fastcorrect = {
    u"protocoll": u"protocol",
    u"porductions": u"productions",
    u"unquie": u"unique",
    u"unnimous": u"unanimous",
    u"unanimious": u"unanimous",
    u"unianimous": u"unanimous",
    u"ukarainian": u"Ukrainian",
    u"unfamiler": u"unfamiliar",
    Go ask your mom!!???
    u"paty": u"path",
    u"scholarhip": u"scholarship",
    u"exhuastive": u"exhaustive",
    u"lirerary": u"literary",
    u"bibliogrpahy": u"bibliography",
    u"restrictd": u"restricted",
    u"writign": u"writing",
    u"secrartary": u"secretary",
    u"honorarary": u"honorary",
    u"underdevelped": u"underdeveloped",
    u"uniquelly": u"uniquely",
    u"unrepetant": u"unrepentant",
    u"honoray": u"honorary",
    u"unaninmous": u"unanimous",
    u"unmbrella": u"umbrella",
    u"computatianally": u"computationally",
    u"emnorous": u"enormous",
    u"ultamaium": u"ultimatum",
    u"resmebles": u"resembles",
    u"unidrectional": u"unidirectional",
    u"unifofrm": u"uniform",
    u"uniforn": u"uniform",
    u"udrafted": u"undrafted",
    u"upcommimg": u"upcoming",
    u"upcomming": u"upcoming",
    u"fuze": u"fuse",
    u"coloquiel": u"colloquial",
    u"univerity": u"university",
    u"uruguayan": u"Uruguayan",
    u"ukraininan": u"Ukrainan",
    u"excepional": u"exceptional",
    u"coleges": u"colleges",
    u"utlity": u"utility",
    u"vatieties": u"varieties",
    u"administrtive": u"administrative",
    u"femous": u"famous",
    u"manufactrinc": u"manufacturing",
    u"disyine": u"design",
    u"comptative": u"competitive",
    u"uruguayian": u"Uruguayan",
    u"inclueding": u"including",
    u"featues": u"features",
    u"useul": u"useful",
    u"cituation": u"situation",
    u"unifed": u"unified",
    u"unilatera": u"unilateral",
    u"unifrom": u"uniform",
    u"univeral": u"universal",
    u"ulitity": u"utility",
    u"entraprenuer": u"entrepreneur",
    u"Unesco": u"UNESCO",
    u"unigue": u"unique",
    u"uncertian": u"uncertain",
    u"unrestriced": u"unrestricted",
    u"unspesified": u"unspecified",
    u"ukrainen": u"Ukrainian",
    u"decibles": u"decibels",
    u"ukrainian": u"Ukrainian",
    u"Stange": u"Stange", # surname
    u"eposide": u"episode",
    u"infromant": u"informant",
    u"giganatic": u"gigantic",
    u"relevatn": u"relevant",
    u"reachng": u"reaching",
    u"symphosium": u"symposium",
    u"imfamous": u"infamous",
    u"realationship": u"relationship",
    u"callig": u"calling",
    u"universel": u"universal",
    u"emplyee": u"employee",
    u"Octogon": u"Octogon", # fictional character
    u"turists": u"tourists",
    u"turism": u"tourism",
    u"romatic": u"romantic",
    u"dominican": u"Dominican",
    u"precint": u"precinct",
    u"decame": u"became",
    u"acedemy": u"academy",
    u"extemly": u"extremely",
    u"architech": u"architect",
    u"mornimg": u"morning",
    u"illistration": u"illustration",
    u"carity": u"charity",
    u"istitution": u"institution",
    u"sciene": u"science",
    u"eitgh": u"eighth",
    u"avlanche": u"avalanche",
    u"orriental": u"oriental",
    u"audidtion": u"audition",
    u"apperared": u"appeared",
    u"twons": u"towns",
    u"carmelites": u"Carmelites",
    u"traing": u"training",
    u"induvidual": u"individual",
    u"amnufacturing": u"manufacturing",
    u"peoeple": u"people",
    u"harmoney": u"harmony",
    u"insite": u"insight",
    u"ubran": u"urban",
    u"runned": u"run",
    u"severage": u"sewerage",
    u"streats": u"streets",
    u"padistrions": u"pedestrians",
    u"youngstors": u"youngsters",
    u"habbit": u"habit",
    u"celibrate": u"celebrate",
    u"distyrict": u"district",
    u"cunducted": u"conducted",
    u"cources": u"courses",
    u"Clas": u"Clas", # Swedish given name
    u"alsways": u"always",
    u"altternative": u"alternative",
    u"eduring": u"enduring",
    u"leadds": u"leads",
    u"pallette": u"palette",
    u"racoons": u"raccoons",
    u"srange": u"strange",
    u"algin": u"align",
    u"extrme": u"extreme",
    u"speical": u"special",
    u"silhouetes": u"silhouettes",
    u"unlease": u"unleashes",
    u"aggetated": u"agitated",
    u"talenetd": u"talented",
    u"bicepts": u"biceps",
    u"survivours": u"survivors",
    u"Micheal": u"Michael",
    u"disargees": u"disagrees",
    u"mentoned": u"mentioned",
    u"guners": u"gunners",
    u"immediantly": u"immediately",
    u"escpaed": u"escaped",
    u"givs": u"gives",
    u"chosing": u"choosing",
    u"conserts": u"concerts",
    u"truop": u"troup",
    u"truops": u"troups",
    u"themselwes": u"themselves",
    u"cirkus": u"circus",
    u"complemetn": u"complement",
    u"recource": u"resource",
    u"mightve": u"might have",
    u"uncoverred": u"uncovered",
    u"darkends": u"darkens",
    u"estabiliezed": u"established",
    u"appaered": u"appeared",
    u"certificatios": u"certifications",
    u"unreasonnable": u"unreasonable",
    u"volunteery": u"voluntary",
    u"borad": u"board",
    u"hectre": u"hectare",
    u"ocassian": u"occasion",
    u"wernt": u"weren't",
    u"anoth": u"enough",
    u"fied": u"fired",
    u"infusd": u"infused",
    u"castonets": u"castanets",
    u"folorn": u"forlorn",
    u"regin": u"reign",
    u"senter": u"center",
    u"grabed": u"grabbed",
    u"escourted": u"escorted",
    u"deferences": u"differences",
    u"colonialistic": u"colonial",
    u"Pharoahs": u"Pharaohs",
    u"throuput": u"throughout",
    u"leadereship": u"leadership",
    u"extrimism": u"extremism",
    u"apponitment": u"appointment",
    u"conincide": u"coincide",
    u"Iranain": u"Iranian",
    u"respolsiblity": u"responsibility",
    u"tousands": u"thousands",
    u"hundrened": u"hundred",
    u"parliamnet": u"parliament",
    u"poppulation": u"population",
    u"extrimists": u"extremists",
    u"procuts": u"products",
    u"custome": u"custom",
    u"servivals": u"survivals",
    u"servival": u"survival",
    u"unvailed": u"unveiled",
    u"listning": u"listening",
    u"chronical": u"chronicle",
    u"perposal": u"proposal",
    u"Sinlair": u"Sinclair",
    u"Sinclar": u"Sinclair",
    u"Sinlcair": u"Sinclair",
    u"antiquaric": u"antiquarian",
    u"trandferred": u"transferred",
    u"proteting": u"protecting",
    u"irrate": u"irate",
    u"meawhile": u"meanwhile",
    u"frustatrated": u"frustrated",
    u"recontruct": u"reconstruct",
    u"confronation": u"confrontation",
    u"determerine": u"determined",
    u"meahwhile": u"meanwhile",
    u"disrepect": u"disrespect",
    u"enfuriates": u"infuriates",
    u"wth": u"with",
    u"pentrate": u"penetrate",
    u"manging": u"managing",
    u"envokes": u"invokes",
    u"horried": u"horrified",
    u"startlet": u"starlet",
    u"adbucted": u"abducted",
    u"trates": u"traits",
    u"stoping": u"stopping",
    u"aprehension": u"apprehension",
    u"scacrality": u"sacrality",
    u"consciousnes": u"consciousness",
    u"sunconscious": u"subconscious",
    u"arrise": u"arise",
    u"illussion": u"illusion",
    u"occasioanlly": u"occasionally",
    u"remainer": u"remainder",
    u"nuture": u"nurture",
    u"headqaurters": u"headquarters",
    u"hosptial": u"hospital",
    u"longitundinal": u"longitudinal",
    u"Avtaar": u"Avtaar", # Hindi name
    u"sceond": u"second",
    u"governament": u"government",
    u"pastrie": u"pastry",
    u"shouler": u"shoulder",
    u"correpondent": u"corespondent",
    u"retarted": u"retarded",
    u"albu": u"album",
    u"paractice": u"practice",
    u"manifetsed": u"manifested",
    u"acstasy": u"ecstasy",
    u"fealised": u"realised",
    u"seires": u"series",
    u"matresses": u"mattresses",
    u"medecines": u"medicines",
    u"budgetry": u"budgetary",
    u"apprended": u"apprehended",
    u"forthcomng": u"forthcoming",
    u"ilnesses": u"illnesses",
    u"gacilities": u"facilities",
    u"remainded": u"remainder",
    u"defeaten": u"defeated",
    u"rightfull": u"rightful",
    u"branche": u"branch",
    u"cosecutive": u"consecutive",
    u"pressence": u"presence",
    u"indepencence": u"independence",
    u"blindy": u"blindly",
    u"capitains": u"captains",
    u"camoflauge": u"camouflage",
    u"inofficially": u"unofficially",
    u"fited": u"fitted",
    u"bult": u"built",
    u"compareable": u"comparable",
    u"mininal": u"minimal",
    u"distruption": u"distruption",
    u"propellar": u"propeller",
    u"convenctions": u"conventions",
    u"possiability": u"possibility",
    u"weekley": u"weekly",
    u"phycisist": u"physicist",
    u"deppressive": u"depressive",
    u"hypotism": u"hypnotism",
    u"accidentely": u"accidentally",
    u"cometition": u"competition",
    u"acroos": u"across",
    u"therewere": u"there were",
    u"habitaion": u"habitation",
    u"extensivley": u"extensively",
    u"accreditated": u"accredited",
    u"pontedly": u"pointedly",
    u"prodicing": u"producing",
    u"aglo": u"anglo",
    u"internaitonal": u"international",
    u"decleation": u"declaration",
    u"vetereans": u"veterans",
    u"suppplying": u"supplying",
    u"responisibility": u"responsibility",
    u"morroccan": u"moroccan",
    u"ovetaken": u"overtaken",
    u"redognized": u"recognized",
    u"swizerland": u"Switzerland",
    u"ocuppation": u"occupation",
    u"ocuupation": u"occupation",
    u"washigton": u"Washington",
    u"pidgeons": u"pigeons",
    u"epxressed": u"expressed",
    u"antisymetric": u"antisymmetric",
    u"coeffecient": u"coefficient",
    u"antisymtric": u"antisymmetric",
    u"orthogal": u"orthogonal",
    u"quaterion": u"quaternion",
    u"morfology": u"morphology",
    u"southtern": u"southern",
    u"praires": u"prairies",
    u"reagarding": u"regarding",
    u"photographied": u"photographed",
    u"restrictred": u"restricted",
    u"interrest": u"interest",
    u"neightbourhood": u"neighbourhood",
    u"repliques": u"replicas",
    u"aborigins": u"aborigines",
    u"microprocesor": u"microprocessor",
    u"pyseudonisms": u"pseudonyms",
    u"unrelentling": u"unrelenting",
    u"afteward": u"afterward",
    u"profesionalism": u"professionalism",
    u"extraordinay": u"extraordinary",
    u"accidentlly": u"accidentally",
    u"conquring": u"conquering",
    u"possensions": u"possessions",
    u"possenions": u"possessions",
    u"fromed": u"formed",
    u"confedration": u"confederation",
    u"rebillion": u"rebellion",
    u"numurous": u"numerous",
    u"cooridinator": u"coordinator",
    u"lecturare": u"lecturer",
    u"eldery": u"elderly",
    u"sclices": u"slices",
    u"orphened": u"orphaned",
    u"technqiue": u"technique",
    u"effecively": u"effectively",
    u"sysytem": u"system",
    u"lauched": u"launched",
    u"sacrfice": u"sacrifice",
    u"choosed": u"chose",
    u"origonally": u"originally",
    u"evelen": u"elven",
    u"survial": u"survival",
    u"communicaton": u"communication",
    u"eastemated": u"estimated",
    u"prematurly": u"prematurely",
    u"ficcional": u"fictional",
    u"dubb": u"dub",
    u"fouded": u"founded",
    u"alegorical": u"allegorical",
    u"exhile": u"exile",
    u"burocracy": u"bureaucracy",
    u"contentrated": u"concentrated",
    u"incantion": u"incantation",
    u"eriee": u"eerie",
    u"murdere": u"murder",
    u"bewfore": u"bewfore",
    u"unbeknowest": u"unbeknownst",
    u"huinter": u"hunter",
    u"intiate": u"initiate",
    u"dosent": u"doesn't",
    u"interregated": u"interrogated",
    u"cylce": u"cycle",
    u"vegence": u"vengeance",
    u"Jophn": u"John",
    u"Fergason": u"Ferguson",
    u"interfearance": u"interference",
    u"resutling": u"resulting",
    u"curricluar": u"curricular",
    u"obcurity": u"obscurity",
    u"exploted": u"exploited",
    u"fabulouse": u"fabulous",
    u"persecuited": u"persecuted",
    u"insurgernt": u"insurgent",
    u"intesting": u"interesting",
    u"coodinates": u"coordinates",
    u"latitud": u"latitude",
    u"precipition": u"precipitation",
    u"followinbg": u"following",
    u"demograohic": u"demographic",
    u"evalutation": u"evaluation",
    u"agriculure": u"agriculture",
    u"acitivity": u"activity",
    u"elimntion": u"elimination",
    u"furher": u"further",
    u"cosists": u"consists",
    u"testmony": u"testimony",
    u"vepon": u"weapon",
    u"desprate": u"desperate",
    u"bitween": u"between",
    u"himseld": u"himself",
    u"sunglight": u"sunlight",
    u"specfic": u"specific",
    u"vaiting": u"waiting",
    u"whern": u"when",
    u"indroduced": u"introduced",
    u"settlments": u"settlements",
    u"takne": u"taken",
    u"ancienty": u"ancient",
    u"assimiliated": u"assimilated",
    u"untouchabilty": u"untouchability",
    u"ciren": u"siren",
    u"comdian": u"comedian",
    u"wresling": u"wrestling",
    u"obstalce": u"obstacle",
    u"undefinied": u"undefined",
    u"minite": u"minute",
    u"suppliances": u"supplies",
    u"eletronic": u"electronic",
    u"rided": u"rode",
    u"departured": u"departed",
    u"margain": u"margin",
    u"sururbs": u"suburbs",
    u"extraordinal": u"extraordinary",
    u"embrassing": u"embarrassing",
    u"apptitude": u"aptitude",
    u"thourgh": u"through",
    u"ussally": u"usually",
    u"secerity": u"security",
    u"Greoge": u"George",
    u"dimond": u"diamond",
    u"attatced": u"attracted",
    u"secerets": u"secrets",
    u"siezes": u"seizes",
    u"seceretly": u"secretly",
    u"psychlogical": u"psychological",
    u"inplate": u"implant",
    u"auccuse": u"accuse",
    u"comtemplates": u"contemplates",
    u"begans": u"began",
    u"darring": u"daring",
    u"shcoked": u"shocked",
    u"delusioned": u"delusional",
    u"andriods": u"android",
    u"acidently": u"accidentally",
    u"beaty": u"beauty",
    u"humilation": u"humiliation",
    u"identitys": u"identities",
    u"brcelet": u"bracelet",
    u"forgat": u"forgot",
    u"famiy": u"family",
    u"variaty": u"variety",
    u"exhebitions": u"exhibitions",
    u"skulptures": u"sculptures",
    u"ionsects": u"insects",
    u"amphibias": u"amphibians",
    u"cabinett": u"cabinet",
    u"grafics": u"graphics",
    u"forthermore": u"furthermore",
    u"ballett": u"ballet",
    u"amog": u"among",
    u"kareoke": u"karaoke",
    u"invincibilty": u"invincibility",
    u"poision": u"poison",
    u"remotley": u"remotely",
    u"wacked": u"whacked",
    u"apparentely": u"apparently",
    u"reveald": u"revealed",
    u"mysogynistical": u"mysogynistic",
    u"remenants": u"remnants",
    u"sighned": u"signed",
    u"woud": u"would",
    u"ridrs": u"riders",
    u"ametuer": u"amateur",
    u"unfortuanetly": u"unfortunately",
    u"accelelaration": u"acceleration",
    u"soulution": u"solution",
    u"provacation": u"provocation",
    u"comminities": u"communities",
    u"juristiction": u"jurisdiction",
    u"highwatys": u"highways",
    u"highter": u"higher",
    u"vreated": u"created",
    u"potectial": u"potential",
    u"airtport": u"airport",
    u"approcimately": u"approximately",
    u"headmisstress": u"headmistress",
    u"gound": u"ground",
    u"studeid": u"studied",
    u"prinicipal": u"principal",
    u"diguise": u"disguise",
    u"decsion": u"decision",
    u"frinds": u"friends",
    u"spisodes": u"episodes",
    u"indellible": u"indelible",
    u"vowes": u"vows",
    u"subropical": u"subtropical",
    u"supestructure": u"superstructure",
    u"archivie": u"achieve",
    u"ottuple": u"octuple",
    u"relodable": u"reloadable",
    u"mecanical": u"mechanical",
    u"minuts": u"minutes",
    u"forwaard": u"forward",
    u"insthead": u"instead",
    u"interestlyng": u"interesting",
    u"toghever": u"together",
    u"istalled": u"installed",
    u"refences": u"references",
    u"intcipated": u"anticipated",
    u"demorcates": u"democrats",
    u"reconnissance": u"reconnaissance",
    u"disintigrates": u"disintegrates",
    u"extroadinary": u"extraordinary",
    u"labyinth": u"labyrinth",
    u"wanish": u"vanish",
    u"revelead": u"revealed",
    u"mainatined": u"maintained",
    u"threatended": u"threatened",
    u"intervension": u"intervention",
    u"complaintants": u"complainants",
    u"frustrted": u"frustrated",
    u"hadnot": u"had not",
    u"anaware": u"unaware",
    u"preporatory": u"preparatory",
    u"webstie": u"website",
    u"admid": u"amid",
    u"indulgant": u"indulgent",
    u"oblivios": u"oblivious",
    u"derocative": u"decorative",
    u"jewelrey": u"jewelry",
    u"renasissance": u"renaissance",
    u"democritization": u"democratization",
    u"userped": u"usurped",
    u"involing": u"involving",
    u"instiute": u"institute",
    u"corportion": u"corporation",
    u"refeering": u"refereeing",
    u"compunded": u"compounded",
    u"reconect": u"reconnect",
    u"demonstraters": u"demonstrators",
    u"gourps": u"groups",
    u"gourp": u"group",
    u"poped": u"popped",
    u"coisin": u"cousin",
    u"thrist": u"thirst",
    u"metions": u"mentions",
    u"theamed": u"themed",
    u"suffured": u"suffered",
    u"ustable": u"unstable",
    u"filmamakers": u"filmmakers",
    u"expereimented": u"experimented",
    u"delluding": u"deluding",
    u"ineresting": u"interesting",
    u"commedies": u"comedies",
    u"wintesses": u"witnesses",
    u"regullary": u"regularly",
    u"etiquite": u"etiquette",
    u"colision": u"collision",
    u"concearned": u"concerned",
    u"disaterous": u"disastrous",
    u"shirnk": u"shrink",
    u"Shakespere": u"Shakespeare",
    u"cinimas": u"cinemas",
    u"beachs": u"beaches",
    u"amercan": u"American",
    u"embarressing": u"embarrassing",
    u"situatuion": u"situation",
    u"mysteric": u"mysterious",
    u"horrbile": u"horrible",
    u"interefered": u"interfered",
    u"schhol": u"school",
    u"ralationship": u"relationship",
    u"instinctly": u"instinctively",
    u"determintaion": u"determination",
    u"protential": u"potential",
    u"Stanely": u"Stanley",
    u"Daine": u"Diane",
    u"wierding": u"weirding",
    u"flurts": u"flirts",
    u"lobing": u"lobbing",
    u"feals": u"feels",
    u"devations": u"deviations",
    u"randomely": u"randomly",
    u"assassintion": u"assassination",
    u"integruty": u"integrity",
    u"costy": u"costly",
    u"tendences": u"tendencies",
    u"anbody": u"anybody",
    u"seve": u"serve",
    u"actived": u"activated",
    u"therefour": u"therefore",
    u"skilfully": u"skillfully",
    u"suspiscious": u"suspicious",
    u"acessible": u"accessible",
    u"exrta": u"extra",
    u"equiliser": u"equaliser",
    u"scorline": u"scoreline",
    u"storng": u"strong",
    u"beleagueed": u"beleaguered",
    u"whoose": u"whose",
    u"pimitive": u"primitive",
    u"amored": u"armored",
    u"hiests": u"heists",
    u"extraterristial": u"extraterrestrial",
    u"resuing": u"rescuing",
    u"unvieling": u"unveiling",
    u"presumeably": u"presumably",
    u"overloard": u"overlord",
    u"psychokenetic": u"psychokinetic",
    u"pursiut": u"pursuit",
    u"pevious": u"previous",
    u"territiory": u"territory",
    u"commandng": u"commanding",
    u"continure": u"continue",
    u"seting": u"setting",
    u"Buddist": u"Buddhist",
    u"establishemt": u"establishment",
    u"coheasion": u"cohesion",
    u"fahter": u"father",
    u"togeher": u"together",
    u"expained": u"explained",
    u"absoulute": u"absolute",
    u"unfluence": u"influence",
    u"culmulated": u"culminated",
    u"engergies": u"energies",
    u"prophesised": u"prophesied",
    u"fighs": u"fights",
    u"santioned": u"sanctioned",
    u"overwhlemed": u"overwhelmed",
    u"reluntant": u"reluctant",
    u"flabbergastes": u"flabbergasts",
    u"equitment": u"equipment",
    u"tolds": u"told",
    u"prestiged": u"prestigious",
    u"reluntantly": u"reluctantly",
    u"tramatize": u"traumatize",
    u"sacrifing": u"sacrificing",
    u"gorwing": u"growing",
    u"hallicate": u"hallucinate",
    u"hallications": u"hallucinations",
    u"resued": u"rescued",
    u"sinage": u"signage",
    u"fashin": u"fashion",
    u"lattitudes": u"latitudes",
    u"protecion": u"protection",
    u"politiburo": u"politburo",
    u"Amerians": u"Americans",
    u"cumpulsory": u"compulsory",
    u"commmunist": u"communist",
    u"patriotrism": u"patriotism",
    u"emesh": u"enmesh",
    u"armanent": u"armament",
    u"ubitiquous": u"ubiquitous",
    u"sanctauries": u"sanctuaries",
    u"srategic": u"strategic",
    u"sophiscated": u"sophisticated",
    u"inflitration": u"infiltration",
    u"tremeduous": u"tremendous",
    u"arties": u"arteries",
    u"portracted": u"protracted",
    u"attrited": u"atrophied",
    u"manueuvering": u"manoeuvring",
    u"inconsistances": u"inconsistencies",
    u"enetered": u"entered",
    u"territorry": u"territory",
    u"territorries": u"territories",
    u"destabillisation": u"destabilisation",
    u"merceneraries": u"mercenaries",
    u"concurrernt": u"concurrent",
    u"provinsial": u"provisional",
    u"afew": u"a few",
    u"whereit": u"where it",
    u"incosistencies": u"inconsistencies",
    u"afer": u"after",
    u"abbettment": u"abettment",
    u"januray": u"January",
    u"philatelly": u"philately",
    u"anniversarsies": u"anniversaries",
    u"losely": u"loosely",
    u"refractatory": u"refractory",
    u"sycchronism": u"synchronism",
    u"deetermined": u"determined",
    u"intravals": u"intervals",
    u"orfices": u"orifices",
    u"combonation": u"combination",
    u"nozel": u"nozzle",
    u"nozzel": u"nozzle",
    u"tranmitted": u"transmitted",
    u"poenential": u"potential",
    u"commuttating": u"commutating",
    u"sednging": u"sending",
    u"distrubances": u"disturbances",
    u"mophing": u"morphing",
    u"utilitiy": u"utility",
    u"Agnus": u"Agnes",
    u"avanced": u"advanced",
    u"vaste": u"vast",
    u"cames": u"came",
    u"expande": u"expand",
    u"apprecciated": u"appreciated",
    u"animed": u"animated",
    u"hadware": u"hardware",
    u"reckognized": u"recognized",
    u"parititions": u"partitions",
    u"estensions": u"extensions",
    u"ambedded": u"embedded",
    u"reckognize": u"recognize",
    u"factyo": u"facto",
    u"apprecciate": u"appreciate",
    u"maintaned": u"maintained",
    u"througn": u"through",
    u"historiv": u"historic",
    u"practive": u"practice",
    u"schoool": u"school",
    u"aclimated": u"acclimated",
    u"membersip": u"membership",
    u"colloquailly": u"colloquially",
    u"countriy": u"country",
    u"monarchial": u"monarchical",
    u"unparallelled": u"unparalleled",
    u"exerces": u"exercises",
    u"dissemantion": u"dissemination",
    u"northeeast": u"northeast",
    u"oribital": u"orbital",
    u"aprawling": u"sprawling",
    u"enerjetic": u"energetic",
    u"annoymous": u"anonymous",
    u"labum": u"album",
    u"sofwtare": u"software",
    u"componentsd": u"components",
    u"distiguish": u"distinguish",
    u"intitute": u"institute",
    u"articipated": u"participated",
    u"aquiculture": u"aquaculture",
    u"chieftancy": u"chieftaincy",
    u"honerary": u"honorary",
    u"heraldric": u"heraldic",
    u"organaization": u"organization",
    u"somewhhere": u"somewhere",
    u"liknked": u"linked",
    u"asisstants": u"assistants",
    u"extreemly": u"extremely",
    u"unwaivering": u"unwavering",
    u"fatefull": u"fateful",
    u"superiourity": u"superiority",
    u"opputunity": u"opportunity",
    u"forseen": u"foreseen",
    u"ammuniation": u"ammunition",
    u"scarity": u"scarcity",
    u"performes": u"performs",
    u"unretrivable": u"irretrievable",
    u"comanded": u"commanded",
    u"illwill": u"ill will",
    u"repell": u"repel",
    u"massacared": u"massacred",
    u"earlierwhen": u"earlier when",
    u"monertary": u"monetary",
    u"subcontinient": u"subcontinent",
    u"scarpnel": u"shrapnel",
    u"infiedels": u"infidels",
    u"pikmen": u"pikemen",
    u"afterwords": u"afterward",
    u"aftermoth": u"aftermath",
    u"docuiments": u"documents",
    u"negociated": u"negotiated",
    u"battalians": u"battalions",
    u"casulties": u"casualties",
    u"coloum": u"column",
    u"extream": u"extreme",
    u"fustration": u"frustration",
    u"curriculm": u"curriculum",
    u"electorial": u"electoral",
    u"electoriate": u"electorate",
    u"interepreted": u"interpreted",
    u"infuence": u"influence",
    u"crtics": u"critics",
    u"reinvigerate": u"reinvigorate",
    u"jeapordize": u"jeopardize",
    u"realtives": u"relatives",
    u"suspiscions": u"suspicions",
    u"alsio": u"also",
    u"familiers": u"familiars",
    u"lifless": u"lifeless",
    u"profficiency": u"proficiency",
    u"monsterous": u"monstrous",
    u"Emperess": u"Empress",
    u"culpirts": u"culprits",
    u"estatic": u"ecstatic",
    u"coldy": u"coldly",
    u"deepy": u"deeply",
    u"forgerer": u"forger",
    u"independentally": u"independently",
    u"saftely": u"safely",
    u"coughes": u"coughs",
    u"throuhg": u"through",
    u"persude": u"persuade",
    u"connations": u"connections",
    u"electrian": u"electrician",
    u"reguest": u"request",
    u"bruately": u"brutally",
    u"onbehalf": u"on behalf",
    u"fundermental": u"fundamental",
    u"farthers": u"fathers",
    u"registerd": u"registered",
    u"democretic": u"democratic",
    u"cordonator": u"coordinator",
    u"paramilitries": u"paramilitaries",
    u"availables": u"available",
    u"tecnically": u"technically",
    u"tecnology": u"technology",
    u"substained": u"sustained",
    u"semplify": u"simplify",
    u"frpm": u"from",
    u"iraqui": u"Iraqi",
    u"thinked": u"thought",
    u"iraki": u"Iraqi",
    u"irakis": u"Iraqis",
    u"efficients": u"efficient",
    u"desertic": u"desert",
    u"meanwwhile": u"meanwhile",
    u"jenuary": u"January",
    u"standed": u"stood",
    u"shoting": u"shooting",
    u"excellents": u"excellent",
    u"survibility": u"survivability",
    u"evalued": u"evaluated",
    u"isreaeli": u"Israeli",
    u"descendents": u"descendants",
    u"desicive": u"decisive",
    u"viwers": u"viewers",
    u"destracted": u"distracted",
    u"vactation": u"vacation",
    u"wtach": u"watch",
    u"alergic": u"allergic",
    u"cowerdice": u"cowardice",
    u"promting": u"prompting",
    u"racoon": u"raccoon",
    u"cancells": u"cancels",
    u"buid": u"build",
    u"transformes": u"transforms",
    u"portand": u"Portland",
    u"coindiced": u"coincided",
    u"paricipants": u"participants",
    u"tounament": u"tournament",
    u"universiies": u"universities",
    u"metoride": u"meteorite",
    u"prasied": u"praised",
    u"meteoride": u"meteorite",
    u"asumptions": u"assumptions",
    u"conjection": u"conjunction",
    u"strecthed": u"stretched",
    u"simataneously": u"simultaneously",
    u"aree": u"are",
    u"fimly": u"firmly",
    u"sge": u"she",
    u"pary": u"party",
    u"arruve": u"arrive",
    u"madel": u"made",
    u"omly": u"only",
    u"forst": u"first",
    u"hance": u"hence",
    u"persudes": u"persuades",
    u"begger": u"beggar",
    u"intho": u"into",
    u"dirctor": u"director",
    u"wud": u"would",
    u"claas": u"class",
    u"allowded": u"allowed",
    u"strucks": u"strikes",
    u"instrukments": u"intstruments",
    u"onlt": u"only",
    u"preends": u"pretends",
    u"wih": u"with",
    u"enbarrass": u"embarrass",
    u"comke": u"come",
    u"persuay": u"persuade",
    u"committy": u"committee",
    u"touble": u"trouble",
    u"judjes": u"judges",
    u"unqiue": u"unique",
    u"legths": u"lengths",
    u"oustide": u"outside",
    u"romatically": u"romantically",
    u"seveeral": u"several",
    u"announed": u"announced",
    u"seculsion": u"seclusion",
    u"interanlly": u"internally",
    u"qausar": u"quasar",
    u"benevloent": u"benevolent",
    u"hereos": u"heroes",
    u"embarresment": u"embarrassment",
    u"casued": u"caused",
    u"insiting": u"insisting",
    u"msot": u"most",
    u"obessesed": u"obsessed",
    u"hibenation": u"hibernation",
    u"comsic": u"cosmic",
    u"deviourer": u"devourer",
    u"anomally": u"anomaly",
    u"relcuntant": u"reluctant",
    u"sclae": u"scale",
    u"surviour": u"survivor",
    u"durablility": u"durability",
    u"amplyfy": u"amplify",
    u"perenniel": u"perennial",
    u"ambassidor": u"ambassador",
    u"involeved": u"involved",
    u"illlinois": u"Illlinois",
    u"acccess": u"access",
    u"shoppping": u"shopping",
    u"picutre": u"picture",
    u"hononary": u"honorary",
    u"siyuation": u"situation",
    u"surjery": u"surgery",
    u"personly": u"personally",
    u"simmialar": u"similar",
    u"enormus": u"enormous",
    u"ambassoder": u"ambassador",
    u"evreyone": u"everyone",
    u"evreything": u"everything",
    u"ome": u"one",
    u"freindship": u"friendship",
    u"lovley": u"lovely",
    u"organizaion": u"organization",
    u"atrong": u"strong",
    u"halucination": u"hallucination",
    u"polland": u"Poland",
    u"barelly": u"barely",
    u"scence": u"sense",
    u"assleep": u"asleep",
    u"prostitues": u"prostitutes",
    u"sourrounding": u"surrounding",
    u"remainants": u"remnants",
    u"classfied": u"classified",
    u"simulteneous": u"simultaneous",
    u"circumfrence": u"circumference",
    u"deoctarive": u"decorative",
    u"uniquness": u"uniqueness",
    u"ponits": u"points",
    u"artitectural": u"architectural",
    u"exhuberence": u"exuberance",
    u"miniaure": u"miniature",
    u"presseing": u"pressing",
    u"triangualar": u"triangular",
    u"sqaure": u"square",
    u"intented": u"intended",
    u"subdueing": u"subduing",
    u"achivments": u"achievements",
    u"Vinter": u"Vinter", # surname
    u"beneathe": u"beneath",
    u"throght": u"through",
    u"priniciples": u"principles",
    u"attaninment": u"attainment",
    u"sceintific": u"scientific",
    u"strentheining": u"strengthening",
    u"awereness": u"awareness",
    u"energentic": u"energetic",
    u"inrastrucuture": u"infrastructure",
    u"coveres": u"covers",
    u"manges": u"manages",
    u"Rader": u"Rader", # surname
    u"htese": u"these",
    u"saource": u"source",
    u"whne": u"when",
    u"succsseses": u"successes",
    u"pionereed": u"pioneered",
    u"ideia": u"idea",
    u"greatests": u"greatest",
    u"antoher": u"another",
    u"whithin": u"within",
    u"romantism": u"romanticism",
    u"thouroghly": u"thoroughly",
    u"chilhood": u"childhood",
    u"preeceded": u"preceded",
    u"interpretate": u"interpret",
    u"interpretates": u"interprets",
    u"interpretating": u"interpreting",
    u"touusand": u"thousand",
    u"recongnized": u"recognized",
    u"numeriacl": u"numerical",
    
    u"marathi": u"Marathi",
    u"imgae": u"image",
    u"hestorical": u"historical",
    u"Parton": u"Parton", # Surname (Dolly? :))
    u"adolenscent": u"adolescent",
    u"automative": u"automotive",
    u"priase": u"praise",
    u"commernce": u"commerce",
    u"honrary": u"honorary",
    u"husbandary": u"husbandry",
    u"architec": u"architect",
    u"legislatve": u"legislative",
    u"densley": u"densely",
    u"advangate": u"advantage",
    u"previledged": u"privileged",
    u"parton": u"patron",
    u"octogonal": u"octagonal",
    u"aprt": u"part",
    u"hornes": u"horns",
    u"forsed": u"forced",
    u"leggs": u"legs",
    u"everyoe": u"everyone",
    u"selcius": u"Centigrade",
    u"oraginal": u"original",
    u"attetion": u"attention",
    u"athnic": u"ethnic",
    u"amallpox": u"smallpox",
    u"hypotetical": u"hypothetical",
    u"territary": u"territory",
    u"penninsular": u"peninsular",
    u"enimity": u"enmity",
    u"prowness": u"prowess",
    u"weapanry": u"weaponry",
    u"ahaid": u"ahead",
    u"acknowlwdged": u"acknowledged",
    u"ammunitation": u"ammunition",
    u"phylosophy": u"philosophy",
    u"siedge": u"siege",
    u"obsolute": u"obsolete",
    u"cammando": u"commando",
    u"territaries": u"territories",
    u"moreever": u"moreover",
    u"stopp": u"stop",
    u"musketters": u"musketeers",
    u"hystorical": u"historical",
    u"exceediing": u"exceeding",
    u"ammuniations": u"ammunitions",
    u"januvary": u"January",
    u"mischeaviously": u"mischievously",
    u"onslought": u"onslaught",
    u"upfrount": u"upfront",
    u"settel": u"settle",
    u"accpted": u"accepted",
    u"ussurp": u"usurp",
    u"hspital": u"hospital",
    u"hazey": u"hazy",
    u"hace": u"have",
    u"chinesse": u"Chinese",
    u"eastery": u"easterly",
    u"apoligise": u"apologise",
    u"rainny": u"rainy",
    u"avtaar": u"avatar",
    u"angerd": u"angered",
    u"melodeous": u"melodious",
    u"exhalts": u"exalts",
    u"basesd": u"based",
    u"wote": u"wrote",
    u"famious": u"famous",
    u"inderpentant": u"independent",
    u"opperational": u"operational",
    u"obvius": u"obvious",
    u"transtional": u"transitional",
    u"devastationg": u"devastating",
    u"exensive": u"extensive",
    u"exquiste": u"exquisite",
    u"exquistely": u"exquisitely",
    u"exsplain": u"explain",
    u"phenominan": u"phenomenon",
    u"collectivily": u"collectively",
    u"wedsites": u"websites",
    u"adminitration": u"administration",
    u"torouble": u"trouble",
    u"kisoks": u"kiosks",
    u"croosing": u"crossing",
    u"crrosing": u"crossing",
    u"reesidents": u"residents",
    u"refred": u"referred",
    u"variing": u"varying",
    u"mistical": u"mystical",
    u"mountainess": u"mountainous",
    u"inhabbited": u"inhabited",
    u"wepon": u"weapon",
    u"orbating": u"orbiting",
    u"promiantly": u"prominently",
    u"poerful": u"powerful",
    u"wepons": u"weapons",
    u"disabeling": u"disabling",
    u"quicly": u"quickly",
    u"carrer": u"career",
    u"Carrer": u"Carrer",
    u"amall": u"small",
    u"epecific": u"specific",
    u"wheater": u"weather",
    u"offica": u"office",
    u"meterology": u"meteorology",
    u"crryptographic": u"cryptographic",
    u"mateirals": u"materials",
    u"profieciency": u"proficiency",
    u"elisted": u"enlisted",
    u"brances": u"branches",
    u"meaningfull": u"meaningful",
    u"muntitions": u"munitions",
    u"higly": u"highly",
    u"doule": u"double",
    u"rader": u"radar",
    u"slighty": u"slightly",
    u"leightweight": u"lightweight",
    u"electronical": u"electronic",
    u"promisinig": u"promising",
    u"redisgned": u"redesigned",
    u"redesinged": u"redesigned",
    u"effectivily": u"effectively",
    u"vehichles": u"vehicles",
    u"felxible": u"flexible",
    u"audial": u"audio",
    u"agants": u"agents",
    
    u"cyponing": u"siphoning",
    u"minimun": u"minimum",
    u"pakisthan": u"Pakistan",
    u"snhocked": u"shocked",
    u"angerly": u"angrily",
    u"priesstess": u"priestess",
    u"represnt": u"represent",
    u"introduses": u"introduces",
    u"investigatng": u"investigating",
    u"therr": u"their",
    u"adventuerers": u"adventurers",
    u"irriates": u"irritates",
    u"undergonig": u"undergoing",
    u"adivises": u"advises",
    u"adventuing": u"adventuring",
    u"apprent": u"apparent",
    u"adventuuerers": u"adventurers",
    u"gruop": u"group",
    u"pristess": u"priestess",
    u"dtatuue": u"statue",
    u"tham": u"them",
    u"ofensive": u"offensive",
    u"extrs": u"extra",
    u"relativily": u"relatively",
    u"weimar": u"Weimar",
    u"wuerzburg": u"Wuerzburg",
    u"duesseldorf": u"Duesseldorf",
    u"comign": u"coming",
    u"Arisin": u"Arisin", # surname
    u"Nite": u"Nite",
    u"elecrtic": u"electric",
    u"irrtate": u"irritated",
    u"accompolice": u"accomplice",
    u"avergae": u"average",
    u"promoational": u"promotional",
    u"Alli": u"Alli", # surname
    u"Noone": u"Noone", # surname
    u"Beggs": u"Beggs", # surname
    u"Durning": u"Durning", # surname
    u"Eirann": u"Éireann",
    u"sonewhere": u"somewhere",
    u"prepararing": u"preparing",
    u"intermidiate": u"intermediate",
    u"tratment": u"treatment",
    u"honarable": u"honorable",
    u"numberous": u"numerous",
    u"insecticde": u"insecticide",
    u"infamation": u"inflamation",
    u"elader": u"leader",
    u"honororary": u"honorary",
    u"compatition": u"competition",
    u"stricke": u"strike",
    u"dramaticall": u"dramatic",
    u"primadonna": u"prima donna",
    u"exstremly": u"extremely",
    u"startet": u"started",
    u"rna": u"RNA",
    u"adminsitrator": u"administrator",
    u"valourous": u"valiant",
    u"westen": u"western",
    u"dividied": u"divided",
    u"seceretary": u"secretary",
    u"inscripion": u"inscription",
    u"alligience": u"allegiance",
    u"bodygurads": u"bodyguards",
    u"plaintain": u"plantain",
    u"existd": u"existed",
    u"cheiftains": u"chieftains",
    u"glossory": u"glossary",
    u"taxe": u"tax",
    u"maintenece": u"maintenance",
    u"ascetism": u"asceticism",
    u"artistocratic": u"aristocratic",
    u"merchantile": u"mercantile",
    u"concecrated": u"consecrated",
    u"assignament": u"assignment",
    u"infuences": u"influences",
    u"concecration": u"consecration",
    u"twentythird": u"twenty-third",
    u"soceity": u"society",
    u"mearly": u"merely",
    u"hereditery": u"hereditary",
    u"governary": u"government",
    u"contemporeneous": u"contemporaneous",
    u"medince": u"medicine",
    u"pocession": u"possession",
    u"revengful": u"vengeful",
    u"sacrificng": u"sacrificing",
    u"ornamanted": u"ornamented",
    u"monolothic": u"monolithic",
    u"decoratative": u"decorative",
    u"genelogies": u"genealogies",
    u"mandatatory": u"mandatory",
    u"surcumstances": u"circumstances",
    u"religoius": u"religious",
    u"debutated": u"debuted",
    u"professionall": u"professional",
    u"epithoms": u"epitomes",
    u"videly": u"widely",
    u"politicall": u"political",
    u"ancious": u"anxious",
    u"intellectualls": u"intellectuals",
    u"whas": u"was",
    u"anciuos": u"anxious",
    u"anonynmous": u"anonymous",
    u"atrecation": u"attraction",
    u"absulute": u"absolute",
    u"eaterly": u"easterly",
    u"enventually": u"eventually",
    u"enginerring": u"engineering",
    u"scenary": u"scenery",
    u"figuare": u"figure",
    u"spiratual": u"spiritual",
    u"estonishingly": u"astonishingly",
    u"ornimental": u"ornamental",
    u"connetions": u"connections",
    u"envolpe": u"envelope",
    u"intelligant": u"intelligent",
    u"interrigation": u"interrogation",
    u"mainstreem": u"mainstream",
    u"consert": u"concert",
    u"incompetetn": u"incompetent",
    u"smallcopp": u"smallpox",
    u"smallcops": u"smallpox",
    u"musiciall": u"musical",
    u"discivered": u"discovered",
    u"compoesd": u"composed",
    u"unintressed": u"uninterested",
    u"learing": u"learning",
    u"publiged": u"published",
    u"phamplett": u"pamphlet",
    u"medicien": u"medicine",
    u"huindred": u"hundred",
    u"enjoie": u"enjoy",
    u"complimanted": u"complimented",
    u"economicall": u"economical",
    u"attempy": u"attempt",
    u"occour": u"occur",
    u"tacken": u"taken",
    u"sticken": u"stricken",
    u"territoraial": u"territorial",
    u"airpot": u"airport",
    u"corksrew": u"corkscrew",
    u"coaser": u"coaster",
    u"archtitect": u"architect",
    u"irresplaceable": u"irreplaceable",
    u"inaappropriate": u"inappropriate",
    u"nort": u"north",
    u"horticulural": u"horticultural",
    u"exepted": u"accepted",
    u"origanol": u"original",
    u"weoll": u"well",
    u"pornagraphic": u"pornographic",
    u"pianahs": u"piranhas",
    u"achielago": u"archipelago",
    u"winnipeg": u"Winnipeg",
    u"civilan": u"civilian",
    u"indrustrial": u"industrial",
    u"forniture": u"furniture",
    u"desing": u"design",
    u"acustic": u"acoustic",
    u"Pincher": u"Pincher", # surname
    u"completlely": u"completely",
    u"Deja": u"Deja", # likely to be in a band name etc
    u"compoud": u"compound",
    u"somali": u"Somali",
    u"Neatby": u"Neatby", # surname
    u"appernce": u"appearance",
    u"ourput": u"output",
    u"envirmental": u"environmental",
    u"furinture": u"furniture",
    u"rvenge": u"revenge",
    u"truelly": u"truly",
    u"Lazer": u"Lazer",
    u"Maks": u"Maks", # name
    u"Mahy": u"Mahy", # surname
    u"fesival": u"festival",
    u"yhe": u"the",
    u"mayeb": u"maybe",
    u"onderground": u"underground",
    u"febuaray": u"February",
    u"spesifiaction": u"specification",
    u"icelantic": u"Icelandic",
    u"socalled": u"so called",
    u"sancutary": u"sanctuary",
    u"uncovereed": u"uncovered",
    u"beurocratic": u"bureaucratic",
    u"unforseen": u"unforeseen",
    u"catastraphe": u"catastrophe",
    u"younf": u"young",
    u"eletric": u"electric",
    u"demotape": u"demo tape",
    u"Stell": u"Stell", # surname
    u"Wons": u"Wons", # plural Asian family name
    u"latvia": u"Latvia",
    u"latvian": u"Latvian",
    u"estonia": u"Estonia",
    u"estonian": u"Estonian",
    u"poland": u"Poland",
    u"budapest": u"Budapest",
    u"prague": u"Prague",
    u"tumoltuous": u"tumultuous",
    u"frustraterd": u"frustrated",
    u"distinguied": u"distinguished",
    u"meance": u"menace",
    u"delicous": u"delicious",
    u"mischivious": u"mischievous",
    u"machiene": u"machine",
    u"circius": u"circus",
    u"deserrt": u"desert",
    u"wackey": u"wacky",
    u"happieness": u"happiness",
    u"stregth": u"strength",
    u"issac": u"Isaac",
    u"ingnored": u"ignored",
    u"opeining": u"opening",
    u"incredbily": u"incredibly",
    u"feirce": u"fierce",
    u"grousomely": u"gruesomely",
    u"asisting": u"assisting",
    u"dilapitated": u"dilapidated",
    u"sattilites": u"satellites",
    u"accerlating": u"accelerating",
    u"therodynamic": u"thermodynamic",
    u"prognastic": u"prognostic",
    u"borded": u"boarded",
    u"incipent": u"incipient",
    u"benificence": u"beneficence",
    u"provices": u"provinces",
    u"situtation": u"situation",
    u"solemny": u"solemnly",
    u"eclesiastic": u"ecclesiastic",
    u"neurality": u"neutrality",
    u"overan": u"overran",
    u"argreement": u"agreement",
    u"mischieif": u"mischief",
    u"inconvienient": u"inconvenient",
    u"discreete": u"discrete",
    u"dissapproval": u"disapproval",
    u"saphires": u"sapphires",
    u"arond": u"around",
    u"skandinavian": u"Scandinavian",
    u"inhabitated": u"inhabited",
    u"Hime": u"Hime", # Asian name
    u"improsonment": u"imprisonment",
    u"terrritory": u"territory",
    u"leadind": u"leading",
    u"expenditions": u"expeditions",
    u"diplopatic": u"diplomatic",
    u"empirial": u"imperial",
    u"hungarly": u"hungary",
    u"ploted": u"plotted",
    u"terrrorists": u"terrorists",
    u"editied": u"edited",
    u"composea": u"compose",
    u"dissastisfaction": u"dissatisfaction",
    u"twentyeight": u"twenty eight",
    u"repsective": u"respective",
    u"introducted": u"introduced",
    u"absorpted": u"absorbed",
    u"remanet": u"remnant",
    u"pursuiting": u"pursuing",
    u"surreneded": u"surrendered",
    u"westard": u"westward",
    u"inaccurated": u"inaccurate",
    u"themseleves": u"themselves",
    u"ailled": u"allied",
    u"ailles": u"allies",
    u"extented": u"extended",
    u"begnning": u"beginning",
    u"consisited": u"consisted",
    u"adjuncted": u"adjoined",
    u"cotemporary": u"contemporary",
    u"unbetean": u"unbeaten",
    u"invloving": u"involving",
    u"sepearate": u"separate",
    u"garadens": u"gardens",
    u"largerst": u"largest",
    u"dvelopment": u"development",
    u"eastates": u"estates",
    u"athelitics": u"athletics",
    u"moldovan": u"Moldovan",
    u"Androgeny": u"Androgeny", # company name
    u"reccommendations": u"recommendations",
    u"buing": u"buying",
    u"sampole": u"sample",
    u"sms": u"SMS",
    u"advertisings": u"advertising",
    u"continouosny": u"continuously",
    u"Sametime": u"Sametime", # software product
    u"Wearhouse": u"Wearhouse", # US store
    u"wawe": u"wave",
    u"wawes": u"waves",
    u"durning": u"during",
    u"vikings": u"Vikings",
    u"employement": u"employment",
    u"phonix": u"phoenix",
    u"consoladated": u"consolidated",
    u"punjabi": u"Punjabi",
    u"helichopters": u"helicopters",
    u"severily": u"severely",
    u"getthos": u"ghettos",
    u"inteviews": u"interviews",
    u"dramaticaly": u"dramatically",
    u"foreigh": u"foreign",
    u"beggs": u"begs",
    u"nite": u"night",
    u"niteclub": u"nightclub",
    u"reveiw": u"review",
    u"ove": u"over",
    u"systme": u"system",
    u"Falme": u"Falme", # fictional placename
    u"frech": u"French",
    u"Els": u"Els", # Spanish surname
    u"harmone": u"hormone",
    u"flavoures": u"flavours",
    u"Bew": u"Bew", # surname
    u"roproduction": u"reproduction",
    u"photograhic": u"photographic",
    u"haitian": u"Haitian",
    u"Sallys": u"Sally's",
    u"porcipine": u"porcupine",
    u"nacionalist": u"nationalist",
    u"positivly": u"positively",
    u"avaialable": u"available",
    u"evey": u"every",
    u"chineese": u"Chinese",
    u"studentds": u"students",
    u"alott": u"allot",
    u"imprortant": u"important",
    u"dissolvence": u"dissolution",
    u"posponed": u"postponed",
    u"althorough": u"although",
    u"coridore": u"corridor",
    u"longitudal": u"longitudinal",
    u"lovcomotives": u"locomotives",
    u"clas": u"class",
    u"technicall": u"technical",
    u"repostioning": u"repositioning",
    u"coridor": u"corridor",
    u"agressor": u"aggressor",
    u"invlove": u"involve",
    u"legaly": u"legally",
    u"sevices": u"services",
    u"indefinitiely": u"indefinitely",
    u"abadonned": u"abandoned",
    u"annonuced": u"announced",
    u"cordiore": u"corridor",
    u"menufacturers": u"manufacturers",
    u"additionaly": u"additionally",
    u"probablest": u"most probable",
    u"ancestrial": u"ancestral",
    u"perimetre": u"perimeter",
    u"ourskirts": u"outskirts",
    u"archs": u"arches",
    u"agtes": u"gates",
    u"pathing": u"passing",
    u"vertice": u"vertex",
    u"behing": u"behind",
    u"connotaion": u"connotation",
    u"culrtual": u"cultural",
    u"wattower": u"watchtower",
    u"wtachtower": u"watchtower",
    u"repesctively": u"respectively",
    u"abandonement": u"abandonment",
    u"constructin": u"construction",
    u"ethe": u"the",
    u"stylew": u"style",
    u"oriingal": u"original",
    u"pavillion": u"pavilion",
    u"repectively": u"respectively",
    u"gogin": u"going",
    u"imperical": u"imperial",
    u"magestic": u"majestic",
    u"renumeration": u"remuneration",
    u"annaul": u"annual",
    u"secretarys": u"secretary's",
    u"materails": u"materials",
    u"balast": u"ballast",
    u"sufficied": u"sufficed",
    u"decidded": u"decided",
    u"outerspace": u"outer space",
    u"biscuts": u"biscuits",
    u"whelchair": u"wheelchair",
    u"yers": u"years",
    u"soverein": u"sovereign",
    u"varried": u"varied",
    u"earlly": u"early",
    u"estimed": u"esteemed",
    u"conquere": u"conquer",
    u"centuaries": u"centuries",
    u"contigencies": u"contingencies",
    u"rouguish": u"roughish",
    u"biten": u"bitten",
    u"interfer": u"interfere",
    u"circunstances": u"circumstances",
    u"fallowed": u"followed",
    u"gladitorial": u"gladiatorial",
    u"abadoned": u"abandoned",
    u"interogate": u"interrogate",
    u"fearlesness": u"fearlessness",
    u"innefective": u"ineffective",
    u"retrun": u"return",
    u"similary": u"similarly",
    u"headress": u"headdress",
    u"specifing": u"specifying",
    u"hallucenagenic": u"hallucinogenic",
    u"valeys": u"valleys",
    u"vegatation": u"vegetation",
    u"clifs": u"cliffs",
    u"consititutes": u"constitutes",
    u"stablished": u"established",
    u"stablishes": u"establishes",
    u"subsequents": u"subsequent",
    u"crearly": u"clearly",
    u"orography": u"orthography",
    u"regading": u"regarding",
    u"occuping": u"occupying",
    u"populaion": u"population",
    u"decissively": u"decisively",
    u"linkig": u"linking",
    u"acceses": u"accesses",
    u"munipality": u"municipality",
    u"arqueology": u"archaeology",
    u"fstival": u"festival",
    u"earthern": u"earthen",
    u"independend": u"independent",
    u"investement": u"investment",
    u"industiralisation": u"industrialisation",
    u"litarature": u"literature",
    u"attarcted": u"attracted",
    u"pervalent": u"prevalent",
    u"ditrict": u"district",
    u"tweleve": u"twelve",
    u"woth": u"worth",
    
    
    u"squadon": u"squadron",
    u"rendevouz": u"rendezvous",
    u"gnerally": u"generally",
    u"tthe": u"the",
    u"upsteam": u"upstream",
    u"incincere": u"insincere",
    u"scury": u"scurvy",
    u"iontention": u"intention",
    u"moscow": u"Moscow",
    u"kansas": u"Kansas",
    u"tordadow": u"tornado",
    u"aggresion": u"aggression",
    u"jumpoed": u"jumped",
    u"wher": u"where",
    u"lanturn": u"lantern",
    u"slimey": u"slimy",
    u"debri": u"debris",
    u"depeneded": u"depended",
    u"stangely": u"strangely",
    u"cascket": u"casket",
    u"maginificent": u"magnificent",
    u"boistrous": u"boisterous",
    u"beastial": u"bestial",
    u"semt": u"sent",
    u"blesssing": u"blessing",
    u"privleges": u"privileges",
    u"Persin": u"Persian",
    u"Shirl": u"Shirl",
    u"Mony": u"Mony",
    u"Misson": u"Misson", # surname
    u"metrpolitan": u"metropolitan",
    u"panama": u"Panama",
    u"medivial": u"medieval",
    u"Sone": u"Sone", # Asian surname
    u"undoubtately": u"undoubtedly",
    u"residense": u"residence",
    u"tenesee": u"Tenesee",
    u"Feld": u"Feld", # surname
    u"centigade": u"centigrade",
    u"michigan": u"Michigan",
    u"anatolia": u"Anatolia",
    u"cattles": u"cattle",
    u"remanent": u"remnant",
    u"Hinduisum": u"Hinduism",
    u"conquset": u"conquest",
    u"follws": u"follows",
    u"nomedic": u"nomadic",
    u"oppartunities": u"opportunities",
    u"staement": u"statement",
    u"malenia": u"millenia",
    u"referrance": u"reference",
    u"oriantal": u"Oriental",
    u"civilazation": u"civilization",
    u"archialogical": u"archaeological",
    u"thosands": u"thousands",
    u"geniological": u"genealogical",
    u"heridatery": u"hereditary",
    u"enodgeny": u"endogeny",
    u"expiriment": u"experiment",
    u"mulit": u"multi",
    u"outting": u"outing",
    u"gratuation": u"graduation",
    u"moneky": u"monkey",
    u"outstandy": u"outstanding",
    u"supposively": u"supposedly",
    u"suvivle": u"survival",
    u"maitenance": u"maintenance",
    u"exsist": u"exist",
    u"gorss": u"gross",
    u"inconciderate": u"inconsiderate",
    u"cauing": u"causing",
    u"concuct": u"concoct",
    u"ciculate": u"circulate",
    u"mortitian": u"mortician",
    u"embaumed": u"embalmed",
    u"embarasses": u"embarrasses",
    u"endoresemt": u"endorsement",
    u"telekentic": u"telekinetic",
    u"retalliate": u"retaliate",
    u"caffine": u"caffeine",
    u"disreguard": u"disregard",
    u"whil": u"while",
    u"distrubied": u"distributed",
    u"scacred": u"sacred",
    u"boomarang": u"boomerang",
    u"nostop": u"nonstop",
    u"shool": u"school",
    u"incomptence": u"incompetence",
    u"gothicly": u"gothically",
    u"lackies": u"lackeys",
    u"interesingly": u"interestingly",
    u"tortises": u"tortoises",
    u"marahton": u"marathon",
    u"profites": u"profits",
    u"tranmigrated": u"transmigrated",
    u"dorminant": u"dormant",
    u"assimulate": u"assimilate",
    u"envoke": u"invoke",
    u"reascued": u"rescued",
    u"electonics": u"electronics",
    u"onced": u"once",
    u"leviation": u"levitation",
    u"sucumbing" :u"succumbing",
    u"remainining": u"remaining",
    u"possed": u"posed",
    u"disrepective": u"disrepectful",
    u"oilve": u"olive",
    u"retieve": u"retrieve",
    u"musesum": u"museum",
    u"usings": u"using",
    u"stripps": u"strips",
    u"unware": u"unaware",
    u"lisptick": u"lipstick",
    u"festivive": u"festive",
    u"fossiled": u"fossilized",
    u"dersert": u"dessert",
    u"arrivied": u"arrived",
    u"reinact": u"reenact",
    u"meduim": u"medium",
    u"whilte": u"white",
    u"pernnial": u"perennial",
    u"flowes": u"flowers",
    u"fragant": u"fragrant",
    u"reuntied": u"reunited",
    u"monsson": u"monsoon",
    u"speedly": u"speedily",
    u"messager": u"messenger",
    u"newmoon": u"new moon",
    u"inpeace": u"in peace",
    u"conditon": u"condition",
    u"rescourse": u"recourse",
    u"becaue": u"because",
    u"desred": u"desired",
    u"cityof": u"city of",
    u"tousand": u"thousand",
    u"alwaysbe": u"always be",
    u"continualy": u"continually",
    u"vantiy": u"vanity",
    u"theplough": u"the plough",
    u"thouand": u"thousand",
    u"invitiation": u"invitation",
    u"pretened": u"pretended",
    u"digresssions": u"digressions",
    u"diguised": u"disguised",
    u"districs": u"districts",
    u"eqidistant": u"equidistant",
    u"headquarers": u"headquarters",
    u"contigous": u"contiguous",
    u"quaried": u"quarried",
    u"dowmstreams": u"downstream",
    u"aparrently": u"apparently",
    u"interesing": u"interesting",
    u"increaing": u"increasing",
    u"stradlling": u"straddling",
    u"superindent": u"superintendent",
    u"folliage": u"foliage",
    u"bunglows": u"bungalows",
    u"pwerstation": u"powerstation",
    u"provining": u"providing",
    u"windind": u"winding",
    u"brigde": u"bridge",
    u"litteracy": u"literacy",
    u"provinding": u"providing",
    u"manufactuing": u"manufacturing",
    u"travell": u"travel",
    u"marvelouse": u"marvellous",
    u"breacks": u"breaks",
    u"chapionship": u"championship",
    u"colonizeres": u"colonists",
    u"forfits": u"forfeits",
    u"awsome": u"awesome",
    u"pricinpal": u"principal",
    u"exerimental": u"experimental",
    u"triginomitry": u"trigonometry",
    u"vllage": u"village",
    u"convereted": u"converted",
    u"tunnnels": u"tunnels",
    u"replacemnet": u"replacement",
    u"proformed": u"performed",
    u"idenfication": u"identification",
    u"eqiulibrium": u"equilibrium",
    u"orgininally": u"originally",
    u"appealate": u"appellate",
    u"chamions": u"champions",
    u"askes": u"asks",
    u"exclam": u"exclaim",
    #u"prepostion": u"preposition", # too many false positives
    u"posssed": u"possessed",
    u"chonicles": u"chronicles",
    u"modues": u"modules",
    u"addional": u"additional",
    u"antrhologies": u"anthologies",
    u"prisioner": u"prisoner",
    u"challegnes": u"challenges",
    u"availanle": u"available",
    u"converstaion": u"conversation",
    u"weddding": u"wedding",
    u"onj": u"on",
    u"featued": u"featured",
    u"minitaur": u"miniature",
    u"defende": u"defend",
    u"killeed": u"killed",
    u"expoused": u"espoused",
    u"spirts": u"spirits",
    u"marriagable": u"marriageable",
    u"expetency": u"expectancy",
    u"certianly": u"certainly",
    u"prenuptual": u"prenuptial",
    u"educaction": u"education",
    u"privilages": u"privileges",
    u"punishements": u"punishments",
    u"forcebly": u"forcibly",
    u"expetancy": u"expectancy",
    u"threedimensional": u"three dimensional",
    u"overlayed": u"overlaid",
    u"variences": u"variances",
    u"implantantion": u"implantation",
    u"Abou": u"Abou", # Arabic name
    u"serpants": u"serpents",
    u"alchool": u"alcohol",
    u"gimnast": u"gymnast",
    u"standart": u"standard",
    u"devon": u"Devon",
    u"acomerdation": u"accommodation",
    u"skedueled": u"scheduled",
    u"refubished": u"refurbished",
    u"durham": u"Durham",
    u"resurant": u"restaurant",
    u"refubishment": u"refurbishment",
    u"lovenly": u"lovely",
    u"Hitlers": u"Hitler's",
    u"scarcies": u"scarcities",
    u"caugth": u"caught",
    u"distacated": u"distracted",
    u"territoires": u"territories",
    u"objetives": u"objectives",
    u"participied": u"participate",
    u"uhknowed": u"unknown",
    u"remaiined": u"remained",
    u"includign": u"including",
    u"tollerans": u"tolerance",
    u"andalusian": u"Andalusian",
    u"everest": u"Everest",
    u"slovenia": u"Slovenia",
    u"twelveth": u"twelfth",
    u"suboridinates": u"subordinates",
    u"angery": u"angry",
    u"inclunding": u"including",
    u"appartement": u"apartment",
    u"impregnanted": u"impregnated",
    u"specifie": u"specify",
    u"clambing": u"clanging",
    u"ket": u"key",
    u"Ket": u"Ket",
    u"authorizathion": u"authorization",
    u"battey": u"battery",
    u"vitrually": u"virtually",
    u"deliquent": u"delinquent",
    u"sereverely": u"severely",
    u"predjudice": u"prejudice",
    u"overshadowned": u"overshadowed",
    u"hierarchial": u"hierarchical",
    u"steretype": u"stereotype",
    u"widepread": u"widespread",
    u"steretypical": u"stereotypical",
    u"writtren": u"written",
    u"theselves": u"themselves",
    u"ealiest": u"earliest",
    u"christianity": u"Christianity",
    u"questionning": u"questioning",
    u"ws": u"was",
    u"duing": u"during",
    u"subseqent": u"subsequent",
    u"Viginia": u"Virginia",
    u"gettig": u"getting",
    u"ameteur": u"amateur",
    u"sombe": u"sombre",
    u"froce": u"force",
    u"stiking": u"striking",
    u"volunatary": u"voluntary",
    u"invertion": u"inversion",
    u"fihgter": u"fighter",
    u"conquerring": u"conquering",
    u"venageance": u"vengeance",
    u"rescorsuce": u"resource",
    u"alli": u"ally",
    u"alrtairy": u"artilery",
    u"defet": u"defeat",
    u"mezmerized": u"mesmerized",
    u"phyton": u"python",
    u"complemet": u"complement",
    u"uncoming": u"upcoming",
    u"voised": u"voiced",
    u"advancment": u"advancement",
    u"stepdaugther": u"stepdaughter",
    u"characther": u"character",
    u"robbering": u"robbing",
    u"eltocutes": u"electrocutes",
    u"extortianist": u"extortionist",
    u"triva": u"trivia",
    u"furance": u"furnace",
    u"windmil": u"windmill",
    u"enguaed": u"engaged",
    u"sorid": u"sordid",
    u"cerebally": u"cerebrally",
    u"intitially": u"initially",
    u"metamorphasis": u"metamorphosis",
    u"snaping": u"snapping",
    u"missonaries": u"missionaries",
    u"litte": u"little",
    u"commsissioners": u"commissioners",
    u"arhaeologic": u"archaeologic",
    u"buuilt": u"built",
    u"pictutre": u"picture",
    u"jurisiction": u"jurisdiction",
    u"pratice": u"practice",
    u"interestlingly": u"interestingly",
    u"abd": u"and",
    u"Abd": u"Abd", # Arabic name
    u"swepth": u"swept",
    u"bannded": u"banned",
    u"succede": u"succeed",
    u"insited": u"insisted",
    u"norther": u"northern",
    u"prelimary": u"preliminary",
    u"ecompassed": u"encompassed",
    u"resulty": u"result",
    u"defeding": u"defending",
    u"daugthers": u"daughters",
    u"revloution": u"revolution",
    u"controversail": u"controversial",
    u"staes": u"states",
    u"depoosits": u"deposits",
    u"bisceted": u"bisected",
    u"administerd": u"administered",
    u"girlfiiend": u"girlfriend",
    u"catehgories": u"categories",
    u"uneffective": u"ineffective",
    u"intire": u"entire",
    u"convineantly": u"conveniently",
    u"sweares": u"swears",
    u"hallusinagen": u"hallucinogen",
    u"responisible": u"responsible",
    u"lefted": u"left",
    u"ressurect": u"resurrect",
    u"ressurecting": u"resurrecting",
    u"whitnesed": u"witnessed",
    u"ressucted": u"resurrected",
    u"leage": u"league",
    u"bertays": u"betrays",
    u"uncleaness": u"uncleanness",
    u"expains": u"explains",
    u"corpes": u"corpse",
    u"customed": u"custom",
    u"weaponds": u"weapons",
    u"prosthectic": u"prosthetic",
    u"compard": u"compared",
    u"viccisitudes": u"vicissitudes",
    u"incongrous": u"incongruous",
    u"ancedotes": u"anecdotes",
    u"actaually": u"actually",
    u"raea": u"area",
    u"dysfuntional": u"dysfunctional",
    u"cooloest": u"coolest",
    u"kepy": u"kept",
    u"milleniums": u"millenniums",
    u"otherhand": u"other hand",
    u"backalleys": u"back alleys",
    u"backalley": u"back alley",
    u"obect": u"object",
    u"resigation": u"resignation",
    u"algortihm": u"algorithm",
    u"repects": u"respects",
    u"repect": u"respect",
    u"kangeroos": u"kangaroos",
    u"simalarity": u"similarity",
    u"papaer": u"paper",
    u"measunderstanding": u"misunderstanding",
    u"exating": u"exacting",
    u"somwhat": u"somewhat",
    u"continueous": u"continuous",
    u"soldifies": u"solidifies",
    u"extentablity": u"extensibility",
    u"deliever": u"deliver",
    u"ressurrect": u"resurrect",
    u"servere": u"severe",
    u"strentgh": u"strength",
    u"abesence": u"absence",
    u"tenchnique": u"technique",
    u"asummed": u"assumed",
    u"upperhand": u"upper hand",
    u"lession": u"lesson",
    u"intereference": u"interference",
    u"acupucture": u"acupuncture",
    u"easthern": u"eastern",
    u"universially": u"universally",
    u"inconvience": u"inconvenience",
    u"insperational": u"inspirational",
    u"huys": u"guys",
    u"onenight": u"one night",
    u"youger": u"younger",
    u"episoide": u"episode",
    u"protal": u"portal",
    u"cutlure": u"culture",
    u"pronunciated": u"pronounced",
    u"centural": u"central",
    u"honouable": u"honourable",
    u"healty": u"healthy",
    u"protragonist": u"protagonist",
    u"wasy": u"easy",
    u"polotician": u"politician",
    u"entrace": u"entrance",
    u"animousity": u"animosity",
    u"illegemate": u"illegitimate",
    u"herbavor": u"herbivore",
    u"entrie": u"entire",
    u"centries": u"centuries",
    u"commentries": u"commentaries",
    u"entriely": u"entirely",
    u"documentries": u"documentaries",
    u"farse": u"farce",
    u"biast": u"biased",
    u"skewwed": u"skewed",
    u"hororary": u"honorary",
    u"seiously": u"seriously",
    u"jamaican": u"Jamaican",
    u"volvanic": u"volcanic",
    u"attractiv": u"attractive",
    u"affraid": u"afraid",
    u"reguler": u"regular",
    u"chyenne": u"Cheyenne",
    u"frequentaly": u"frequently",
    u"scientificial": u"scientific",
    u"oceanice": u"oceanic",
    u"controversil": u"controversial",
    u"transfromation": u"transformation",
    u"infaltion": u"inflation",
    u"integarated": u"integrated",
    u"volnatory": u"voluntary",
    u"instaled": u"installed",
    u"subrub": u"suburb",
    u"schedualed": u"scheduled",
    u"lokal": u"local",
    u"twnty": u"twenty",
    u"borned": u"born",
    u"flaute": u"flute",
    u"phillarmonic": u"philharmonic",
    u"altime": u"alltime",
    u"bioligy": u"biology",
    u"faled": u"failed",
    u"dering": u"during",
    u"Dering": u"Dering", # Surname
    u"beirth": u"birth",
    u"indiguenous": u"indigenous",
    u"paiting": u"painting",
    u"pcture": u"picture",
    u"larwence": u"Larwence",
    u"weston": u"Weston",
    u"asociation": u"association",
    u"negetive": u"negative",
    u"consistend": u"consistent",
    u"Lier": u"Lier", # place name
    u"redical": u"radical",
    u"redicals": u"radicals",
    u"partiton": u"partition",
    u"culd": u"could",
    u"performe": u"perform",
    u"polititions": u"politicians",
    u"specilay": u"especially",
    u"backbon": u"backbone",
    u"feld": u"felt",
    u"Verus": u"Verus", # Latin surname
    u"Fromer": u"Fromer", # surname
    u"temporory": u"temporary",
    u"sanskrit": u"Sanskrit",
    u"Piller": u"Piller", # surname
    u"enterteinment": u"entertainment",
    u"sinlge": u"single",
    u"refferd": u"referred",
    u"musiciam": u"musician",
    u"marothon": u"marathon",
    u"minites": u"minutes",
    u"singopore": u"Singapore",
    u"brigedier": u"brigadier",
    u"articlees": u"articles",
    u"rasism": u"racism",
    u"copiright": u"copyright",
    u"shortharied": u"shorthaired",
    u"photogaph": u"photograph",
    u"genaral": u"general",
    u"tranformers": u"transformers",
    u"tranformer": u"transformer",
    u"kent": u"Kent",
    u"neihbourhood": u"neighbourhood",
    u"sheffield": u"Sheffield",
    u"schot": u"shot",
    u"poplutation": u"population",
    u"bottem": u"bottom",
    u"holadays": u"holidays",
    u"Wholey": u"Wholey", # surname
    u"tranining": u"training",
    u"locotive": u"locomotive",
    u"yorkshire": u"Yorkshire",
    u"scotland": u"Scotland",
    u"remarably": u"remarkably",
    u"Heald": u"Heald", # surname
    u"Cd": u"Cd",
    u"sophisitcated": u"sophisticated",
    u"Whent": u"Whent", # surname
    u"helsonki": u"Helsinki",
    u"announecd": u"announced",
    u"fottballer": u"footballer",
    u"separeted": u"separated",
    u"chemisty": u"chemistry",
    u"Singel": u"Singel", # surname
    u"Boyes": u"Boyes", # surname
    u"friendlyness": u"friendliness",
    u"fictionlised": u"fictionalised",
    u"fictionl": u"fictional",
    u"microcasm": u"microcosm",
    u"Weer": u"Weer", # surname
    u"Gour": u"Gour", # name
    u"Tring": u"Tring",
    u"Lossing": u"Lossing", # surname
    u"myterious": u"mysterious",
    u"deciet": u"deceit",
    u"decietful": u"deceitful",
    u"appaulingly": u"appallingly",
    u"everyhting": u"everything",
    u"disentigrating": u"disintegrating",
    u"disentigrate": u"disintegrate",
    u"disentigrated": u"disintegrated",
    u"disentigrates": u"disintegrates",
    u"vertilation": u"ventilation",
    u"snear": u"sneer",
    u"vaccin": u"vaccine",
    u"expence": u"expense",
    u"soaial": u"social",
    u"indivuality": u"individuality",
    u"aweful": u"awful",
    u"femminist": u"feminist",
    u"femminists": u"feminists",
    u"femminism": u"feminism",
    u"esconsed": u"ensconced",
    u"vievs": u"views",
    u"viev": u"view",
    u"vieved": u"viewed",
    u"purpouse": u"purpose",
    u"purpouses": u"purposes",
    u"afront": u"affront",
    #2007-Feb-18
    u"pourly": u"poorly",
    u"accessery": u"accessory",
    u"corollory": u"corollary",
    u"disippate": u"dissipate ",
    u"elevater": u"elevator",
    u"irritible": u"irritable",
    u"miniscule": u"minuscule",
    u"pityful": u"pitiful",
    u"procesed": u"processed",
    u"relavant": u"relevant",
    u"wastefull": u"wasteful",
    u"twelwe": u"twelve",
    u"Hs": u"Hs",
    u"moniters": u"monitors",
    #2007-Feb-15
    u"columbian": u"Columbian",
    u"pennsylcania": u"Pennsylvania",
    #2007-Feb-13
    u"czechsolvakia": u"Czechoslovakia",
    u"inturrupted": u"interupted",
    u"eclispse": u"eclipse",
    u"minimul": u"minimal",
    u"ketboard": u"keyboard",
    #2007-Feb-09
    u"Berkely": u"Berkeley",
    u"authetic": u"authentic",
    u"Tallent": u"Tallent", # surname
    #2007-Feb-05
    u"anarexic": u"anorexic",
    #2007-Jan-30
    u"Februar": u"Februar",
    #2007-Jan-28
    u"Juli": u"Juli", # Female name
    U"Herat": u"Herat",
    #2007-Jan-24
    u"develloped": u"developed",
    #2007-Jan-20
    u"typicall": u"typical",
    u"hender": u"hinder",
    #2007-Jan-18
    u"Ater": u"Ater", # (Biblical?) name
    "Thess": u"Thess", # Abbreviation for book of Thessalonians
    u"Rable": u"Rable", # Surname
    u"advantanced": u"advanced",
    u"Marri": u"Marri", # name
    u"findes": u"finds",
    u"noblility": u"nobility",
    u"gymnasyums": u"gymnasiums",
    u"preciding": u"presiding",
    u"devine": u"divine",
    u"Devine": u"Devine", # Surname
    u"Couse": u"Couse", # Surname
    #2007-Jan-17
    u"homogeneus": u"homogenous",
    u"mordenization": u"modernization",
    u"Soundwave": u"Soundwave", # name of a Transformer
    u"respectivily": u"respectively",
    u"honorory": u"honorary",
    u"albumn": u"album",
    #2007-Jan-16
    u"actror": u"actor",
    u"tamil": u"Tamil",
    u"aganecy": u"agency",
    u"apreciate": u"appreciate",
    u"teliphone": u"telephone",
    u"setuated": u"situated",
    u"fuedal": u"feudal",
    u"meaned": u"meaning",
    u"plce": u"place",
    u"nintenth": u"nineteenth",
    u"devolaped": u"developed",
    u"fudal": u"feudal",
    u"reforme": u"reform",
    u"reslt": u"result",
    u"feilds": u"fields",
    u"lacal": u"local",
    u"brothr": u"brother",
    u"essests": u"assets",
    u"othr": u"other",
    u"othar": u"other",
    u"broters": u"brothers",
    u"bycotted": u"boycotted",
    u"courrage": u"courage",
    u"enimies": u"enemies",
    u"strugling": u"struggling",
    u"devolepment": u"developmnet",
    u"grat": u"great",
    u"weving": u"weaving",
    u"favoutete": u"favourite",
    u"empror": u"emperor",
    u"texes": u"taxes",
    u"falt": u"fault",
    u"famly": u"family",
    u"prsons": u"persons",
    u"forefathr": u"forefather",
    u"saparat": u"separate",
    u"hotal": u"hotel",
    u"pesonality": u"personality",
    u"forfater": u"forefather",
    u"thwo": u"two",
    u"fourfather": u"forefather",
    u"himalian": u"Himalayan",
    u"educatd": u"educated",
    u"greduate": u"graduate",
    u"servayer": u"surveyor",
    u"cencess": u"census",
    u"survayed": u"surveyed",
    u"martyredom": u"martyrdom",
    u"methematics": u"mathematics",
    u"leurate": u"laureate",
    u"vally": u"valley",
    u"objectioned": u"objected",
    u"reffere": u"refer",
    u"languistics": u"linguistics",
    u"emmerged": u"emerged",
    u"litrature": u"literature",
    u"melinium": u"millennium",
    u"geographicaly": u"geographically",
    u"mejority": u"majority",
    u"languist": u"linguist",
    u"nerrated": u"narrated",
    u"languistic": u"linguistic",
    u"survay": u"survey",
    u"metter": u"matter",
    u"soldure": u"soldier",
    u"colligues": u"colleagues",
    u"prectised": u"practiced",
    u"sessin": u"session",
    u"footnots": u"footnotes",
    u"beloged": u"belonged",
    u"powerfill": u"powerful",
    u"regulerly": u"regularly",
    u"stenza": u"stanza",
    u"wrte": u"wrote",
    u"oness": u"oneness",
    u"parlized": u"paralyzed",
    u"apithap": u"epitaph",
    u"epithap": u"epitaph",
    u"calliber": u"caliber",
    u"religuious": u"religious",
    u"nothren": u"northern",
    u"favoutote": u"favourite",
    u"sattled": u"settled",
    u"nerby": u"nearby",
    u"profesion": u"profession",
    u"priented": u"printed",
    u"sesitive": u"sensitive",
    u"pasions": u"passions",
    u"Jhon": u"John",
    u"stretegical": u"strategic",
    u"tearfullness": u"tearfulness",
    u"faliur": u"failure",
    u"primry": u"primary",
    u"custedy": u"custody",
    u"commettee": u"committee",
    u"appeare": u"appear",
    u"trevalage": u"travels",
    u"eddicted": u"evicted",
    u"netorius": u"notorious",
    u"sielent": u"silent",
    u"enthoism": u"enthusiasm",
    u"revealations": u"revelations",
    u"veses": u"verses",
    u"gripp": u"grip",
    u"sikness": u"sickness",
    u"importants": u"important",
    u"postmartum": u"postmortem",
    u"calligarapher": u"calligrapher",
    u"deffrences": u"differences",
    u"fullfiled": u"fulfilled",
    u"wealtheast": u"wealthiest",
    u"minarat": u"minaret",
    u"hamalayas": u"Himalayas",
    u"aleviation": u"elevation",
    u"peacks": u"peaks",
    u"memorundom": u"memorandum",
    u"mamed": u"named",
    u"lagislative": u"legislative",
    u"incompleted": u"uncompleted",
    u"instlalled": u"installed",
    u"historiens": u"historians",
    u"natonal": u"national",
    u"midle": u"middle",
    u"bothe": u"both",
    u"stregity": u"strategy",
    u"assebly": u"assembly",
    u"compeny": u"company",
    u"brothe": u"brother",
    u"crickrt": u"cricket",
    u"architact": u"architect",
    u"enginear": u"engineer",
    u"digree": u"degree",
    u"essets": u"assets",
    u"easterm": u"eastern",
    u"ruppee": u"rupee",
    u"provids": u"provides",
    u"presidant": u"president",
    u"inegurated": u"inaugurated",
    u"fedarl": u"federal",
    u"palastine": u"Palestine",
    u"prezidant": u"president",
    u"propert": u"property",
    u"rebies": u"rabies",
    u"spred": u"spread",
    u"indipandant": u"independant",
    u"launchin": u"launching",
    u"resurvaye": u"resurveyed",
    u"demaged": u"damaged",
    u"eartquake": u"earthquake",
    u"aggitating": u"agitating",
    u"comettee": u"committee",
    u"graviences": u"grievances",
    u"adhock": u"ad hoc",
    u"decion": u"decision",
    u"setember": u"September",
    u"unonimously": u"unanimously",
    u"uncontionally": u"unconditionally",
    u"vacent": u"vacant",
    u"councilar": u"councillor",
    u"condidature": u"candidature",
    u"resulution": u"resolution",
    u"hatefull": u"hateful",
    u"prohet": u"prophet",
    u"coligues": u"colleagues",
    u"shamfull": u"shameful",
    u"animy": u"enemy",
    u"wictoms": u"victims",
    u"suprem": u"supreme",
    u"emborgo": u"embargo",
    u"palaza": u"plaza",
    u"herat": u"heart",
    u"attacke": u"attack",
    u"proviencial": u"provincial",
    u"favrout": u"favourite",
    u"becons": u"beacons",
    u"physision": u"physician",
    u"comoser": u"composer",
    u"belove": u"beloved",
    u"prsonality": u"personality",
    u"piller": u"pillar",
    u"indepandance": u"independence",
    u"telephon": u"telephone",
    u"cheipest": u"cheapest",
    u"devolpe": u"developed",
    u"distric": u"district",
    u"governce": u"governance",
    u"accoprding": u"according",
    u"mony": u"money",
    u"withen": u"within",
    u"agritulture": u"agriculture",
    u"co-oprateed": u"cooperated",
    u"confidance": u"confidence",
    u"starte": u"started",
    u"saparated": u"separated",
    u"assessinated": u"assassinated",
    u"angaged": u"engaged",
    u"telifonic": u"telephonic",
    u"constrcted": u"constructed",
    u"prectising": u"practicing",
    u"rilling": u"ruling",
    u"partry": u"party",
    u"constrective": u"constructive",
    u"certifate": u"certificate",
    u"cabenet": u"cabinet",
    u"ledgend": u"legend",
    u"greately": u"greatly",
    u"developmnet": u"development",
    u"contrector": u"contractor",
    #2007-Jan-14
    u"punic": u"Punic",
    u"accociated": u"associated",
    u"alcohlic": u"alcoholic",
    u"clothings": u"clothing",
    u"settelled": u"settled",
    u"manufactores": u"manufacturers",
    u"certificats": u"certificates",
    u"texilte": u"textile",
    u"suggeste": u"suggest",
    u"assosiation": u"association",
    u"brochititis": u"bronchitis",
    u"nglish": u"English",
    u"athele": u"athlete",
    u"humback": u"humpback",
    u"honoary": u"honorary",
    u"accured": u"occurred",
    u"abalities": u"abilities",
    u"schollars": u"scholars",
    u"nams": u"names",
    u"hous": u"house",
    u"trevellors": u"travellers",
    u"curreent": u"current",
    u"familieis": u"families",
    u"rligious": u"religious",
    u"schollar": u"scholar",
    u"handkerchife": u"handkerchief",
    u"accidand": u"accident",
    u"decads": u"decades",
    u"professins": u"professions",
    u"modren": u"modern",
    u"quilified": u"qualified",
    u"depandent": u"dependent",
    u"incom": u"income",
    u"servecing": u"servicing",
    u"genratin": u"generation",
    u"reprezentatives": u"representatives",
    u"gentelman": u"gentleman",
    u"taeching": u"teaching",
    u"aducate": u"educate",
    u"precticing": u"practicing",
    u"laboretris": u"laboratories",
    u"srvicing": u"servicing",
    u"prson": u"person",
    u"dupty": u"deputy",
    u"countroller": u"controller",
    u"millitry": u"military",
    u"genitics": u"genetics",
    u"genrations": u"generations",
    u"speadily": u"speedily",
    u"dominented": u"dominated",
    u"grouth": u"growth",
    u"evrage": u"average",
    u"genral": u"general",
    u"aproximatly": u"approximately",
    u"doughters": u"daughters",
    u"merriges": u"marriages",
    u"aspecially": u"especially",
    u"axpected": u"expected",
    u"accidant": u"accident",
    u"colliguen": u"colleague",
    u"coines": u"coins",
    u"disturbe": u"disturb",
    u"martyerdom": u"martyrdom",
    u"rullar": u"ruler",
    u"persion": u"Persian",
    u"epithape": u"epitaph",
    u"repotition": u"reputation",
    u"fedral": u"federal",
    u"boyes": u"boys",
    u"primery": u"primary",
    u"satteled": u"settled",
    u"interection": u"interaction",
    u"caligrapher": u"calligrapher",
    u"brke": u"broke",
    u"forign": u"foreign",
    u"tregidies": u"tragedies",
    u"thair": u"their",
    u"meternal": u"maternal",
    u"ecamic": u"academic",
    u"adoughter": u"a daughter",
    u"compensateed": u"compensated",
    u"orphen": u"orphan",
    u"merrige": u"marriage",
    u"wikh": u"with",
    u"accidend": u"accident",
    u"decleared": u"declared",
    u"funral": u"funeral",
    u"mertyres": u"martyrs",
    u"aniversery": u"anniversary",
    u"heald": u"held",
    u"proprty": u"property",
    u"murried": u"married",
    u"camofladged": u"camouflaged",
    u"choronology": u"chronology",
    u"thaie": u"thier",
    u"effectees": u"effects",
    u"reliefe": u"relief",
    u"parnership": u"partnership",
    u"marri": u"marry",
    u"voyag": u"voyage",
    u"robbry": u"robbery",
    u"helth": u"health",
    u"conditiones": u"conditions",
    u"readmited": u"readmitted",
    u"weding": u"wedding",
    u"oppration": u"operation",
    u"complecations": u"complications",
    u"unmerried": u"unmarried",
    u"decesion": u"decision",
    
    #2007-Jan-13
    u"regiement": u"regiment",
    u"throuh": u"through",
    u"enthousiastic": u"enthusiastic",
    u"euphomism": u"euphemism",
    u"instable": u"unstable",
    u"hostilic": u"holistic",
    u"peronal": u"personal",
    u"coordenation": u"coordination",
    u"concenring": u"concerning",
    u"appretance": u"apprentice",
    u"wwho": u"who",
    u"distrubing": u"disturbing",
    u"travle": u"travel",
    u"arrdvark": u"aadrvark",
    u"scean": u"scene",
    u"tranfer": u"transfer",
    #2007-Jan-12
    u"documetns": u"documents",
    u"candidatst": u"candidates",
    u"soveit": u"soviet",
    #2007-Jan-11
    u"emty": u"empty",
    u"begaining": u"beginning",
    u"ture": u"true",
    u"mounth": u"mouth",
    u"explaind": u"explained",
    u"whould": u"would",
    u"wraped": u"wrapped",
    u"cetroid": u"centroid",
    u"vity": u"city",
    u"expirience": u"experience",
    u"mazing": u"amazing",
    u"chaning": u"changing",
    u"signifant": u"significant",
    u"addion": u"addition",
    u"extenion": u"extension",
    u"natually": u"naturally",
    u"entertaimet": u"entertainment",
    u"fortunet": u"fortunate",
    u"incourage": u"encourage",
    u"aystem": u"system",
    u"sigar": u"cigar",
    u"aports": u"sports",
    #2007-Jan-10
    u"slovenian": u"Slovenian",
    u"mediterranean": u"Mediterranean",
    u"albun": u"album",
    u"albuns": u"albums",
    u"involes": u"involves",
    u"duelest": u"duelist",
    u"occures": u"occurs",
    u"summond": u"summoned",
    u"balarina": u"ballerina",
    u"euphimism": u"euphemism",
    u"airoport": u"airport",
    u"elahant": u"elephant",
    u"ellaphants": u"elephants",
    u"nepal": u"Nepal",
    u"kuwait": u"Kuwait",
    u"malaysia": u"Malaysia",
    u"bahrain": u"Bahrain",
    u"bangladesh": u"Bangladesh",
    u"qatar": u"Qatar",
    u"temparment": u"temperament",
    u"texan": u"Texan",
    u"oregon": u"Oregon",
    u"internatonally": u"internationally",
    u"biuld": u"build",
    u"intermittenly": u"intermittently",
        #2007-Jan-09
        u"idoit": u"idiot",
        u"portraid": u"portrait",
        u"eclecticc": u"eclectic",
    #2007-Jan-08
    u"scrutinty": u"scrutiny",
    u"Duell": u"Duell", # Surname
    u"pakistanis": u"Pakistanis",
    u"arabians": u"Arabians",
    #2006-Dec-19
    u"autum": u"autumn",
    u"Poors": u"Poors",
    u"surver": u"survey",
    #2006-Dec-16
    u"jourlnist": u"journalist",
    u"melodys": u"melodies",
    u"compere": u"compère",
    u"reble": u"rebel",
    u"Hite": u"Hite",
    u"Joung": u"Joung", # surname
    u"aveage": u"average",
    u"deploma": u"diploma",
    u"immportant": u"important",
    u"Wat": u"Wat", # proper noun, surname etc
    u"climat": u"climate",
    u"dutys": u"duties",
    u"centerof": u"center of",
    u"Wil": u"Wil", # male first name
    u"Faught": u"Faught", # surname
    u"renains": u"remains",
    u"Stear": u"Stear", # surname
    u"distincly": u"distinctly",
    #2006-Dec-15
    u"Strick": u"Strick", # surname
    u"Ebing": u"Ebing", # surname
    u"periferal": u"peripheral",
    u"lenghty": u"lengthy",
    u"Youngs": u"Youngs", # surname
    u"Aisia": u"Aisia", # female name
    u"Sommer": u"Sommer", # surname
    u"Shute": u"Shute", # surname
    #2006-Dec-14
    u"Sargeant": u"Sargeant", # surname
    u"Bourn": u"Bourn", # surname
    u"incredabally": u"incredibly",
    #2006-Dec-13
    u"Sherriff": u"Sherriff", # surname
    u"pagfe": u"page",
    u"vacume": u"vacuum",
    u"subconciousness": u"subconsciousness",
    u"attcked": u"attacked",
    u"incapeable": u"incapable",
    u"forceing": u"forcing",
    u"weild": u"wield",
    u"visbale": u"visible",
    u"Neary": u"Neary", # surname
    #2006-Dec-12
    u"acore": u"score",
    #2006-Dec-09
    u"suger": u"sugar",
    u"launguage": u"language",
    u"vetical": u"vertical",
    u"throtle": u"throttle",
    u"manchester": u"Manchester",
    u"modles": u"modules",
    u"Iarnrod": u"Iarnród",
    #2006-Dec-08
    u"willaim": u"William",
    u"Platial": u"Platial",
    u"eurpopean": u"European",
    u"badguys": u"bad guys",
    u"shrowd": u"shroud",
    u"weaing": u"wearing",
    u"gimick": u"gimmick",
    u"captuured": u"captured",
    u"gadets": u"gadgets",
    u"batte": u"battle",
    u"preseverance": u"perseverance",
    u"reencarnation": u"reincarnation",
    u"proected": u"protected",
    u"hidding": u"hiding",
    u"comrad": u"comrade",
    u"telaportation": u"teleportation",
    u"hopless": u"hopeless",
    u"unknwon": u"unknown",
    u"knews": u"news",
    u"invinsible": u"invisible",
    u"bithdate": u"birthdate",
    u"unknonwn": u"unknown",
    u"staded": u"stated",
    u"unknonw": u"unknown",
    u"possiblely": u"possibly",
    u"pampleth": u"pamphlet",
    u"whe": u"when",
    u"piereced": u"pierced",
    u"Exculibar": u"Excalibur",
    u"relms": u"realms",
    u"maks": u"masks",
    u"eygptian": u"Egyptian",
    u"poisonus": u"poisonous",
    u"flamming": u"flaming",
    u"criticallly": u"critically",
    u"cantonese": u"Cantonese",
    u"amtch": u"match",
    u"arquitecture": u"architecture",
    u"Dvd": u"DVD",
        #2006-Dec-05
        u"pleausure": u"pleasure",
        u"lables": u"labels",
        u"partecipation": u"participation",
        u"howetown": u"home town",
        u"usa": u"USA",
        u"Usa": u"USA",
        u"obstetrican": u"obstetrician",
        u"fiesty": u"feisty",
        u"ensomble": u"ensemble",
        u"abandonded": u"abandoned",
        u"misenterpreted": u"misinterpreted",
        u"unconstitually": u"unconstitutionally",
        u"corrupton": u"corruption",
        u"venezualan": u"Venezuelan",
        u"outsite": u"outside",
        u"musicain": u"musician",
        u"masqurading": u"masquerading",
        u"decideds": u"decided",
        u"distrubance": u"disturbance",
        u"obviosly": u"obviously",
        u"miscelleanous": u"miscellaneous",
        u"accpets": u"accepts",
        u"adolecence": u"adolescence",
        u"disturbence": u"disturbance",
        u"cring": u"crying",
        u"documenteries": u"documentaries",
        u"contemoprary": u"contemporary",
        u"penerate": u"penetrate",
        u"blindess": u"blindness",
        u"manison": u"mansion",
        u"newst": u"newest",
        u"sercet": u"secret",
        u"weclomed": u"welcomed",
        u"threws": u"throws",
        u"unweclomed": u"unwelcomed",
        u"narcissitic": u"narcissitic",
        u"sentinent": u"sentient",
        u"gelatenous": u"gelatinous",
        u"menancing": u"menacing",
        u"insideous": u"insidious",
        u"handkercheif": u"handkerchief",
        u"ingulfed": u"engulfed",
        u"princapal": u"principal",
        u"princtpal": u"principal",
        u"uder": u"under",
        u"environment": u"environment",
        u"agreemnet": u"agreement",
        u"intenational": u"international",
        u"appoinments": u"appointments",
        u"clasify": u"classify",
        u"apparantely": u"apparently",
        u"transferrence": u"transference",
        u"meete": u"meet",
        u"infitely": u"infinitely",
        u"imaginery": u"imaginary",
        u"realationships": u"relationships",
        u"duriation": u"duration",
        u"activiys": u"activities",
        u"througly": u"thoroughly",
        u"orientearing": u"orienteering",
        u"mountinous": u"mountainous",
        u"skiped": u"skipped",
        u"indipendence": u"independence",
        u"afrementioned": u"aforementioned",
        u"sorounded": u"surrounded",
        u"treachorously": u"treacherously",
        u"christmass": u"Christmas",
        u"turist": u"tourist",
        u"laundery": u"laundry",
        u"apperently": u"apparently",
        u"charackter": u"character",
        u"explsion": u"explosion",
        u"disembowled": u"disemboweled",
        u"pteradactyl": u"pterodactyl",
        u"strecher": u"stretcher",
        u"smaked": u"smacked",
        u"venon": u"venom",
        u"trown": u"thrown",
        u"compleatly": u"completely",
        u"alleric": u"allergic",
        u"intenstines": u"intestines",
        u"whirpool": u"whirlpool",
        u"splaterring": u"splattering",
        u"rediculously": u"ridiculously",
        u"repetleady": u"repeatedly",
        u"swalled": u"swallowed",
        u"lighning": u"lightning",
        u"imapled": u"impaled",
        u"segements": u"segments",
        u"momment": u"moment",
        u"cumilated": u"cumulated",
        u"vegatable": u"vegetable",
        u"weakpoint": u"weak point",
        u"tatoos": u"tattoos",
        u"approriately": u"appropriately",
        u"larthargic": u"lethargic",
        u"emegency": u"emergency",
        u"feauture": u"feature",
        #2006-Dec-04
        u"previsouly": u"previously",
        u"ekked": u"eked",
        u"respresented": u"represented",
        u"apocolypse": u"apocalypse",
        u"threatned": u"threatened",
        u"foder": u"fodder",
        u"origns": u"origins",
        u"skandinavia": u"Scandinavia",
        u"movtivated": u"motivated",
        u"idolatory": u"idolatry",
        u"inquistion": u"inquisition",
        u"crisade": u"crusade",
        u"muncipal": u"municipal",
        u"electons": u"elections",
        u"middleclass": u"middle class",
        u"dubiuos": u"dubious",
        u"punctuatione": u"punctuation",
        u"traingle": u"triangle",
        u"shyed": u"shied",
        u"inflaitable": u"inflatable",
        u"celeberty": u"celebrity",
        u"comotose": u"comatose",
        u"widly": u"wildly",
        u"greyhnounds": u"greyhounds",
        u"knowngly": u"knowingly",
        u"siutuation": u"situation",
        u"israaeli": u"Israeli",
        u"isntructions": u"instructions",
        u"protudes": u"protrudes",
        u"socities": u"societies",
        u"univerisites": u"universities",
        u"blackpool": u"Blackpool",
        u"disablities": u"disabilities",
        u"gaurdian": u"guardian",
        u"undergrauduate": u"undergraduate",
        u"enironmental": u"environmental",
        u"restraunts": u"restaurants",
        u"qualit": u"quality",
        u"compartively": u"comparatively",
        u"facitilies": u"facilities",
        u"pisition": u"position",
        u"occupated": u"occupied",
        u"spectaclious": u"spectacular",
        u"fabuluos": u"fabulous",
        u"remarcable": u"remarkable",
        u"atractive": u"attractive",
        u"interst": u"interest",
        u"enterpise": u"enterprise",
        u"refelct": u"reflect",
        u"grwoth": u"growth",
        u"cababilites": u"capabilities",
        u"capabilties": u"capabilities",
        u"stregthen": u"strengthen",
        u"puposeful": u"purposeful",
        u"spacecapabilites": u"space capabilities",
        u"respomd": u"respond",
        u"reserch": u"research",
        u"capbilites": u"capabilities",
        u"sustan": u"sustain",
        u"aidding": u"aiding",
        u"bravly": u"bravely",
        u"boobytrapped": u"booby trapped",
        u"superiour": u"superior",
        u"shreik": u"shriek",
        u"serverly": u"severely",
        u"recue": u"rescue",
        u"dramaticlly": u"dramatically",
        u"accompys": u"accompanies",
        u"pathes": u"paths",
        u"appropriatly": u"appropriately",
        u"juding": u"judging",
        u"manufaturers": u"manufacturers",
        u"impertubable": u"imperturbable",
        u"soutn": u"southern",
        u"guitarplayer": u"guitar player",
        u"bayonettes": u"bayonets",
        u"enought": u"enough",
        u"abdandoned": u"abandoned",
        u"theactrical": u"theatrical",
        u"inantry": u"infantry",
        u"excaping": u"escaping",
        u"messangers": u"messengers",
        u"hile": u"while",
        u"eposode": u"episode",
        u"sabatage": u"sabotage",
        u"explosison": u"explosion",
        u"crimminal": u"criminal",
        u"distrupted": u"distrupted",
        u"trups": u"troops",
        u"forgivness": u"forgiveness",
        u"extincted": u"extinguished",
        u"envisoned": u"envisioned",
        u"mainphase": u"main phase",
        u"aresult": u"a result",
        u"unwillikg": u"unwilling",
        u"garisson": u"garrison",
        u"cammanders": u"commanders",
        u"apperatus": u"apparatus",
        u"civilain": u"civilian",
        u"secuing": u"securing",
        u"dialoge": u"dialogue",
        u"offencive": u"offensive",
        u"wouild": u"would",
        u"presentwere": u"present were",
        u"communicatiuon": u"communication",
        u"reginemts": u"regiments",
        u"assulted": u"assaulted",
        u"cerfew": u"curfew",
        u"declear": u"declare",
        u"comapnies": u"companies",
        u"concentarted": u"concentrated",
        u"personnle": u"personnel",
        u"volunters": u"volunteers",
        u"compant": u"company",
        u"woulb": u"would",
        u"cutted": u"cut",
        u"thems": u"their",
        u"unnessesarily": u"unnecessarily",
        u"hormony": u"harmony",
        
        #2006-Dec-02
        u"matterials": u"materials",
        #2006-Nov-29
        u"accros": u"across",
        u"Caan": u"Caan", # surname
        u"Convy": u"Convy", # surname
        u"acr": u"arc",
        u"Forstall": u"Forstall", # surname
        u"hitorical": u"historical",
        u"assoicite": u"associate",
        u"happyness": u"happiness",
        #2006-Nov-28
        u"Saif": u"Saif", # Perfectly legit name
        u"huling": u"hurling",
        u"compaired": u"compared",
        u"acadmey": u"academy",
        u"pentinum": u"Pentium",
        #2006-Nov-26
        u"wearhouse": u"warehouse",
        u"staues": u"statues",
        u"scarpbook": u"scrapbook",
        u"conuty": u"county",
        u"additionnal": u"additional",
        u"oubreak": u"outbreak",
        u"policys": u"policies",
        u"excective": u"executive",
        u"ativities": u"activities",
        u"prgramme": u"programme",
        u"orphants": u"orphans",
        u"broading": u"boarding",
        u"clincs": u"clinics",
        u"voluntery": u"voluntary",
        u"aminal": u"animal",
        u"adoptor": u"adopter",
        u"acollar": u"a collar",
        u"walefare": u"wellfare",
        u"veteinary": u"veterinary",
        u"acitives": u"activities",
        u"adminsrative": u"administrative",
        u"indipendant": u"independant",
        u"militery": u"military",
        u"govenor": u"governor",
        u"segementation": u"segmentation",
        u"affices": u"affixes",
        u"chararacters": u"characters",
        u"anyday": u"any day",
        u"positioin": u"position",
        u"comman": u"common",
        u"instiution": u"institution",
        u"whise": u"whose",
        u"prevasive": u"pervasive",
        u"februrary": u"February",
        u"consitituent": u"constituent",
        u"constitutent": u"constituent",
        u"emporer": u"Emperor",
        u"welcommed": u"welcomed",
        u"parliamentrians": u"Parliamentarians",
        u"croation": u"Croatian",
        u"authorityas": u"authority as",
        u"errupt": u"erupt",
        u"domocratic": u"democratic",
        u"austian": u"Austrian",
        u"enitire": u"entire",
        u"villans": u"villains",
        u"recogniseable": u"recognisable",
        u"centry": u"century",
        u"textil": u"textile",
        u"hir": u"his",
        u"enouch": u"enough",
        u"welthy": u"wealthy",
        u"sociaty": u"society",
        u"forbinnen": u"forbidden",
        u"sevelar": u"several",
        u"enorous": u"enormous",
        u"geniouses": u"geniuses",
        u"youngs": u"young",
        u"necesssary": u"necessary",
        u"undelevoped": u"undeveloped",
        u"luminesent": u"luminescent",
        u"upcomeing": u"upcoming",
        u"larged": u"large",
        u"impletmented": u"implemented",
        u"comprizing": u"comprising",
        u"descritption": u"description",
        u"theis": u"this",
        u"apostacy": u"apostasy",
        u"ephasizing": u"emphasizing",
        u"thelogical": u"theological",
        u"adviseable": u"advisable",
        u"upbrining": u"upbringing",
        u"cilivian": u"civilian",
        u"surving": u"surviving",
        u"beause": u"because",
        u"audienece": u"audience",
        u"monstar": u"monster",
        u"uncurable": u"incurable",
        u"aesexual": u"asexual",
        u"simmular": u"similar",
        u"diagnosted": u"diagnosed",
        u"amalgalms": u"amalgams",
        u"explanitory": u"explanatory",
        u"contaigousness": u"contagiousness",
        u"irratability": u"irritability",
        u"homesexual": u"homosexual",
        u"forgetten": u"forgotten",
        u"wil": u"will",
        u"chargrin": u"chagrin",
        u"japenese": u"Japanese",
        u"relevation": u"revelation",
        u"garabage": u"garbage",
        u"hyperventalate": u"hyperventilate",
        u"audtioning": u"auditioning",
        u"chirstmas": u"Christmas",
        u"overthown": u"overthrown",
        u"hurridly": u"hurriedly",
        u"agress": u"agrees",
        u"intefere": u"interfere",
        u"propostion": u"proposition",
        u"reluctatnly": u"reluctantly",
        u"incresingly": u"increasingly",
        u"fortuantely": u"fortunately",
        u"likie": u"like",
        u"adolensence": u"adolesence",
        u"jumpingf": u"jumping",
        u"conceils": u"conceals",
        u"Geroge": u"George",
        u"counciler": u"councilor",
        u"comtempt": u"contempt",
        u"asscociated": u"associated",
        u"apperar": u"appear",
        u"knowledeble": u"knowledgeable",
        u"someones": u"someone's",
        u"indcating": u"indicating",
        u"haried": u"haired",
        u"pronucation": u"pronunciation",
        u"necklae": u"necklace",
        u"strech": u"stretch",
        u"miror": u"minor",
        u"japanse": u"Japanese",
        u"reminicient": u"reminiscent",
        u"ater": u"after",
        u"charaltan": u"charlatan",
        u"beserk": u"berserk",
        u"exhibiton": u"exhibition",
        u"placeswith": u"places with",
        u"cookiesthat": u"cookies that",
        u"medallian": u"medallion",
        u"entracing": u"entrancing",
        u"brotherspull": u"brothers pull",
        u"extingush": u"extinguish",
        u"ingoring": u"ignoring",
        u"austrailian": u"Australian",
        u"unforunately": u"unfortunately",
        u"strickly": u"strictly",
        u"obivously": u"obviously",
        u"reunting": u"reuniting",
        u"seens": u"seems",
        u"classmites": u"classmates",
        u"partipate": u"participate",
        u"deperate": u"desperate",
        u"hidious": u"hideous",
        u"confindent": u"confident",
        u"confindence": u"confidence",
        u"graps": u"grabs",
        u"victroia": u"Victoria",
        u"uptill": u"up to",
        u"revoltionary": u"revolutionary",
        u"thei": u"their",
        u"oof": u"of",
        u"dismemebered": u"dismembered",
        u"unsurpased": u"unsurpassed",
        u"overruning": u"overrunning",
        u"clamed": u"claimed",
        u"precipateted": u"precipitated",
        u"stategies": u"strategies",
        u"desribe": u"describe",
        u"nght": u"night",
        #2006-Nov-23
        u"wereabouts": u"whereabouts",
        u"wond": u"won",
        u"rumorred": u"rumored",
        u"protaginist": u"protagonist",
        u"athmospere": u"atmosphere",
        u"atmospere": u"atmosphere",
        u"importancy": u"importance",
        u"importace": u"importance",
        #2006-Nov-20
        u"ofcourse": u"of course",
        u"theirselves": u"themselves",
        #2006-Nov-17
        u"kernal": u"kernel",
        u"kenrel": u"kernel",
        #2006-Nov-15
        u"saxons": u"Saxons",
        u"eire": u"Éire",
        u"interessting": u"interesting",
        u"oufitter": u"outfitter",
        u"frequen": u"frequent",
        u"schame": u"scheme",
        u"tecnologies": u"technologies",
        u"compartiment": u"compartment",
        u"dacaying": u"decaying",
        #u"epoques": u"eras",
        #u"epoque": u"era",
        u"gartens": u"gardens",
        u"continential": u"continental",
        u"andconstructed": u"and constructed",
        u"technologyand": u"technology and",
        u"potestant": u"Protestant",
        u"fassade": u"facade",
        u"flater": u"flatter",
        u"discused": u"discussed",
        u"filtrated": u"filtered",
        u"kown": u"known",
        u"epidemies": u"epidemics",
        u"huges": u"huge",
        u"sommer": u"summer",
        u"addionally": u"additionally",
        u"centraly": u"centrally",
        u"particurlary": u"particularly",
        u"semseter": u"semester",
        u"rigorousely": u"rigorously",
        u"prepeared": u"prepared",
        u"directon": u"direction",
        u"rivalies": u"rivalries",
        u"enginers": u"engineers",
        u"attaracted": u"attracted",
        u"liabries": u"libraries",
        u"opininon": u"opinion",
        u"impressingly": u"impressively",
        u"civlization": u"civilization",
        u"anchient": u"ancient",
        u"unkowen": u"unknown",
        u"techinically": u"technically",
        u"dentonate": u"detonate",
        u"insuing": u"ensuing",
        u"imforms": u"informs",
        u"buildig": u"building",
        u"attacing": u"attacking",
        u"persee": u"per se",
        u"builind": u"building",
        u"treasue": u"treasure",
        u"interigation": u"interrogation",
        u"burining": u"burning",
        u"runin": u"run-in",
        u"mmuch": u"much",
        u"suppoertes": u"supporters",
        u"curscene": u"cutscene",
        u"mercenarys": u"mercenaries",
        u"mercinaries": u"mercenaries",
        u"traitorious": u"traitorous",
        u"overwelmed": u"overwhelmed",
        u"outputed": u"outputted",
        u"complementar": u"complementary",
        u"condiction": u"condition",
        u"condictions": u"conditions",
        u"sequetial": u"sequential",
        u"growed": u"grew",
        u"assulting": u"assaulting",
        u"demnding": u"demanding",
        u"poisonos": u"poisonous",
        u"electricute": u"electrocute",
        u"hitchiker": u"hitchhiker",
        u"griev": u"grieve",
        u"yeat": u"year",
        u"whearas": u"whereas",
        u"technolgical": u"technological",
        u"ongoingstudy": u"ongoing study",
        u"evaluting": u"evaluating",
        #2006-Nov-13
        u"exsampel": u"example",
        u"exhiniting": u"exhibiting",
        u"Rte": u"Rte", # Abbreviation for Route
        #2006-Nov-12
        u"refinary": u"refinery",
        u"separted": u"separated",
        u"imcome": u"income",
        u"hosuehold": u"household",
        u"reatiler": u"retailer",
        u"foudation": u"foundation",
        u"vinter": u"vintner",
        u"specudlated": u"speculated",
        u"ghosttown": u"ghost-town",
        u"condiminiums": u"condominiums",
        u"bulgaries": u"burglaries",
        u"mosty": u"mostly",
        u"equivolent": u"equivalent",
        u"differantly": u"differently",
        u"disabiltites": u"disabilities",
        u"relgions": u"religions",
        u"railine": u"rail line",
        u"transmitts": u"transmits",
        u"propsoed": u"proposed",
        u"mainatance": u"maintenance",
        u"whichs": u"which",
        u"califoria": u"California",
        u"serive": u"service",
        u"doncontinued": u"discontinued",
        u"greayhound": u"grayhound",
        u"sation": u"station",
        u"champeon": u"champion",
        u"mutalated": u"mutilated",
        u"neary": u"nearly",
        u"charicterized": u"characterized",
        u"industrail": u"industrial",
        u"pyschoacoustical": u"psychoacoustical",
        u"demonstrants": u"demonstrators",
        u"eversince": u"ever since",
        u"neccessarry": u"necessary",
        u"ourcome": u"outcome",
        u"gilfriend": u"girlfriend",
        u"terorize": u"terrorize",
        u"pardonned": u"pardoned",
        u"conquerred": u"conquered",
        u"sping": u"spring",
        u"excelency": u"excellency",
        u"smuglers": u"smugglers",
        u"assignet": u"assigned",
        u"importand": u"important",
        u"behaveour": u"behaviour",
        u"lingusitics": u"linguistics",
        u"unverise": u"universe",
        u"veiw": u"view",
        u"expresison": u"expression",
        u"emphesis": u"emphasis",
        u"biblcial": u"Biblical",
        u"exclusivelly": u"exclusively",
        u"completelly": u"completely",
        u"gymnasioum": u"gymnasium",
        u"afterall": u"after all",
        u"chokelsam": u"chokeslam",
        u"assualted": u"assaulted",
        u"weigth": u"weight",
        u"repport": u"report",
        u"desastrous": u"disastrous",
        u"capitain": U"captain",
        u"cossetted": u"cosseted",
        u"episde": u"episode",
        u"iniative": u"initiative",
        u"ememy": u"enemy",
        u"supercillious": u"supercilious",
        u"Montaverdi": u"Monteverdi",
        u"freindly": u"friendly",
        u"acqauinted": u"acquainted",
        u"survalince": u"surveillance",
        u"assertain": u"ascertain",
        u"criticing": u"criticizing",
        u"subconscience": u"subconscious",
        u"aginst": u"against",
        u"mildy": u"mildly",
        u"penchance": u"penchant",
        u"believeing": u"believing",
        u"terorrist": u"terrorist",
        u"cathegory": u"category",
        u"sterio": u"stereo",
        u"relized": u"realized",
        u"eqiupment": u"equipment",
        u"aboaut": u"about",
        u"dolllars": u"dollars",
        u"finnaly": u"finally",
        u"abiout": u"about",
        u"anouther": u"another",
        u"comerce": u"commerce",
        u"dounhill": u"downhill",
        u"surrouning": u"surrounding",
        u"endin": u"ending",
        u"colombian": u"Colombian",
        u"sinopsis": u"synopsis",
        u"whishes": u"wishes",
        u"whished": u"wished",
        u"whishing": u"wishing",
        u"whish": u"which",
        u"usin": u"using",
        u"druged": u"drugged",
        u"trubled": u"troubled",
        u"managger": u"manager",
        u"sucsess": u"success",
        u"depresed": u"depressed",
        u"skiny": u"skinny",
        u"sutable": u"suitable",
        u"portraited": u"portrayed",
        u"mising": u"missing",
        #2006-Nov-11
        u"constrast": u"contrast",
        u"billon": u"billion",
        u"simulteneously": u"simultaneously",
        u"addicited": u"addicted",
        u"combustbible": u"combustible",
        u"brazillian": u"Brazilian",
        u"distilliation": u"distillation",
        u"realisticially": u"realistically",
        u"industrialsist": u"industrialist",
        u"embroyonic": u"embyronic",
        u"metamorphosize": u"metamorphose",
        u"catapault": u"catapult",
        u"venuzuela": u"Venezuela",
        u"experieced": u"experienced",
        u"thrwared": u"thwarthed",
        u"extentent": u"extent",
        u"sybiotic": u"symbiotic",
        u"interuptable": u"interruptible",
        u"incalcuable": u"incalculable",
        u"anexated": u"annexed",
        u"declarated": u"declared",
        u"turistic": u"tourism",
        u"proffessed": u"professed",
        u"expertiese": u"expertise",
        u"solted": u"salted",
        u"massivly": u"massively",
        u"jeoperdize": u"jeopardize",
        u"fameous": u"famous",
        u"tallanted": u"talented",
        u"fiersome": u"fearsome",
        u"campaigining": u"campaigning",
        u"counterattak": u"counterattack",
        u"ceized": u"seized",
        u"jewis": u"Jewish",
        u"couloured": u"coloured",
        u"beckground": u"background",
        u"rihgt": u"right",
        u"functionate": u"functions",
        u"oldtimers": u"old-timers",
        u"basefd": u"based",
        u"spinng": u"spinning",
        u"confinces": u"convinces",
        u"paitent": u"patient",
        u"laughes": u"laughs",
        u"counseler": u"counselor",
        u"embarress": u"embarrass",
        u"differances": u"differences",
        u"llyod": u"LLoyd",
        u"scabble": u"scrabble",
        u"obesses": u"obsesses",
        u"baught": u"bought",
        u"revolutionairy": u"revolutionary",
        u"propse": u"propose",
        u"doorsstep": u"doorstep",
        u"inadequete": u"inadequate",
        u"engament": u"engagement",
        u"tention": u"tension",
        u"becaming": u"becoming",
        u"thre": u"threw",
        u"enaged": u"engaged",
        u"mohalk": u"mohawk",
        u"consticted": u"constricted",
        u"wimpering": u"whimpering",
        u"additude": u"attitude",
        u"classrom": u"classroom",
        u"toungue": u"tongue",
        u"appared": u"appeared",
        u"unposessed": u"unpossessed",
        u"intitiative": u"initiative",
        u"esimate": u"estimate",
        u"federaiton": u"federation",
        u"unfortunantly": u"unfortunately",
        u"retrating": u"retreating",
        u"decalared": u"declared",
        u"obisidian": u"obsidian",
        u"hopefuly": u"hopefully",
        u"criticaly": u"crictically",
        u"subtility": u"subtlety",
        u"wipped": u"wiped",
        u"seathing": u"seething",
        u"planatery": u"planetary",
        u"socety": u"society",
        u"assuch": u"as such",
        u"whirlwhind": u"whirlwind",
        u"artilery": u"artillery",
        u"fightings": u"fighting",
        u"excercised": u"exercised",
        u"jurisdction": u"jurisdiction",
        u"econimist": u"economist",
        u"estethics": u"aesthetics",
        u"prooved": u"proved",
        u"emept": u"exempt",
        u"itis": u"it is",
        u"soley": u"solely",
        u"monitered": u"monitored",
        u"enbodiment": u"embodiment",
        u"residental": u"residential",
        u"trama": u"trauma",
        u"nutrictional": u"nutritional",
        u"falciltiy": u"facility",
        u"resorces": u"resources",
        u"shcools": u"schools",
        u"situaion": u"situation",
        u"dissconnect": u"disconnect",
        u"mannor": u"manner",
        u"espand": u"expand",
        u"progesses": u"progresses",
        u"propotionality": u"proportionality",
        u"determinatioin": u"determination",
        u"calulation": u"calculation",
        u"forumla": u"formula",
        u"consituents": u"constituents",
        u"municpal": u"municipal",
        u"votering": u"voting",
        u"certan": u"certain",
        u"movemnent": u"movement",
        u"minoriyt": u"minority",
        u"righs": u"rights",
        u"untilt": u"until",
        u"mdoern": u"modern",
        u"industires": u"industries",
        u"personnnel": u"personnel",
        u"subsidiy": u"subsidy",
        u"movemen": u"movement",
        u"initiially": u"initially",
        u"acument": u"acumen",
        u"initiailly": u"initially",
        u"profferred": u"proffered",
        u"prepel": u"propel",
        u"technolgoy": u"technology",
        u"intertia": u"inertia",
        u"estalished": u"established",
        u"mdoernize": u"modernize",
        u"pothecary": u"apothecary",
        u"alredy": u"already",
        u"bulbuous": u"bulbous",
        u"attackng": u"attacking",
        u"mssiles": u"missiles",
        u"actice": u"active",
        u"verical": u"vertical",
        u"tempoarily": u"tomporarily",
        u"trendrils": u"tendrils",
        u"interstelllar": u"interstellar",
        u"proect": u"protect",
        u"sonicbooms": u"sonic booms",
        u"sonicboom": u"sonic boom",
        u"aplies": u"applies",
        u"juvenilles": u"juveniles",
        u"eletrical": u"electrical",
        u"cenral": u"central",
        u"subterreanean": u"subterranean",
        u"selfdestruct": u"self-destruct",
        u"easly": u"easily",
        u"transferance": u"transference",
        u"asimilate": u"assimilate",
        u"facng": u"facing",
        u"appendenge": u"appendage",
        u"asuitable": u"a suitable",
        u"manuevered": u"maneuvered",
        u"accurracy": u"accuracy",
        u"portryaed": u"portrayed",
        u"homecomming": u"homecoming",
        u"miricle": u"miracle",
        u"taffic": u"traffic",
        u"ambulane": u"ambulance",
        u"wating": u"waiting",
        u"specail": u"special",
        u"behavoir": u"behaviour",
        u"crossong": u"crossing",
        u"peacetreaty": u"peace treaty",
        u"catastrophy": u"catastrophe",
        u"treator": u"traitor",
        u"unfavor": u"disfavor",
        u"finnsh": u"Finnish",
        u"retreate": u"retreat",
        u"fundings": u"funding",
        u"releted": u"related",
        u"veak": u"weak",
        u"suplies": u"supplies",
        u"withstanded": u"withstood",
        u"wase": u"was",
        u"emperror": u"emperor",
        u"skilfulli": u"skillfully",
        u"correspondency": u"corespondency",
        u"reconing": u"reckoning",
        u"poemcollection": u"poem collection",
        #u"phycological": u"psychological",  # Phycology is the study of algae
        u"souvereign": u"sovereign",
        u"contradictional": u"contradictionary",
        u"cabeling": u"cabling",
        u"pannel": u"panel",
        u"echoe": u"echo",
        u"tickeling": u"tickling",
        u"coreography": u"choreography",
        u"percusiions": u"percussions",
        u"emmigrants": u"emigrants",
        u"luth": u"lute",
        u"plyer": u"player",
        u"smal": u"small",
        u"wainting": u"waiting",
        u"greec": u"Greek",
        u"moneyorder": u"money-order",
        u"advertize": u"advertise",
        u"divergant": u"divergent",
        u"agees": u"agrees",
        u"threated": u"threatened",
        u"eastcoast": u"east coast",
        u"birtplace": u"birthplace",
        u"invasian": u"invasion",
        u"brougt": u"brought",
        u"othen": u"often",
        u"sapphite": u"sapphire",
        u"usaully": u"usually",
        u"heilum": u"helium",
        u"Heilum": u"helium",
        #u"Hydrogen": u"hydrogen",
        #u"Helium": u"helium",
        #u"Lithium": u"lithium",
        #u"Beryllium": u"beryllium",
        #u"Boron": u"boron",
        #u"Carbon": u"carbon",
        #u"Nitrogen": u"nitrogen",
        #u"Oxygen": u"oxygen",
        #u"Fluorine": u"fluorine",
        #u"Neon": u"neon",
        #u"Sodium": u"sodium",
        #u"Magnesium": u"magnesium",
        #u"Aluminium": u"aluminium",
        #u"Aluminum": u"aluminum",
        #u"Silicon": u"silicon",
        #u"Phosphorus": u"phosphorus",
        #u"Sulfur": u"sulfur",
        #u"Sulphur": u"sulphur",
        #u"Chlorine": u"chlorine",
        #u"Argon": u"argon",
        #u"Potassium": u"potassium",
        #u"Calcium": u"calcium",
        #u"Scandium": u"scandium",
        #u"Titanium": u"titanium",
        #u"Vanadium": u"vanadium",
        #u"Chromium": u"chromium",
        #u"Manganese": u"manganese",
        #u"Iron": u"iron",
        #u"Cobalt": u"cobalt",
        #u"Nickel": u"nickel",
        #u"Copper": u"copper",
        #u"Zinc": u"zinc",
        #u"Gallium": u"gallium",
        #u"Germanium": u"germanium",
        #u"Arsenic": u"arsenic",
        #u"Selenium": u"selenium",
        #u"Bromine": u"bromine",
        #u"Krypton": u"krypton",
        #u"Rubidium": u"rubidium",
        #u"Strontium": u"strontium",
        #u"Yttrium": u"yttrium",
        #u"Zirconium": u"zirconium",
        #u"Niobium": u"niobium",
        #u"Molybdenum": u"molybdenum",
        #u"Technetium": u"technetium",
        #u"Ruthenium": u"ruthenium",
        #u"Rhodium": u"rhodium",
        #u"Palladium": u"palladium",
        #u"Silver": u"silver",
        #u"Cadmium": u"cadmium",
        #u"Indium": u"indium",
        #u"Tin": u"tin",
        #u"Antimony": u"antimony",
        #u"Tellurium": u"tellurium",
        #u"Iodine": u"iodine",
        #u"Xenon": u"xenon",
        #u"Caesium": u"caesium",
        #u"Barium": u"barium",
        #u"Lanthanum": u"lanthanum",
        #u"Cerium": u"cerium",
        #u"Praseodymium": u"praseodymium",
        #u"Neodymium": u"neodymium",
        #u"Promethium": u"promethium",
        #u"Samarium": u"samarium",
        #u"Europium": u"europium",
        #u"Gadolinium": u"gadolinium",
        #u"Terbium": u"terbium",
        #u"Dysprosium": u"dysprosium",
        #u"Holmium": u"holmium",
        #u"Erbium": u"erbium",
        #u"Thulium": u"thulium",
        #u"Ytterbium": u"ytterbium",
        #u"Lutetium": u"lutetium",
        #u"Hafnium": u"hafnium",
        #u"Tantalum": u"tantalum",
        #u"Tungsten": u"tungsten",
        #u"Rhenium": u"rhenium",
        #u"Osmium": u"osmium",
        #u"Iridium": u"iridium",
        #u"Platinum": u"platinum",
        #u"Gold": u"gold",
        #u"Mercury": u"mercury",
        #u"Thallium": u"thallium",
        #u"Lead": u"lead",
        #u"Bismuth": u"bismuth",
        #u"Polonium": u"polonium",
        #u"Astatine": u"astatine",
        #u"Radon": u"radon",
        #u"Francium": u"francium",
        #u"Radium": u"radium",
        #u"Actinium": u"actinium",
        #u"Thorium": u"thorium",
        #u"Protactinium": u"protactinium",
        #u"Uranium": u"uranium",
        #u"Neptunium": u"neptunium",
        #u"Plutonium": u"plutonium",
        #u"Americium": u"americium",
        #u"Californium": u"californium",
        #u"Einsteinium": u"einsteinium",
        #u"Fermium": u"fermium",
        #u"Mendelevium": u"mendelevium",
        #u"Nobelium": u"nobelium",
        #u"Lawrencium": u"lawrencium",
        #u"Rutherfordium": u"rutherfordium",
        #u"Dubnium": u"dubnium",
        #u"Seaborgium": u"seaborgium",
        #u"Bohrium": u"bohrium",
        #u"Hassium": u"hassium",
        #u"Meitnerium": u"meitnerium",
        #u"Darmstadium": u"darmstadium",
        #u"Roentgenium": u"roentgenium",
        #u"Ununbium": u"ununbium",
        #u"Ununtrium": u"ununtrium",
        #u"Ununquadium": u"ununquadium",
        #u"Ununpentium": u"ununpentium",
        #u"Ununhexium": u"ununhexium",
        #u"Ununseptium": u"ununseptium",
        #u"Ununoctium": u"ununoctium",
        #2006-Nov-10
        u"toady": u"today",
        u"ofthen": u"often",
        u"veterns": u"veterans",
        #2006-Nov-09
        u"stmulated": u"stimulated",
        u"allso": u"also",
        u"populour": u"popular",
        u"funfilled": u"fun-filled",
        u"writng": u"writing",
        u"descrived": u"described",
        u"switerland": u"Switzerland",
        u"beiing": u"being",
        u"airpalanes": u"airplanes",
        u"beiond": u"beyond",
        u"commnad": u"command",
        u"deplorabile": u"deplorable",
        u"allmost": u"almost",
        u"nonexitent": u"nonexistent",
        u"barage": u"barrage",
        u"vlley": u"valley",
        u"tawards": u"towards",
        u"raching": u"reaching",
        u"reassingned": u"reassigned",
        u"rezist": u"resist",
        u"attaked": u"attacked",
        u"detachement": u"detachment",
        u"detachements": u"detachments",
        u"beying": u"being",
        u"throughthe": u"through the",
        u"abandonedby": u"abandoned by",
        u"allover": u"all over",
        u"personnels": u"personnel",
        u"millitancy": u"militancy",
        u"dissention": u"dissension",
        u"rnage": u"range",
        u"soom": u"soon",
        u"repared": u"repaired",
        u"scrimage": u"skirmish",
        u"soons": u"soon",
        u"eygpt": u"Egypt",
        u"muslem": u"Muslim",
        u"changued": u"changed",
        u"promessed": u"promised",
        u"gril": u"girl",
        u"altought": u"although",
        u"persoanlities": u"personalities",
        u"dady": u"daddy",
        u"maneuvability": u"maneuverability",
        u"maneuverabilty": u"maneuverability",
        u"dayligth": u"daylight",
        u"ideed": u"indeed",
        u"supresed": u"suppressed",
        u"depht": u"depth",
        u"balcan": u"Balkan",
        u"popolation": u"population",
        u"vallies": u"valleys",
        u"poors": u"pours",
        u"goddeses": u"goddesses",
        u"disginguished": u"distinguished",
        u"ottoman": u"Ottoman",
        u"intelectuals": u"intellectuals",
        u"indepence": u"independance",
        u"wheo": u"who",
        u"adrietic": u"Adriatic",
        u"plattinum": u"platinum",
        u"threfore": u"therefore",
        u"symbollically": u"symbolically",
        u"simultaneoulsy": u"simultaneously",
        u"yelded": u"yielded",
        u"enthusiasitc": u"enthusiastic",
        u"contributted": u"contributed",
        u"coutenance": u"countenance",
        u"juvinile": u"juvenile",
        u"gleefull": u"gleeful",
        u"tearfull": u"tearful",
        u"drawning": u"drawing",
        u"boquet": u"bouquet",
        u"fastly": u"quickly",
        u"schrapnel": u"shrapnel",
        u"plumeting": u"plummeting",
        u"paniced": u"panicked",
        u"flattly": u"flatly",
        u"aks": u"asks",
        u"suggets": u"suggests",
        u"forutne": u"fortune",
        u"innitially": u"initially",
        u"shrugg": u"shrug",
        u"admitts": u"admits",
        u"genuinly": u"genuinely",
        u"redeption": u"redemption",
        u"steele": u"steel",
        u"Steele": u"Steele", # surname
        u"mimick": u"mimic",
        u"presumebly": u"presumably",
        u"rightously": u"righteously",
        u"opprobium": u"opprobrium",
        u"superd": u"superb",
        u"misson": u"mission",
        u"chainging": u"changing",
        u"remaind": u"remained",
        u"succsess": u"success",
        u"conferederate": u"confederate",
        u"irregulary": u"irregularly",
        u"vehicals": u"vehicles",
        u"arnoured": u"armoured",
        u"domiate": u"dominant",
        u"braches": u"branches",
        u"arsenel": u"arsenal",
        u"capabiliy": u"capability",
        u"econmoy": u"economy",
        u"talored": u"tailored",
        u"sensative": u"sensitive",
        u"sypnosis": u"synopsis",
        u"apects": u"aspects",
        u"unbalanaced": u"unbalanced",
        u"corrrespoding": u"corresponding",
        #2006-Nov-08
        u"pusposely": u"purposely",
        u"osiginally": u"originally",
        u"bgan": u"began",
        u"anevent": u"an event",
        u"transferrd": u"transferred",
        u"sightssing": u"sightseeing",
        u"activivity": u"activity",
        u"approxiametly": u"approximately",
        u"extert": u"exert",
        u"victem": u"victim",
        u"schasms": u"schisms",
        u"likw": u"like",
        u"restablishment": u"reestablishment",
        u"istory": u"history",
        u"ignoraning": u"ignoring",
        u"estmated": u"estimated",
        u"elecion": u"election",
        u"buro": u"bureau",
        u"wat": u"what",
        u"weakests": u"weakest",
        u"onesself": u"oneself",
        u"ruller": u"ruler",
        u"conveined": u"convened",
        u"betrayel": u"betrayal",
        u"physicly": u"physically",
        u"pestileny": u"pestilent",
        u"coezisted": u"coexisted",
        u"seeked": u"sought",
        u"respnded": u"responded",
        u"caputed": u"captured",
        u"resque": u"rescue",
        u"negoriate": u"negotiate",
        u"juristicion": u"jurisdiction",
        u"jeoperdizing": u"jeopardizing",
        u"immeadiately": u"immediately",
        u"scortched": u"scorched",
        u"freindhip": u"friendship",
        u"excaped": u"escaped",
        u"intervienes": u"intervenes",
        u"deceisive": u"decisive",
        u"aboloshed": u"abolished",
        u"decisevly": u"decisively",
        u"beatles": u"Beatles",
        u"sweeet": u"sweet",
        u"hadnt": u"hadn't",
        u"werent": u"weren't",
        u"mateiralise": u"materialise",
        u"minuite": u"minute",
        u"limted": u"limited",
        u"reching": u"reaching",
        u"elaphants": u"elephants",
        u"inderpendent": u"independant",
        u"releasec": u"released",
        u"downolad": u"download",
        u"irland": u"Ireland",
        u"technicle": u"technical",
        u"faver": u"favour",
        u"origanally": u"originally",
        u"oficialy": u"officially",
        u"occupuy": u"occupy",
        u"ltieutenant": u"lieutenant",
        u"effot": u"effort",
        u"destroyng": u"destroying",
        u"horrendus": u"horrendous",
        u"notroiously": u"notoriously",
        u"enterd": u"entered",
        u"palces": u"places",
        u"beome": u"become",
        u"rapproachment": u"rapprochement",
        u"poiltical": u"political",
        u"realtions": u"relations",
        u"descredit": u"discredit",
        u"provencial": u"provincial",
        u"reasses": u"reassess",
        u"redploy": u"redeploy",
        u"incessently": u"incessantly",
        u"redployment": u"redeployment",
        u"belif": u"belief",
        u"forceably": u"forcibly",
        u"crontroversial": u"controversial",
        u"beginnning": u"beginning",
        u"pukking": u"pulling",
        u"coems": u"comes",
        u"assisantance": u"assistance",
        u"marevlous": u"marvelous",
        u"oput": u"out",
        u"spinned": u"spun",
        u"caotic": u"chaotic",
        u"engiens": u"engines",
        u"perminatly": u"permanently",
        u"abck": u"back",
        u"thst": u"that",
        u"himslef": u"himself",
        u"publsiher": u"publisher",
        u"interpint": u"interprint",
        u"unsucsessfull": u"unsuccessful",
        u"dubed": u"dubbed",
        u"runing": u"running",
        u"swiesh": u"Swedish",
        u"comcs": u"comics",
        u"envolvement": u"involvement",
        u"ferrys": u"ferries",
        u"traveld": u"traveled",
        u"gepgraphy": u"geography",
        u"plantaions": u"plantations",
        u"conlict": u"conflict",
        u"covention": u"convention",
        u"fter": u"after",
        u"refferendum": u"referendum",
        u"messure": u"measure",
        u"pricincts": u"precincts",
        u"strongley": u"strongly",
        u"unanamously": u"unanimously",
        u"briges": u"bridges",
        u"sympethizers": u"sympathizers",
        u"sympethizer": u"sympathizer",
        u"regual": u"regular",
        u"emassing": u"amassing",
        u"prepartaion": u"preparation",
        u"conferderate": u"confederate",
        u"reargaurd": u"rearguard",
        u"parroled": u"paroled",
        u"picketts": u"pickets",
        u"semptember": u"September",
        u"seiged": u"sieged",
        u"hunchabck": u"hunchback",
        u"escpae": u"escape",
        u"colloseum": u"colosseum",
        u"scottsman": u"Scotsman",
        u"shreads": u"shreds",
        u"driveing": u"driving",
        u"unleased": u"unleashed",
        u"tradtionally": u"traditionally",
        u"cavlary": u"cavalry",
        u"obsure": u"obscure",
        u"regularlary": u"regularly",
        u"predessessors": u"predecessors",
        u"falme": u"flame",
        u"chriot": u"chariot",
        u"leswhere": u"elsewhere",
        u"divince": u"divine",
        u"meer": u"mere",
        u"Meer": u"Meer", # Surname
        u"pursuite": u"pursue",
        u"profitible": u"profitable",
        u"apposed": u"opposed",
        u"mainy": u"mainly",
        u"competitiors": u"competitors",
        u"heavely": u"heavily",
        u"indentifiying": u"identifying",
        u"indentifiy": u"identify",
        u"indentifies": u"identifies",
        u"indentified": u"identified",
        u"arival": u"arrival",
        u"gernanic": u"Germanic",
        u"seceeds": u"secedes",
        u"gardning": u"gardening",
        u"stereotpye": u"stereotype",
        u"explaing": u"explaining",
        u"twisitng": u"twisting",
        u"empy": u"empty",
        u"inwhich": u"in which",
        u"incontours": u"encounters",
        u"hapiness": u"happiness",
        u"accompinied": u"accompanied",
        u"asscorted": u"escorted",
        u"desperatley": u"desperately",
        u"didnot": u"did not",
        u"femine": u"feminine",
        u"rebillious": u"rebellious",
        u"incounters": u"encounters",
        u"forcfully": u"forcefully",
        u"imcontured": u"encountered",
        u"handul": u"handful",
        u"secretely": u"secretly",
        u"carring": u"carrying",
        u"tempature": u"temperature",
        u"deciedes": u"decides",
        u"comanding": u"commanding",
        u"trancendental": u"transcendental",
        u"sircles": u"circles",
        u"instrumenal": u"instrumental",
        u"sircle": u"circle",
        u"spririt": u"spirit",
        u"ecspected": u"expected",
        u"subconciuos": u"subconscious",
        u"drakness": u"darkness",
        u"zoombies": u"zombies",
        u"crations": u"creations",
        u"beeings": u"beings",
        u"cilent": u"silent",
        u"incarneated": u"incarnated",
        u"genious": u"genius",
        u"powerseeking": u"power seeking",
        u"unscrupellous": u"unscrupulous",
        u"speach": u"speech",
        u"caracter": u"character",
        u"gruesom": u"gruesome",
        u"allmighty": u"almighty",
        u"eternily": u"eternally",
        u"incarneted": u"incarnated",
        u"sacrify": u"sacrifice",
        u"crusified": u"crucified",
        u"forgivenes": u"forgiveness",
        u"consequenses": u"consequences",
        u"ethymology": u"etymology",
        u"estabilishment": u"establishment",
        u"stabilished": u"established",
        u"ureachable": u"unreachable",
        u"porcesed": u"processed",
        u"unlkely": u"unlikely",
        u"initaed": u"initiated",
        u"ointing": u"anointing",
        u"wicthes": u"witches",
        
        
        #2006-Nov-07
        u"realsed": u"released",
        u"sacrifying": u"sacrificing",
        u"lamblast": u"lambaste",
        u"pincher": u"pincer",
        u"closests": u"closest",
        u"pyschologically": u"psychologically",
        u"fugutive": u"fugitive",
        u"soundwave": u"sound wave",
        u"soundwaves": u"sound waves",
        u"illiteratcy": u"illiteracy",
        u"slained": u"slain",
        u"martia": u"martial",
        u"superfical": u"superficial",
        u"kindess": u"kindess",
        u"ashed": u"ashes",
        u"lovecraftian": u"Lovecraftian",
        u"disingeniously": u"disingenuously",
        u"accultration": u"acculturation",
        u"litereature": u"literature",
        u"missionairies": u"missionaries",
        u"indigeneous": u"indigenous",
        u"requried": u"required",
        u"beaureaucrats": u"bureaucrats",
        u"conquerored": u"conquered",
        u"garrissoned": u"garrisoned",
        u"chinere": u"Chinese",
        u"sceenshot": u"screenshot",
        u"respresentation": u"representation",
        u"statium": u"stadium",
        u"imprisioning": u"imprisoning",
        u"puzzeled": u"puzzled",
        u"lettting": u"letting",
        u"barbaque": u"barbecue",
        u"malfuntions": u"malfunctions",
        u"immedately": u"immediately",
        u"aweakens": u"awakens",
        u"pummbling": u"pummeling",
        u"decive": u"deceive",
        u"demmanding": u"demanding",
        u"immeadately": u"immediately",
        u"commments": u"comments",
        u"singlehandely": u"singlehandedly",
        u"contianing": u"containing",
        u"mght": u"might",
        u"wreslting": u"wrestling",
        u"questiongly": u"questioningly",
        u"vist": u"visit",
        u"tolterate": u"tolerate",
        u"englarge": u"enlarge",
        u"mistakens": u"mistakes",
        u"feaured": u"featured",
        u"discripiton": u"description",
        u"fouth": u"fourth",
        u"ginant": u"giant",
        u"accelaration": u"acceleration",
        u"secndos": u"seconds",
        u"countrie": u"country",
        u"ficticous": u"fictitious",
        u"nex": u"next",
        u"washingdon": u"Washington",
        u"suvery": u"survey",
        u"sulthan": u"Sultan",
        u"chieftens": u"chieftains",
        u"missionaires": u"missionaries",
        u"mueseum": u"museum",
        u"monolitics": u"monoliths",
        u"ferver": u"fervor",
        u"cosmopolitian": u"cosmopolitan",
        u"harmanious": u"harmonious",
        u"inaccessability": u"inaccessibility",
        u"mesopotamia": u"Mesopotamia",
        u"pilgirms": u"pilgrims",
        u"furtherore": u"furthermore",
        u"Batholomew": u"Bartholomew",
        u"reisitant": u"resistant",
        u"ruthess": u"ruthless",
        u"destrution": u"destruction",
        u"appelation": u"appellation",
        u"distonguish": u"distinguish",
        u"tolernat": u"tolerant",
        u"bcame": u"became",
        u"seuch": u"such",
        u"vulberable": u"vulnerable",
        u"moreterrible": u"more terrible",
        u"martyers": u"martyrs",
        u"amerchant": u"a merchant",
        u"skiled": u"skilled",
        u"missionaty": u"missionary",
        u"anciet": u"ancient",
        u"therby": u"thereby",
        u"vessl": u"vessel",
        u"aisia": u"Asia",
        u"proples": u"peoples",
        u"intoduce": u"introduce",
        u"foriegners": u"foreigners",
        u"chrisians": u"Christians",
        u"staunchy": u"staunchly",
        u"robberys": u"robberies",
        u"fasilitates": u"facilitates",
        u"hostes": u"hosts",
        u"indroduce": u"introduce",
        u"contunued": u"continued",
        u"strick": u"strict",
        u"mytical": u"mythical",
        u"campaingns": u"campaigns",
        u"glimses": u"glimpses",
        u"beneficieries": u"beneficiaries",
        u"ony": u"only",
        u"textle": u"textile",
        u"carraiges": u"carriages",
        u"conspiciously": u"conspicuously",
        u"auro": u"aura",
        u"haristyles": u"hairstyles",
        u"earlie": u"earlier",
        u"rectangualar": u"rectangular",
        u"rythemic": u"rhythmic",
        u"erotcism": u"eroticism",
        u"decorational": u"decorative",
        u"moudlings": u"mouldings",
        #2006-Nov-06
        u"loosing": u"losing",
        u"planed": u"planned",
        u"sleept": u"slept",
        u"reasonabley": u"resonably",
        u"accuesed": u"accused",
        u"upported": u"supported",
        u"aplogise": u"apologise",
        u"horffic": u"horrific",
        u"responsiable": u"responsible",
        u"supprt": u"support",
        u"diffcult": u"difficult",
        u"attensions": u"attentions",
        u"adment": u"adamant",
        u"disscovering": u"discovering",
        u"inheirited": u"inherited",
        u"Irleand": u"Ireland",
        u"bulter": u"butler",
        u"comprensiv": u"comprehensive",
        u"dissaster": u"disaster",
        u"gots": u"got",
        u"goig": u"going",
        u"balcany": u"balcony",
        u"accuired": u"acquired",
        u"photocoping": u"photocopying",
        u"admirerer": u"admirer",
        u"presant": u"present",
        u"amd": u"and",
        u"AMD": u"AMD",
        u"ppeared": u"appeared",
        u"jelous": u"jealous",
        u"rebal": u"rebel",
        u"palyed": u"played",
        u"wach": u"watch",
        u"confisgated": u"confiscated",
        u"prounonced": u"pronounced",
        u"believd": u"believed",
        u"parner": u"partner",
        u"reconised": u"recognised",
        u"aligations": u"allegations",
        u"cought": u"caught",
        u"exuste": u"exhaust",
        u"tought": u"taught",
        u"conversastion": u"conversation",
        u"succefully": u"successfully",
        u"drived": u"drove",
        u"sametime": u"same time",
        u"whent": u"went",
        u"lieed": u"lied",
        u"beeing": u"being",
        u"blieve": u"believe",
        u"runover": u"run over",
        u"strangley": u"strangely",
        u"religios": u"religious",
        u"layeing": u"laid",
        u"spresded": u"spread",
        u"reiver": u"river",
        u"ambraced": u"embraced",
        u"expeled": u"expelled",
        u"inforced": u"enforced",
        u"bhudhist": u"Buddhist",
        u"anxsity": u"anxiety",
        u"ambrased": u"embraced",
        u"myrtirdom": u"martyrdom",
        u"incidant": u"incident",
        u"arrivel": u"arrival",
        u"merried": u"married",
        u"accopied": u"accompanied",
        u"mesinger": u"messager",
        u"legeslative": u"legislative",
        u"peupile": u"pupil",
        u"theoritically": u"theoretically",
        u"spiritualy": u"spiritually",
        u"officeis": u"office is",
        u"islamabad": u"Islamabad",
        u"cityes": u"cities",
        u"twelwth": u"twelfth",
        u"eligeble": u"eligible",
        u"choise": u"choice",
        u"pricipally": u"principally",
        u"acceive": u"achieve",
        u"contitions": u"conditions",
        u"emediately": u"immediately",
        u"elswere": u"elsewhere",
        u"surender": u"surrender",
        u"abled": u"enabled",
        u"decition": u"decision",
        u"sourrender": u"surrender",
        u"militarty": u"military",
        u"familiy": u"family",
        u"respresents": u"represents",
        u"institue": u"institute",
        u"establshed": u"established",
        u"scultures": u"sculptures",
        u"instituition": u"institution",
        u"establishement": u"establishment",
        u"specilized": u"specialized",
        u"whicle": u"which",
        u"universtiy": u"university",
        u"teachnology": u"technology",
        u"bunglow": u"bungalow",
        u"residentiall": u"residential",
        u"saif": u"said",
        u"congregrate": u"congregate",
        u"musilm": u"Muslim",
        u"locatioin": u"location",
        u"renonwed": u"reknowned",
        u"disfunctional": u"dysfunctional",
        u"demading": u"demanding",
        u"loost": u"lost",
        u"temperatly": u"temporarily",
        u"evetualy": u"eventually",
        u"explaned": u"explained",
        u"beleve": u"believe",
        u"expolsion": u"explosion",
        u"suicde": u"suicide",
        u"poing": u"point",
        u"smokng": u"smoking",
        u"fellings": u"feelings",
        u"borher": u"brother",
        u"confisicated": u"confiscated",
        u"deseted": u"deserted",
        u"swign": u"swing",
        u"rore": u"rode",
        u"abulance": u"ambulance",
        u"kife": u"knife",
        u"heartattck": u"heart attack",
        u"heart attack": u"heart attack",
        u"hounrable": u"honourable",
        u"lighteening": u"lightning",
        u"deverstated": u"devestated",
        u"carsh": u"crash",
        u"feelt": u"felt",
        u"virtous": u"virtuous",
        u"nuber": u"number",
        u"punishement": u"punishment",
        u"referes": u"refers",
        u"pentogram": u"pentagram",
        u"higth": u"high",
        u"workking": u"working",
        u"breakthrougth": u"breakthrough",
        u"indentification": u"identification",
        u"terroritery": u"territory",
        u"enexed": u"annexed",
        u"netorious": u"notorious",
        u"rute": u"route",
        u"accupied": u"occupied",
        u"terrotory": u"territory",
        u"devoleped": u"developed",
        u"apposite": u"opposite",
        u"nobality": u"nobility",
        u"personility": u"personality",
        u"prformed": u"performed",
        u"condidate": u"candidate",
        u"oprating": u"operating",
        u"decleration": u"declaration",
        u"wellknown": u"well known",
        u"highqualified": u"highly qualified",
        u"wekkly": u"weekly",
        u"lawers": u"lawyers",
        u"compet": u"compete",
        u"brillient": u"brilliant",
        u"appearerd": u"appeared",
        u"exuctive": u"executive",
        u"beed": u"been",
        u"bew": u"new",
        u"follolwing": u"following",
        u"chould": u"could",
        u"origionaly": u"originally",
        u"chool": u"school",
        u"ahelter": u"shelter",
        u"consted": u"consisted",
        u"gfardens": u"gardens",
        u"halping": u"helping",
        u"accasions": u"occasions",
        u"tessalated": u"tessellated",
        u"particularirly": u"particularly",
        u"origionates": u"originates",
        u"Swedish": u"Swedish",
        u"callisthenics": u"calisthenics",
        u"followes": u"follows",
        u"sleves": u"sleeves",
        u"hite": u"white",
        u"shirl": u"shirt",
        u"crricular": u"curricular",
        u"arabia": u"Arabia",
        u"damascus": u"Damascus",
        u"defancive": u"defensive",
        u"defand": u"defend",
        u"conqure": u"conquer",
        u"officiers": u"officers",
        u"reconqure": u"reconquer",
        u"surreundered": u"surrendered",
        u"basra": u"Basra",
        u"jordan": u"Jordan",
        u"palestine": u"Palestine",
        u"jerusalem": u"Jerusalem",
        u"verion": u"version",
        u"idicate": u"indicate",
        u"israel": u"Israel",
        u"bristol": u"Bristol",
        u"southhampton": u"Southampton",
        u"twickenham": u"Twickenham",
        u"heritige": u"heritage",
        u"formely": u"formerly",
        u"turtorial": u"tutorial",
        u"eacg": u"each",
        u"apolgy": u"apology",
        u"mysteroius": u"mysterious",
        u"finacé": u"fiancé",
        u"daggar": u"dagger",
        u"horrorified": u"horrified",
        u"antedote": u"antidote",
        u"daggars": u"daggers",
        u"callled": u"called",
        u"setps": u"steps",
        u"thirtytwo": u"thirty two",
        u"thirtysix": u"thirty six",
        u"decsending": u"descending",
        u"extravangaza": u"extravaganza",
        u"intellignece": u"intelligence",
        u"portrayl": u"portrayal",
        u"asessment": u"assessment",
        u"fortyeight": u"forty eight",
        u"fiftysix": u"fifty six",
        u"twentythree": u"twenty three",
        u"chorographic": u"choreographic",
        u"seventyfour": u"seventy four",
        u"twentyfour": u"twenty four",
        u"interpration": u"interpretation",
        u"blossum": u"blossom",
        u"thritytwo": u"thirty two",
        u"speacial": u"special",
        u"camly": u"calmly",
        u"fogive": u"forgive",
        u"eurasia": u"Eurasia",
        u"numeous": u"numerous",
        u"marchs": u"marches",
        u"tamples": u"temples",
        u"paralles": u"parallels",
        u"parrellel": u"parallel",
        u"contemoparary": u"contemporary",
        u"elminating": u"eliminating",
        u"superstistions": u"superstitions",
        u"indipendance": u"independance",
        u"adequetly": u"adequately",
        u"discreate": u"discrete",
        u"dienchanted": u"disenchanted",
        u"scholors": u"scholars",
        u"crticism": u"criticism",
        
        #2006-Nov-05
        u"desperare": u"desperate",
        u"colse": u"close",
        #2006-Nov-04
        u"avident": u"evident",
        #2006-Nov-03
        u"undescribable": u"indescribable",
        u"cuased": u"caused",
        u"trampeling": u"trampling",
        u"mojar": u"major",
        u"atracttion": u"attraction",
        u"babarian": u"barbarian",
        u"episdoes": u"episodes",
        u"episdoe": u"episode",
        u"technoogy": u"technology",
        u"enterprse": u"enterprise",
        u"congresssional": u"congressional",
        u"argualy": u"arguably",
        u"publich": u"public",
        u"gradaute": u"graduate",
        u"analomies": u"anomalies",
        u"newgroups": u"newsgroups",
        u"discernable": u"discernible",
        #2006-Nov-02
        u"foundhis": u"found his",
        u"asistent": u"assistant",
        u"liscense": u"license",
        u"celeberated": u"celebrated",
        u"ussed": u"used",
        u"pressent": u"present",
        u"disseased": u"diseased",
        u"unihabitated": u"uninhabited",
        u"botn": u"born",
        u"olympics": u"Olympics",
        u"investmente": u"investment",
        u"withuot": u"without",
        u"histry": u"history",
        u"experimentive": u"experimental",
        #2006-Nov-01
        u"napsack": u"knapsack",
        u"problme": u"problem",
        u"alfabet": u"alphabet",
        u"alfabets": u"alphabets",
        u"amfetamine": u"amphetamine",
        u"biografies": u"biographies",
        u"profet": u"prophet",
        u"fased": u"phased",
        u"fase": u"phase",
        u"dj": u"DJ",
        u"Dj": u"DJ",
        u"primiered": u"premiered",
        u"primiere": u"premiere",
        u"primieres": u"premieres",
        u"distroy": u"destroy",
        u"distroys": u"destroys",
        u"distroyed": u"destroyed",
        u"distroying": u"destroying",
        u"accompiny": u"accompany",
        u"accompined": u"accompanied",
        u"accompines": u"accompanies",
        u"sideded": u"sided",
        u"unanamous": u"unanimous",
        u"curiousely": u"curiously",
        u"producted": u"produced",
        u"observering": u"observing",
        u"agrumentative": u"argumentative",
        u"elcipse": u"eclipse",
        u"platinium": u"platinum",
        u"uique": u"unique",
        u"descion": u"decision",
        u"descions": u"decisions",
        #2006-Oct-31
        u"stetch": u"stretch",
        u"coincidently": u"coincidentally",
        u"coinsided": u"considered",
        u"asscertain": u"ascertain",
        u"deam": u"dream",
        u"encirclment": u"encirclement",
        u"likliehood": u"likelihood",
        u"cliamed": u"claimed",
        u"jockies": u"jockeys",
        u"lier": u"liar",
        u"presentator": u"presenter",
        u"similiarities": u"similarities",
        u"carribeaen": u"Carribean",
        u"analogus": u"analogous",
        u"thoroughout": u"throughout",
        u"tring": u"trying",
        u"interantional": u"international",
        u"controversey": u"controversy",
        u"partcipation": u"participation",
        u"counsil": u"council",
        u"Brisotol": u"Bristol",
        u"diagnolly": u"diagonally",
        u"kms": u"km",
        u"Kms": u"km",
        u"approprieation": u"appropriation",
        u"discrecitionary": u"discretionary",
        u"concialiation": u"conciliation",
        u"applicatio": u"application",
        u"bulliten": u"bulletin",
        u"querry": u"query",
        u"websit": u"website",
        u"delenquent": u"delinquent",
        #2006-Oct-30
        u"incrased": u"increased",
        u"ebing": u"being",
        u"sceptar": u"scepter",
        u"disbalance": u"imbalance",
        u"adandoned": u"abandoned",
        u"adandon": u"abandon",
        u"adandons": u"abandons",
        u"adandoning": u"abandoning",
        u"distritribution": u"distribution",
        u"reconcider": u"reconsider",
        u"reconciders": u"reconsiders",
        u"reconcidered": u"reconsidered",
        u"reconcidering": u"reconsidering",
        u"wirte": u"write",
        u"evry": u"every",
        u"dispised": u"despised",
        u"dispises": u"despises",
        u"dispising": u"despising",
        u"dispise": u"despise",
        u"paralised": u"paralyzed",
        u"sythinized": u"synthesized",
        #2006-Oct-24
        u"sligh": u"slight",
        #2006-Oct-23
        u"instense": u"intense",
        u"instensify": u"intensify",
        u"patronship": u"patronage",
        #2006-Oct-22
        u"uncessful": u"unsuccessful",
        u"cronic": u"chronic",
        u"curcive": u"cursive",
        u"decicive": u"decisive",
        u"divicive": u"divisive",
        u"elucive": u"elusive",
        u"explocive": u"explosive",
        u"expancive": u"expansive",
        u"impulcive": u"impulsive",
        u"inclucive": u"inclusive",
        u"inconclucive": u"inconclusive",
        u"intrucive": u"intrusive",
        u"obtrucive": u"obtrusive",
        u"conclucive": u"conclusive",
        u"compulcive": u"compulsive",
        u"expencive": u"expensive",
        u"paleozoic": u"Paleozoic",
        u"cambrian": u"Cambrian",
        u"ordovician": u"Ordovician",
        u"silurian": u"Silurian",
        u"devonian": u"Devonian",
        #u"carboniferous": u"Carboniferous",
        u"cenozoic": u"Cenozoic",
        u"cretacious": u"Cretaceous",
        u"cretaceous": u"Cretaceous",
        u"cretacous": u"Cretaceous",
        u"paleocene": u"Paleocene",
        u"eocene": u"Eocene",
        u"oligocene": u"Oligocene",
        u"neogene": u"Neogene",
        u"miocene": u"Miocene",
        u"pliocene": u"Pliocene",
        u"pleistocene": u"Pleistocene",
        u"holocene": u"Holocene",
        u"permian": u"Permian",
        u"servince": u"service",
        u"delively": u"delivery",
        #2006-Oct-21
        u"ungoverend": u"ungoverned",
        u"obsucre": u"obscure",
        u"equimpment": u"equipment",
        u"charatible": u"charitable",
        #2006-Oct-20
        u"thess": u"these",
        u"illustrous": u"illustrious",
        u"ammassing": u"amassing",
        u"alwo": u"also",
        #2006-Oct-19
        u"speel": u"spell",
        #2006-Oct-17
        u"consessions": u"concessions",
        u"consession": u"concession",
        u"compettitor": u"competitor",
        u"compettitors": u"competitors",
        u"pyrrhic": u"Pyrrhic",
        u"rereleased": u"re-released",  
        u"jamaica": u"Jamaica",
        u"ellections": u"elections",
        u"ellection": u"election",
        u"scholr": u"scholar",
        u"maddly": u"madly",
        u"innovaction": u"innovation",
        u"Ritch": u"Ritch", # Surname
        u"signifantlly": u"significantly",
        #2006-Oct-16
        u"animalistice": u"animalistic",
        u"teleprathy": u"telepathy",
        u"encurred": u"incurred",
        u"arisin": u"arisen",
        u"imidiate": u"immediate",
        u"quantam": u"quantum",
        u"contruct": u"construct",
        #2006-Oct-15
        u"admistered": u"administered",
        u"jurassic": u"Jurassic",
        u"mesozoic": u"Mesozoic",
        u"triassic": u"Triassic",
        u"poisioned": u"poisoned",
        #2006-Oct-14
        u"qwith": u"with",
        u"constituenvy": u"constituency",
        u"aggresor": u"aggressor",
        u"amable": u"amiable",
        u"foreing": u"foreign",
        u"impresed": u"impressed",
        u"copyrigth": u"copyright",
        u"autorized": u"authorized",
        u"stablishment": u"establishment",
        u"acompaied": u"accompanied",
        u"figths": u"fights",
        u"foreingners": u"foreigners",
        u"occaisional": u"occasional",
        #2006-Oct-13
        u"cementery": u"cemetery",
        #2006-Oct-12
        u"extremally": u"extremely",
        #2006-Oct-11
        u"excam": u"exam",
        u"excams": u"exams",
        #2006-Oct-10
        u"caamera": u"camera",
        u"decomplier": u"decompiler",
        u"occure": u"occur",
        u"Atalntis": u"Atlantis",
        u"piolet": u"pilot",
        u"helocopter": u"helicopter",
        u"straignt": u"straight",
        u"nigeria": u"Nigeria",
        u"nigerian": u"Nigerian",
        #2006-Oct-09
        u"Barrell": u"Barrell", # surname
        u"Legionaires": u"Legionaires", # Canadian hockey team
        u"respetive": u"respective",
        u"respublics": u"republics",
        u"evenntual": u"eventual",
        #2006-Oct-08
        u"falsly": u"falsely",
        u"attrubuted": u"attributed",
        u"arguemnt": u"argument",
        u"hounur": u"honour",
        u"dissmising": u"dismissing",
        u"disscrediting": u"discrediting",
        #2006-Oct-07
        u"sytle": u"style",
        u"verifable": u"verifiable",
        u"reliablilty": u"reliability",
        u"issueing": u"issuing",
        u"encyclopediac": u"encyclopedic",
        u"reasearch": u"research",
        u"atention": u"attention",
        u"droppped": u"dropped",
        u"viking": u"Viking",
        u"veiwers": u"viewers",
        u"veiwer": u"viewer",
        u"veiwing": u"viewing",
        u"veiws": u"views",
        u"veiwed": u"viewed",
        u"calculaters": u"calculators",
        u"calculater": u"calculator",
        u"fightning": u"fighting",
        u"unamed": u"unnamed",
        u"fistfull": u"fistful",
        u"hs": u"his",
        u"loned": u"loaned",
        u"acurrately": u"accurately",
        u"shirnks": u"shrinks",
        u"metorites": u"meteorites",
        u"prosses": u"process",
        u"patatoe": u"potato",
        u"desines": u"designs",
        u"pheonix": u"phoenix",
        u"finsh": u"finish",
        u"cholocolate": u"chocolate",
        u"frezzes": u"freezes",
        #2006-Oct-06
        u"concenient": u"convenient",
        #2006-Oct-03
        u"integrety": u"integrity",
        #2006-Oct-02
        u"attitute": u"attitude",
        u"tenenacy": u"tenancy",
        u"joung": u"young",
        u"itteration": u"iteration",
        u"chior": u"choir",
        #2006-Oct-01
        u"analized": u"analyzed",
        u"undecover": u"undercover",
        u"amound": u"amount",
        #2006-Sep-30
        u"dispays": u"displays",
        u"dispay": u"display",
        u"dispayed": u"displayed",
        u"dispaying": u"displaying",
        u"conventioon": u"convention",
        u"aquanted": u"acquainted",
        u"aquants": u"acquaints",
        u"aquanting": u"acquainting",
        u"aquant": u"acquaint",
        u"iwht": u"with",
        #2006-Sep-28
        u"anothe": u"another",
        u"acept": u"accept",
        u"inhomogenious": u"inhomogeneous",
        u"perticipation": u"participation",
        #2006-Sep-26
        u"literrature": u"literature",
        u"differents": u"different",
        #2006-Sep-25
        u"hewbrew": u"Hebrew",
        u"holyness": u"holiness",
        #2006-Sep-24
        u"asosiated": u"associated",
        u"asosiates": u"associates",
        u"asosiate": u"associate",
        #2006-Sep-23
        u"distrubed": u"distributed",
        #2006-Sep-17
        u"litmited": u"limited",
        u"coprighted": u"coprighted",
        u"sexualty": u"sexuality",
        u"approximetely": u"approximately",
        u"plateu": u"plateau",
        u"argentinean": u"Argentinean",
        u"congestions": u"congestion",
        u"extense": u"extensive",
        u"tuiton": u"tuition",
        u"neighbourgs": u"neighbourhoods",
        u"neighbourg": u"neighbourhood",
        u"outdors": u"outdoors",
        u"ourdoors": u"outdoors",
        u"argentienan": u"Argentinian",
        u"alhough": u"although",
        u"referalls": u"referrals",
        u"referall": u"referral",
        u"efficacity": u"efficacy",
        u"christmas": u"Christmas",
        u"posioned": u"poisoned",
        u"infactuated": u"infatuated",
        u"openminded": u"open-minded",
        u"millian": u"million",
        u"ethnicaly": u"ethnically",
        u"figthing": u"fighting",
        u"setteld": u"settled",
        u"resetteld": u"resettled",
        u"rple": u"role",
        u"geneneration": u"generation",
        u"impovement": u"improvement",
        u"upolstery": u"upholstery",
        u"eengine": u"engine",
        u"conditoning": u"conditioning",
        u"outragous": u"outrageous",
        u"unquestionly": u"unquestioningly",
        u"operats": u"operates",
        u"pamhlet": u"pamphlet",
        u"phononetic": u"phonetic",
        u"usefullness": u"usefulness",
        u"architechtural": u"architectural",
        u"nowehere": u"nowhere",
        u"tosave": u"to save",
        u"maintianing": u"maintaining",
        u"reasonance": u"resonance",
        u"surpression": u"suppression",
        u"collpse": u"collapse",
        u"secuity": u"security",
        u"streotype": u"stereotype",
        u"orignial": u"original",
        u"utopic": u"utopian",
        u"dissindents": u"dissidents",
        u"credibilty": u"credibility",
        u"reciprochal": u"reciprocal",
        u"allocational": u"allocation",
        u"capabiliities": u"capabilities",
        u"transitor": u"transistor",
        u"precipited": u"precipitated",
        u"aleady": u"already",
        u"restucturing": u"restructuring",
        u"bllion": u"billion",
        u"flourishment": u"flourishing",
        u"objetive": u"objective",
        u"idustrial": u"industrial",
        u"poilitcal": u"political",
        u"Playstion": u"Playstation",
        u"aquireing": u"aquiring",
        u"resultet": u"resulted",
        u"operatior": u"operator",
        u"empre": u"empire",
        u"systmes": u"systems",
        u"scandel": u"scandal",
        u"imortal": u"immortal",
        u"bilogical": u"biological",
        u"vetern": u"veteran",
        u"woulkd": u"would",
        u"verus": u"versus",
        u"umask": u"unmask",
        u"fluxuation": u"fluctuation",
        u"disentegration": u"disintegration",
        u"responsiblity": u"responsibility",
        u"fueding": u"feuding",
        u"fueds": u"feuds",
        u"fueded": u"feuded",
        u"signiture": u"signature",
        u"champian": u"champion",
        u"eurupean": u"European",
        u"repearable": u"repairable",
        u"asseses": u"assesses",
        u"purcahsed": u"purchased",
        u"venemously": u"venomously",
        u"oxgyenation": u"oxygenation",
        u"periphreal": u"peripheral",
        u"oxgenation": u"oxygenation",
        u"pusling": u"pulsing",
        u"necesssarily": u"necessarily",
        u"sensous": u"sensuous",
        u"excersize": u"exercise",
        u"anothers": u"another's",
        u"cylider": u"cylinder",
        u"ofr": u"of",
        u"frustated": u"frustrated",
        u"activley": u"actively",
        u"listended": u"listened",
        u"isa": u"isa",
        u"alrealy": u"already",
        #2006-Sep-16
        u"afgan": u"Afghan",
        u"repleacing": u"replacing",
        u"considerabily": u"considerably",
        u"swithcing": u"switching",
        u"autentic": u"authentic",
        u"fussion": u"fusion",
        u"anround": u"around",
        u"desintigrating": u"disintegrating",
        u"coffe": u"coffee",
        u"hilarous": u"hilarious",
        u"warrier": u"warrior",
        u"loundly": u"loudly",
        u"aresenal": u"arsenal",
        u"againist": u"against",
        u"perferring": u"preferring",
        u"intitally": u"initially",
        u"flexibilty": u"flexibility",
        u"Soo": u"Soo", # Asian surname
        u"exuse": u"excuse",
        u"oppoposition": u"opposition",
        u"witin": u"within",
        u"unreasonble": u"unreasonable",
        u"temperary": u"temporary",
        u"suchs": u"such",
        u"damand": u"demand",
        u"oddessy": u"odyssey",
        u"ect": u"etc",
        u"siiged": u"signed",
        u"clasics": u"classics",
        u"houston": u"Houston",
        u"peolpe": u"people",
        u"jones": u"Jones",
        u"james": u"James",
        u"bottm": u"bottom",
        u"whats": u"what's",
        u"williams": u"Williams",
        u"conerts": u"concerts",
        u"conert": u"concert",
        u"variuos": u"various",
        u"complations": u"compilations",
        u"ths": u"this",
        u"occasonally": u"occasionally",
        u"deja": u"déjà",
        u"complaning": u"complaining",
        u"writters": u"writers",
        u"relise": u"realise",
        u"beleving": u"believing",
        u"narractor": u"narrator",
        u"knowlegde": u"knowledge",
        u"endding": u"ending",
        u"interrups": u"interrupts",
        u"interrup": u"interrupt",
        u"retriving": u"retrieving",
        u"auidence": u"audience",
        u"concerntraion": u"concentration",
        u"expection": u"expectation",
        u"dective": u"detective",
        u"Dixion": u"Dixon",
        u"calvin": u"Calvin",
        u"imperitive": u"imperative",
        u"alseep": u"asleep",
        u"wirtes": u"writes",
        u"colenel": u"colonel",
        u"aditionally": u"additionally",
        u"telivison": u"television",
        u"vidoes": u"videos",
        u"comentators": u"commentators",
        u"esscense": u"essence",
        u"pyschic": u"psychic",
        u"lucklaster": u"lackluster",
        u"vists": u"visits",
        u"traditionlly": u"traditionally",
        u"scultpted": u"sculpted",
        u"untis": u"units",
        u"wittnessed": u"witnessed",
        u"glaces": u"glances",
        u"hystarically": u"hysterically",
        u"ahouting": u"shouting",
        u"wathes": u"watches",
        u"roure": u"route",
        u"consequentive": u"consecutive",
        u"backword": u"backward",
        u"medievel": u"medieval",
        u"historry": u"history",
        u"physcological": u"psychological",
        u"sububrs": u"suburbs",
        u"shute": u"chute",
        u"limitied": u"limited",
        u"burie": u"buried",
        u"cconfronted": u"confronted",
        u"emergance": u"emergence",
        u"exclusivley": u"exclusively",
        u"transort": u"transport",
        u"repoitore": u"repertoire",
        #2006-Sep-14
        u"distrobution": u"distribution",
        u"prestented": u"presented",
        u"rapgroup": u"rap group",
        u"unpredicatible": u"unpredictable",
        u"flegdling": u"fledgling",
        u"apppears": u"appears",
        u"solicted": u"solicited",
        u"liitle": u"little",
        u"enthusiests": u"enthusiasts",
        u"indetified": u"identified",
        u"beigning": u"beginning",
        u"Norwigian": u"Norwegian",
        u"hosptably": u"hospitably",
        u"provisoned": u"provisioned",
        u"messuage": u"message",
        u"theres": u"there's",
        u"cusion": u"cousin",
        u"wasen": u"wasn", # wasn't
        u"everythings": u"everything's",
        u"innoccent": u"innocent",
        u"terroritories": u"territories",
        u"magicien": u"magician",
        u"commad": u"command",
        u"mixt": u"mixed",
        u"istablished": u"established",
        u"maigc": u"magic",
        u"alouded": u"allowed",
        u"starvs": u"starves",
        u"magiciens": u"magicians",
        u"diversed": u"diverse",
        u"murderes": u"murderers",
        u"perfessional": u"professional",
        u"unknow": u"unknown",
        u"inturn": u"in turn",
        u"emmediatly": u"immediately",
        u"emmediate": u"immediate",
        u"dissapearance": u"disappearance",
        u"governned": u"governed",
        u"dosen": u"doesn", # doesn't
        u"whre": u"where",
        u"trumatic": u"traumatic",
        u"squabbering": u"squabbling",
        u"nicknmame": u"nickname",
        u"abestos": u"asbestos",
        u"victom": u"victim",
        u"fluxuate": u"fluctuate",
        u"abhored": u"abhorred",
        u"temselves": u"themselves",
        u"miniture": u"miniature",
        u"waffer": u"wafer",
        u"rarly": u"rarely",
        u"disection": u"dissection",
        u"stomache": u"stomach",
        u"sentinals": u"sentinels",
        u"shoud": u"should",
        u"covetted": u"coveted",
        u"caynon": u"canyon",
        u"immatures": u"immature",
        u"bfore": u"before",
        u"tabboos": u"taboos",
        u"vetrans": u"veterans",
        u"moring": u"morning",
        u"invities": u"invites",
        u"trhe": u"the",
        u"tirck": u"trick",
        u"tranquelizer": u"tranquilizer",
        u"faulse": u"false",
        u"stear": u"steer",
        u"caan": u"can",
        u"spiritul": u"spiritual",
        u"possibilitities": u"possibilities",
        u"preseent": u"present",
        u"oposed": u"opposed",
        u"releashed": u"released",
        u"perfom": u"perform",
        u"obteining": u"obtaining",
        u"Grece": u"Greece",
        u"appereances": u"appearances",
        u"reimaging": u"reimagining",
        u"tamporing": u"tampering",
        u"regenaration": u"regeneration",
        u"concpts": u"concepts",
        u"adatation": u"adaption",
        u"resoluton": u"resolution",
        u"peaople": u"people",
        u"througj": u"through",
        u"eternaly": u"eternally",
        u"gratefull": u"grateful",
        u"darknest": u"darkest",
        u"sencond": u"second",
        u"drawned": u"drawn",
        u"phyical": u"physical",
        u"invove": u"involve",
        u"purporses": u"purposes",
        u"couldt": u"couldn't",
        u"almosts": u"almost",
        u"inisted": u"insisted",
        u"appers": u"appears",
        u"actully": u"actually",
        u"externed": u"external",
        u"mechanichal": u"mechanical",
        u"includs": u"includes",
        u"spoting": u"spotting",
        u"proced": u"proceeds",
        u"awarenes": u"awareness",
        #2006-Sep-13
        u"elabourate": u"elaborate",
        u"garrision": u"garrison",
        u"sacder": u"sacred",
        u"moust": u"most",
        u"offten": u"often",
        u"appering": u"appearing",
        u"varius": u"various",
        u"apperd": u"appeared",
        u"accidentially": u"accidentally",
        u"geting": u"getting",
        u"qick": u"quick",
        u"uncel": u"uncle",
        u"greait": u"great",
        u"theat": u"that",
        u"panelty": u"penalty",
        u"obaut": u"about",
        u"invincibel": u"invincible",
        u"thry": u"try",
        u"stell": u"steel",
        u"oryginal": u"original",
        u"themselved": u"themselves",
        #2006-Sep-12
        u"budjet": u"budget",
        u"belgian": u"Belgian",
        u"transulates": u"translates",
        #2006-Sep-11
        u"destroied": u"destroyed",
        u"suspende": u"suspended",
        u"sindicaded": u"syndicated",
        u"iowa": u"Iowa",
        u"precipated": u"precipitated",
        u"tenedency": u"tendency",
        u"equivavlent": u"equivalent",
        u"circumatances": u"circumstances",
        u"undoubtely": u"undoubtedly",
        u"scottish": u"Scottish",
        u"popularazation": u"popularization",
        u"beint": u"being",
        #2006-Sep-10
        u"aare": u"are",
        u"eaast": u"east",
        u"vitims": u"victims",
        u"nutured": u"nurtured",
        u"isssuing": u"issuing",
        u"laudering": u"laundering",
        u"needdless": u"needless",
        u"whlist": u"whilst",
        u"firng": u"firing",
        u"orign": u"origin",
        u"kidnapp": u"kidnap",
        u"nesscary": u"necessary",
        u"sqaud": u"squad",
        u"resuces": u"rescues",
        u"resucing": u"rescuing",
        u"geneticly": u"genetically",
        u"watchs": u"watches",
        u"remander": u"remainder",
        u"forstall": u"forestall",
        u"grevious": u"grievous",
        u"commeration": u"commemoration",
        u"writter": u"writer",
        u"desrciptions": u"descriptions",
        u"extravengent": u"extravagant",
        u"leuateant": u"lieutenant",
        u"entirly": u"entirely",
        u"farinheight": u"Fahrenheit",
        u"singnifgant": u"significant",
        u"hotest": u"hottest",
        u"fatlities": u"fatalities",
        u"totoals": u"totals",
        u"climed": u"climbed",
        u"temputures": u"temperatures",
        u"statred": u"started",
        u"tempture": u"temperature",
        u"tempurtues": u"temperatures",
        u"reched": u"reached",
        u"ausgust": u"August",
        u"deghress": u"degrees",
        u"mnay": u"many",
        u"efect": u"effect",
        u"exaustion": u"exhuastion",
        u"quickley": u"quickly",
        u"charecterized": u"characterized",
        u"charectorizes": u"characterizes",
        u"dessecation": u"dessication",
        u"perminantly": u"permanently",
        u"speciment": u"specimens",
        u"definitlvly": u"definitively",
        u"palletes": u"palettes",
        u"patantly": u"patently",
        u"panaling": u"paneling",
        u"medeterranian": u"Mediterranean",
        u"complecated": u"complicated",
        u"consise": u"concise",
        u"aquasistion": u"acquisition",
        u"pruchasing": u"purchasing",
        u"werre": u"were",
        u"colloquiallism": u"colloquialism",
        u"pyschologists": u"psychologists",
        u"introdued": u"introduced",
        u"aministration": u"administration",
        u"Siochána": u"Síochána",
        u"Sochana": u"Síochána",
        u"obtainible": u"obtainable",
        u"ledership": u"leadership",
        u"inexistence": u"in existence",
        u"aroudn": u"around",
        u"bythe": u"by the",
        u"Britsih": u"British",
        u"goup": u"group",
        u"poliitcal": u"political",
        u"peacfully ": u"peacefully",
        u"shelterd": u"sheltered",
        u"vegeance": u"vengeance",
        u"neaded": u"needed",
        u"stange": u"strange",
        u"wandrs": u"wanders",
        u"medival": u"medieval",
        u"hre": u"he",
        u"disconected": u"disconnected",
        u"etheral": u"ethereal",
        u"procceds": u"proceeds",
        u"confrons": u"confronts",
        u"medevil": u"medieval",
        u"trhough": u"through",
        u"fashoined": u"fashioned",
        u"bieng": u"being",
        u"heroiclly": u"heroically",
        u"unfotunately": u"unfortunately",
        u"mrs": u"Mrs",
        u"exsplains": u"explains",
        u"procedds": u"proceeds",
        u"encouterning": u"encountering",
        u"disagrement": u"disagreement",
        u"detroit": u"Detroit",
        u"Wiliam": u"William",
        u"labled": u"labeled",
        u"cuaght": u"caught",
        u"strugles": u"struggles",
        u"manfestation": u"manifestation",
        u"imeasurable": u"immeasurable",
        u"cerian": u"certain",
        u"gravty": u"gravity",
        u"poltergiest": u"poltergeist",
        u"poltergiests": u"poltergeists",
        u"neatby": u"nearby",
        u"resivior": u"reservoir",
        u"cna": u"can",
        u"spensd": u"spends",
        u"fewwer": u"fewer",
        u"anpther": u"another",
        u"reesivior": u"reservoir",
        u"anoalog": u"analog",
        u"exsplosive": u"explosive",
        u"devies": u"device",
        u"importitant": u"important",
        u"thugh": u"though",
        u"classica": u"classic",
        u"els": u"else",
        u"likly": u"likely",
        u"consitured": u"considered",
        u"martal": u"martial",
        u"opertunity": u"opportunity",
        u"dosn": u"doesn", # doesn't
        u"invicable": u"invincible",
        u"tounamint": u"tournament",
        u"tournamint": u"tournament",
        u"focous": u"focus",
        u"litteraly": u"literally",
        u"vocabulerry": u"vocabulary",
        u"unbarable": u"unbearable",
        u"versoin": u"version",
        u"noteice": u"notice",
        u"frightning": u"frightening",
        u"hatered": u"hatred",
        u"horrafied": u"horrified",
        u"figher": u"fighter",
        u"sapossed": u"supposed",
        u"deth": u"death",
        u"doughter": u"daughter",
        u"rumar": u"rumor",
        u"terrable": u"terrible",
        u"impossable": u"impossible",
        u"authomatically": u"automatically",
        u"homne": u"home",
        u"explicitely": u"explicitly",
        u"comand": u"command",
        u"extreemely": u"extremely",
        u"civilation": u"civilisation",
        u"castillian": u"Castilian",
        u"misticism": u"mysticism",
        u"reaseon": u"reason",
        u"participed": u"participated",
        u"writed": u"written",
        u"phillosophycal": u"philosophical",
        u"whith": u"with",
        u"speechs": u"speeches",
        u"influenze": u"influence",
        u"considerated": u"considered",
        u"Mediterran": u"Mediterranean",
        u"firt": u"first",
        u"lidered": u"led",
        u"ratificated": u"ratified",
        u"afrfirmative": u"affirmative",
        u"imprisioned": u"imprisoned",
        u"simbolized": u"symbolized",
        u"worlg": u"world",
        u"norvegian": u"Norwegian",
        u"norvegians": u"Norwegians",
        u"bourgouis": u"bourgeois",
        u"prooblem": u"problem",
        u"reputendly": u"reputedly",
        u"posisioned": u"positioned",
        u"philosoohy": u"philosophy",
        u"expences": u"expenses",
        #2006-Sep-09
        u"Technics": u"Technics", # audio company
        u"Callendar": u"Callendar", # surname
        u"repare": u"repair",
        u"ocotber": u"October",
        u"surivived": u"survived",
        u"reasonon": u"reason",
        u"vigourously": u"vigorously",
        u"weasle": u"weasel",
        u"jupieter": u"Jupiter",
        u"oribt": u"orbit",
        u"prosecuton": u"prosecution",
        u"isloated": u"isolated",
        u"refererence": u"reference",
        u"dicated": u"dictated",
        u"refrenced": u"referenced",
        u"economis": u"economic",
        u"incresing": u"increasing",
        u"recoved": u"recovered",
        u"prematurlly": u"prematurely",
        u"artitecture": u"architecture",
        u"prrominent": u"prominent",
        u"vestigal": u"vestigial",
        u"myhtical": u"mythical",
        u"elasped": u"elapsed",
        u"peaces": u"pieces",
        u"descovring": u"discovering",
        u"authoriative": u"authoritative",
        u"schlool": u"school",
        u"recipricol": u"reciprocal",
        u"counntries": u"countries",
        u"bristish": u"British",
        u"oversease": u"overseas",
        u"counrty": u"country",
        u"formated": u"formatted",
        u"atacking": u"attacking",
        u"prision": u"prison",
        u"rougue": u"rogue",
        u"deligation": u"delegation",
        u"hibenating": u"hibernating",
        u"fromer": u"former",
        u"Atlanis": u"Atlantis",
        u"tothat": u"to that",
        u"arould": u"around",
        u"prounounced": u"pronounced",
        u"stragies": u"strategies",
        u"relelased": u"released",
        u"luminescene": u"luminescence",
        u"reapparance": u"reappearance",
        u"callendar": u"calendar",
        #2006-Sep-08
        u"duell": u"duel",
        u"aplications": u"applications",
        u"curiousity": u"curiosity",
        u"lithtly": u"lightly",
        u"chiken": u"chicken",
        u"maximun": u"maximum",
        u"breat": u"breast",
        u"comepletly": u"completely",
        u"authours": u"authors",
        u"authour": u"author",
        #2006-Sep-07
        u"majortity": u"majority",
        u"shootes": u"shoots",
        u"previosly": u"previously",
        u"propability": u"probability",
        u"ambulanse": u"ambulance",
        u"domsetic": u"domestic",
        u"litterarily": u"literally",
        u"ownes": u"owns",
        u"brittan": u"Britain",
        u"monestry": u"monastery",
        u"pulishers": u"publishers",
        u"chactisticly": u"characteristically",
        u"ofspring": u"offspring",
        u"verinable": u"vulnerable",
        u"paied": u"paid",
        #2006-Sep-06
        u"soccial": u"social",
        u"coordinater": u"coordinator",
        u"cobination": u"combination",
        u"withwin": u"within",
        u"facilitaes": u"facilitates",
        u"indivigial": u"individual",
        u"commite": u"committee",
        u"manufacters": u"manufacturers",
        u"undergroung": u"underground",
        u"coducted": u"conducted",
        u"instace": u"instance",
        u"assosiaction": u"association",
        u"seaching": u"searching",
        #2006-Sep-05
        u"tbe": u"the",
        u"telifis": u"telefís",
        u"telefis": u"telefís",
        u"croud": u"crowd",
        u"crouds": u"crowds",
        u"crouded": u"crowded",
        u"crouding": u"crowding",
        u"overcrouded": u"overcrowded",
        u"overcrouding": u"overcrowding",
        u"wll": u"will",
        u"moslty": u"mostly",
        u"knowned": u"reknowned",
        u"Coad": u"Coad", # surname`
        u"sorrouneded": u"surrounded",
        u"prestegiuos": u"prestigious",
        #2006-Sep-04
        u"englisch": u"English",
        u"Wellcome": u"Wellcome", # surname/institute
        u"mmorpg": u"MMORPG",
        u"accindent": u"accident",
        u"recongnised": u"recognised",
        u"recongnises": u"recognises",
        u"recongnise": u"recognise",
        u"recongnising": u"recognising",
        u"marrried": u"married",
        u"Delerium": u"Delerium", # band name
        u"tenticle": u"tentacle",
        u"tenticles": u"tentacles",
        #2006-Sep-03
        u"Cutt": u"Cutt", # surname/band name
        u"fassion": u"fashion",
        u"armenian": u"Armenian",
        u"armenia": u"Armenia",
        u"armenias": u"Armenia's",
        u"tehran": u"Tehran",
        u"thatwere": u"that were",
        #2006-Sep-02
        u"Brillant": u"Brillant", # surname
        u"boldy": u"boldly",
        u"workig": u"working",
        u"shelfs": u"shelves",
        u"releaseing": u"releasing",
        #2006-Sep-01
        u"massacare": u"massacre",
        u"irritablie": u"irritable",
        u"uninhabitated": u"uninhabited",
        u"Sumer": u"Sumer", # the city-state
        u"Afgan": u"Afghan",
        u"distinctons": u"distinctions",
        u"distincton": u"distinction",
        u"enyzme": u"enzyme",
        u"governemnts": u"governments",
        u"dissoving": u"dissolving",
        u"uttilities": u"utilities",
        u"hearatige": u"heritage",
        #2006-Aug-31
        u"dubai": u"Dubai",
        u"Milion": u"Milion", # French surname
        u"boston": u"Boston",
        u"bacically": u"basically",
        u"prossesor": u"processor",
        u"verticle": u"vertical",
        u"ignors": u"ignores",
        u"abou": u"about",
        #2006-Aug-30
        u"Dacorum": u"Dacorum", # placename
        u"brife": u"brief",
        u"cadinadte": u"candidate",
        u"unision": u"unison",
        u"promently": u"prominently",
        u"bussines": u"business",
        u"hreat": u"great",
        u"gardai": u"Gardaí",
        u"hindus": u"Hindus",
        u"teretories": u"territories",
        #2006-Aug-29
        u"speacialty": u"specialty",
        u"artikles": u"articles",
        u"excentric": u"eccentric",
        u"thase": u"those",
        #2006-Aug-28
        u"Hrady": u"Hrady", # surname
        u"enviromnent": u"environment",
        u"Antena": u"Antena", # surname, used for radio stations lots
        u"reasently": u"recently",
        u"comventional": u"conventional",
        u"notibly": u"notably",
        u"aprecitated": u"appreciated",
        #2006-Aug-27
        u"scandinavian": u"Scandinavian",
        u"elit": u"elite",
        u"tunisia": u"Tunisia",
        u"soursed": u"sourced",
        u"Millon": u"Millon", # surname
        u"nolonger": u"no longer",
        u"crearted": u"created",
        u"coppywrigt": u"copyright",
        u"exsept": u"except",
        u"takeing": u"taking",
        u"miltiple": u"multiple",
        u"coppywright": u"copyright",
        u"macedonia": u"Macedonia",
        u"macedonian": u"Macedonian",
        u"cartisin": u"Cartesian",
        u"resently": u"recently",
        u"predident": u"president",
        u"Albatros": u"Albatros",
        u"ahs": u"has",
        u"behinde": u"behind",
        u"iddol": u"idol",
        u"wotld": u"world",
        u"affermation": u"affirmation",
        #2006-Aug-26
        u"clonial": u"colonial",
        u"didstances": u"distances",
        u"regoinal": u"regional",
        u"maped": u"mapped",
        u"rainway": u"railway",
        u"rsettled": u"settled",
        u"harbitat": u"habitat",
        u"precaruously": u"precariously",
        u"repelant": u"repellant",
        u"excercises": u"exercises",
        u"pretencious": u"pretentious",
        u"georgia": u"Georgia",
        u"recearch": u"research",
        u"verry": u"very",
        u"electrisity": u"electricity",
        u"therye": u"they're",
        u"olimpic": u"Olympic",
        u"technocally": u"technically",
        u"descided": u"decided",
        u"technics": u"techniques",
        u"antigonist": u"antagonist",
        u"indroduction": u"introduction",
        #2006-Aug-25
        u"Collison": u"Collison", # surname
        u"indepentant": u"independent",
        #2006-Aug-24
        u"dispensors": u"dispensers",
        u"descritions": u"descriptions",
        u"descrition": u"description",
        u"apothosis": u"apotheosis",
        u"puropse": u"purpose",
        u"surived": u"survived",
        u"receptables": u"receptacles",
        #2006-Aug-23
        u"hihgest": u"highest",
        u"Bron": u"Bron", # name
        u"Thay": u"Thay", # place name
        u"Tath": u"Tath", # asian name
        #2006-Aug-22
        u"pourpose": u"purpose",
        #2006-Aug-20
        u"soundractks": u"soundtracks",
        u"oftenly": u"often",
        u"Denys": u"Denys", # name
        u"picturs": u"pictures",
        u"occaisonaly": u"occasionally",
        u"usb": u"USB",
        u"margine": u"margin",
        u"meteorolgists": u"meteorologists",
        u"temperatur": u"temperature",
        u"libya": u"Libya",
        u"libyan": u"Libyan",
        u"syria": u"Syria",
        u"agreedment": u"agreement",
        u"resourseful": u"resourceful",
        u"expension": u"expansion",
        u"highley": u"highly",
        u"lisence": u"licence",
        u"snady": u"shady",
        u"parioded": u"parodied",
        u"sufi": u"Sufi",
        u"marrital": u"marital",
        u"capasity": u"capacity",
        u"gour": u"hour",
        #2006-Aug-19
        u"equalatteral": u"equilateral",
        u"athority": u"authority",
        u"latino": u"Latino",
        #2006-Aug-18
        u"litreally": u"literally",
        u"serbo": u"Serbo",
        u"arabian": u"Arabian",
        u"daughther": u"daughter",
        #2006-Aug-17
        u"Mallett": u"Mallett", # surname
        u"Februari": u"February",
        u"Angell": u"Angell", # surname
        u"stricktly": u"strictly",
        u"anough": u"enough",
        #2006-Aug-16
        u"andthe": u"and the",
        u"lutheran": u"Lutheran",
        u"chilean": u"Chilean",
        u"Bagan": u"Bagan", # Surname
        u"champiom": u"champion",
        u"Gaven": u"Gaven", # Surname
        u"mahy": u"many",
        u"fighrer": u"fighter",
        u"weer": u"were",
        u"obstincy": u"obstinacy",
        u"repsonse": u"response",
        u"ointly": u"jointly",
        u"guaranteeded": u"guaranteed",
        u"lenghtening": u"lengthening",
        u"aleert": u"alert",
        u"spport": u"support",
        u"reconnasance": u"reconnaissance",
        u"repsonsible": u"responsible",
        u"regurally": u"regularly",
        u"telementary": u"telemetry",
        u"retalitory": u"retaliatory",
        u"origionally": u"originally",
        u"consolodations": u"consolidations",
        u"consolodation": u"consolidation",
        u"Serios": u"Serios", # surname
        u"Skelton": u"Skelton", # surname
        u"influince": u"influence",
        u"pernounce": u"pronounce",
        u"allthou": u"although",
        u"commen": u"common",
        u"immgrants": u"immigrants",
        u"allways": u"always",
        u"unintellgable": u"unintelligible",
        u"huters": u"hunters",
        #2006-Aug-15
        u"abberation": u"aberration",
        u"abberations": u"aberrations",
        u"abberration": u"aberration",
        u"abberrations": u"aberrations",
        u"aberations": u"aberrations",
        u"aberration": u"aberration",
        u"aberrations": u"aberrations",
        u"ablities": u"abilities",
        u"ablity": u"ability",
        u"abondoned": u"abandoned",
        u"abondoning": u"abandoning",
        u"abondons": u"abandons",
        u"abortificants": u"abortifacients",
        u"abreviate": u"abbreviate",
        u"abreviates": u"abbreviates",
        u"abreviating": u"abbreviating",
        u"abreviator": u"abbreviator",
        u"absenses": u"absences",
        u"acadamies": u"academies",
        u"acadmics": u"academics",
        u"accadamies": u"academies",
        u"accadamy": u"academy",
        u"accademics": u"academics",
        u"acccuse": u"accuse",
        u"acccused": u"accused",
        u"acccusing": u"accusing",
        u"accellerate": u"accelerate",
        u"accellerates": u"accelerates",
        u"accellerating": u"accelerating",
        u"accellerator": u"accelerator",
        u"accelleratory": u"acceleratory",
        u"acceptibility": u"acceptability",
        u"accessability": u"accessibility",
        u"acclimitisation": u"acclimatisation",
        u"acclimitise": u"acclimatise",
        u"acclimitised": u"acclimatised",
        u"acclimitises": u"acclimatises",
        u"acclimitising": u"acclimatising",
        u"acclimitize": u"acclimatize",
        u"acclimitized": u"acclimatized",
        u"acclimitizes": u"acclimatizes",
        u"acclimitizing": u"acclimatizing",
        u"accordeons": u"accordions",
        u"accordian": u"accordion",
        u"accordians": u"accordions",
        u"accoustically": u"acoustically",
        u"acheiver": u"achiever",
        u"achiver": u"achiever",
        u"achives": u"achieves",
        u"achiving": u"achieving",
        u"aclimitisation": u"acclimatisation",
        u"aclimitise": u"acclimatise",
        u"aclimitised": u"acclimatised",
        u"aclimitises": u"acclimatises",
        u"aclimitising": u"acclimatising",
        u"aclimitization": u"acclimatization",
        u"aclimitize": u"acclimatize",
        u"aclimitized": u"acclimatized",
        u"aclimitizes": u"acclimatizes",
        u"aclimitizing": u"acclimatizing",
        u"acomplishes": u"accomplishes",
        u"acomplishing": u"accomplishing",
        u"acordeons": u"accordions",
        u"acordian": u"accordion",
        u"acordians": u"accordions",
        u"acquital": u"acquittal",
        u"acquitance": u"acquittance",
        u"acquiting": u"acquitting",
        u"acurately": u"accurately",
        u"acusable": u"accusable",
        u"acusal": u"accusal",
        u"acusative": u"accusative",
        u"acuse": u"accuse",
        u"acuser": u"accuser",
        u"acuses": u"accuses",
        u"acustomed": u"accustomed",
        u"adapation": u"adaptation",
        u"adapations": u"adaptations",
        u"adavance": u"advance",
        u"adavanced": u"advanced",
        u"adavancemenets": u"advancements",
        u"adavancement": u"advancement",
        u"adavances": u"advances",
        u"adavancing": u"advancing",
        u"adbandon": u"abandon",
        u"adbandoned": u"abandoned",
        u"adbandonee": u"abandonee",
        u"adbandoning": u"abandoning",
        u"adbandonment": u"abandonment",
        u"adbandons": u"abandons",
        u"additinal": u"additional",
        u"additonally": u"additionally",
        u"addmissions": u"admissions",
        u"addopting": u"adopting",
        u"addoption": u"adoption",
        u"addopts": u"adopts",
        u"addtions": u"additions",
        u"adhear": u"adhere",
        u"adhearence": u"adherence",
        u"adhears": u"adheres",
        u"adminstrations": u"administrations",
        u"adolecents": u"adolescents",
        u"adultrate": u"adulterate",
        u"adultration": u"adulteration",
        u"adultrer": u"adulterer",
        u"adultrous": u"adulterous",
        u"adultry": u"adultery",
        u"advesary": u"adversary",
        u"advesarys": u"adversaries",
        u"afficianado": u"aficionado",
        u"afficianados": u"aficionados",
        u"afrikaaner": u"Afrikaner",
        u"afrikaaners": u"Afrikaners",
        u"agravated": u"aggravated",
        u"agravates": u"aggravates",
        u"agravating": u"aggravating",
        u"agravatingly": u"aggravatingly",
        u"agravation": u"aggravation",
        u"agravations": u"aggravations",
        u"agreemnt": u"agreement",
        u"agreemnts": u"agreements",
        u"agregating": u"aggregating",
        u"agregation": u"aggregation",
        u"agregations": u"aggregations",
        u"agrevate": u"aggravate",
        u"agrevated": u"aggravated",
        u"agrevates": u"aggravates",
        u"agrevating": u"aggravating",
        u"agrevatingly": u"aggravatingly",
        u"agrevation": u"aggravation",
        u"agrevations": u"aggravations",
        u"agrivate": u"aggravate",
        u"agrivated": u"aggravated",
        u"agrivates": u"aggravates",
        u"agrivating": u"aggravating",
        u"agrivatingly": u"aggravatingly",
        u"agrivation": u"aggravation",
        u"agrivations": u"aggravations",
        u"aiports": u"airports",
        u"aircafts": u"aircraft",
        u"aisian": u"Asian",
        u"aisians": u"Asians",
        u"alegiences": u"allegiances",
        u"alientate": u"alienate",
        u"alientating": u"alienating",
        u"allegences": u"allegiances",
        u"allegiences": u"allegiances",
        u"alowable": u"allowable",
        u"alowance": u"allowance",
        u"alowed": u"allowed",
        u"alternitively": u"alternatively",
        u"alternitives": u"alternatives",
        u"alusion": u"allusion",
        u"alusions": u"allusions",
        u"amalgomate": u"amalgamate",
        u"amalgomated": u"amalgamated",
        u"amalgomates": u"amalgamates",
        u"amalgomating": u"amalgamating",
        u"amalgomation": u"amalgamation",
        u"amatuers": u"amateurs",
        u"amendmants": u"amendments",
        u"amerliorate": u"ameliorate",
        u"amerliorated": u"ameliorated",
        u"amerliorates": u"ameliorates",
        u"amerliorating": u"ameliorating",
        u"amerlioration": u"amelioration",
        u"ammounted": u"amounted",
        u"ammounting": u"amounting",
        u"ammuntion": u"ammunition",
        u"ammuntions": u"ammunitions",
        u"ammuse": u"amuse",
        u"ammused": u"amused",
        u"ammuses": u"amuses",
        u"ammusing": u"amusing",
        u"ammusment": u"amusement",
        u"ammusments": u"amusements",
        u"amoungst": u"amongst",
        u"amungst": u"amongst",
        u"anhiliate": u"annihilate",
        u"anhiliated": u"annihilated",
        u"anhiliates": u"annihilates",
        u"anhiliating": u"annihilating",
        u"anhiliation": u"annihilation",
        u"anhiliations": u"annihilations",
        u"anihilates": u"annihilates",
        u"anihilating": u"annihilating",
        u"anihilations": u"annihilations",
        u"anihiliate": u"annihilate",
        u"anihiliated": u"annihilated",
        u"anihiliates": u"annihilates",
        u"anihiliating": u"annihilating",
        u"anihiliation": u"annihilation",
        u"anihiliations": u"annihilations",
        u"annhiliate": u"annihilate",
        u"annhiliated": u"annihilated",
        u"annhiliates": u"annihilates",
        u"annhiliating": u"annihilating",
        u"annhiliation": u"annihilation",
        u"annhiliations": u"annihilations",
        u"annihiliate": u"annihilate",
        u"annihiliated": u"annihilated",
        u"annihiliates": u"annihilates",
        u"annihiliating": u"annihilating",
        u"annihiliation": u"annihilation",
        u"annihiliations": u"annihilations",
        u"annoinment": u"anointment",
        u"ansestor": u"ancestor",
        u"ansestors": u"ancestors",
        u"antartic": u"Antarctic",
        u"antartica": u"Antarctica",
        u"apperant": u"apparent",
        u"apperantly": u"apparently",
        u"approproximate": u"approximate",
        u"approproximately": u"approximately",
        u"approxamate": u"approximate",
        u"approxamated": u"approximated",
        u"approxamately": u"approximately",
        u"approxamates": u"approximates",
        u"approximite": u"approximate",
        u"approximited": u"approximated",
        u"approximites": u"approximates",
        u"aproachability": u"approachability",
        u"aproachable": u"approachable",
        u"aproaches": u"approaches",
        u"aproaching": u"approaching",
        u"aproxamate": u"approximate",
        u"aproxamated": u"approximated",
        u"aproxamately": u"approximately",
        u"aproxamates": u"approximates",
        u"aproximite": u"approximate",
        u"aproximited": u"approximated",
        u"aproximitely": u"approximately",
        u"aproximites": u"approximates",
        u"aquaintanced": u"acquaintanced",
        u"aquiantances": u"acquaintances",
        u"aquires": u"acquires",
        u"arange": u"arrange",
        u"arangements": u"arrangements",
        u"aranges": u"arranges",
        u"aranging": u"arranging",
        u"areodynamic": u"aerodynamic",
        u"areodynamics": u"aerodynamics",
        u"armamant": u"armament",
        u"armamants": u"armaments",
        u"armistace": u"armistice",
        u"armistaces": u"armistices",
        u"asigning": u"assigning",
        u"asignment": u"assignment",
        u"asignments": u"assignments",
        u"asigns": u"assigns",
        u"asociate": u"associate",
        u"asociates": u"associates",
        u"asociating": u"associating",
        u"asorbes": u"absorbs",
        u"asphyxate": u"asphyxiate",
        u"asphyxated": u"asphyxiated",
        u"asphyxates": u"asphyxiates",
        u"asphyxating": u"asphyxiating",
        u"asphyxation": u"asphyxiation",
        u"assertations": u"assertions",
        u"assosication": u"assassination",
        u"assosications": u"assassinations",
        u"assymetrical": u"asymmetrical",
        u"asteriods": u"asteroids",
        u"astonomer": u"astronomer",
        u"astonomers": u"astronomers",
        u"athenean": u"Athenian",
        u"atheneans": u"Athenians",
        u"athiesm": u"atheism",
        u"athiests": u"atheists",
        u"attatch": u"attach",
        u"attatched": u"attached",
        u"attatching": u"attaching",
        u"attendences": u"attendances",
        u"attitides": u"attitudes",
        u"attributre": u"attribute",
        u"attributred": u"attributed",
        u"attrocity": u"atrocity",
        u"audeinces": u"audience",
        u"authobiographical": u"autobiographical",
        u"automibile": u"automobile",
        u"automibiles": u"automobiles",
        u"backgorund": u"background",
        u"backgorunds": u"backgrounds",
        u"balistic": u"ballistic",
        u"balistics": u"ballistics",
        u"bananna": u"banana",
        u"banannas": u"bananas",
        u"bankrupcies": u"bankruptcies",
        u"banruptcies": u"bankruptcies",
        u"banruptcy": u"bankruptcy",
        u"batallions": u"battalions",
        u"beachead": u"beachhead",
        u"beacheads": u"beachheads",
        u"beaurocracies": u"bureaucracies",
        u"becomme": u"become",
        u"begininning": u"beginning",
        u"begininnings": u"beginnings",
        u"billingualism": u"bilingualism",
        u"binominals": u"binomials",
        u"bodydbuilder": u"bodybuilder",
        u"bodydbuilders": u"bodybuilders",
        u"bondaries": u"boundaries",
        u"boyancy": u"buoyancy",
        u"breakthoughs": u"breakthroughs",
        u"breifing": u"briefing",
        u"broacasted": u"broadcast",
        u"broadacast": u"broadcast",
        u"broadacasted": u"broadcast",
        u"broadacasting": u"broadcasting",
        u"cafateria": u"cafeteria",
        u"cafaterias": u"cafeterias",
        u"cahracter": u"character",
        u"cahracters": u"characters",
        u"calaber": u"caliber",
        u"calabers": u"calibers",
        u"caluclates": u"calculates",
        u"caluculates": u"calculates",
        u"camoflages": u"camouflages",
        u"candadates": u"candidates",
        u"candidiate": u"candidate",
        u"candidiates": u"candidates",
        u"caperbilities": u"capabilities",
        u"capibilities": u"capabilities",
        u"captials": u"capitals",
        u"carachters": u"characters",
        u"carreers": u"careers",
        u"carrers": u"careers",
        u"carthographers": u"cartographers",
        u"cartiledge": u"cartilage",
        u"cartilige": u"cartilage",
        u"casettes": u"cassettes",
        u"cathlics": u"Catholics",
        u"caucasion": u"Caucasian",
        u"caucasions": u"Caucasians",
        u"cementaries": u"cemeteries",
        u"cemetareies": u"cemeteries",
        u"cemetary": u"cemetery",
        u"censur": u"censor",
        u"censurs": u"censors",
        u"ceromonial": u"ceremonial",
        u"ceromonies": u"ceremonies",
        u"certainities": u"certainties",
        u"chalange": u"challenge",
        u"chalanged": u"challenged",
        u"chalanging": u"challenging",
        u"chalenge": u"challenge",
        u"chalenged": u"challenged",
        u"chalenging": u"challenging",
        u"challenge": u"challenge",
        u"challenged": u"challenged",
        u"challenging": u"challenging",
        u"charactors": u"characters",
        u"charistic": u"characteristic",
        u"chasr": u"chaser",
        u"chasrs": u"chasers",
        u"circulaton": u"circulation",
        u"circulatons": u"circulations",
        u"circumsicion": u"circumcision",
        u"circumsicions": u"circumcisions",
        u"circut": u"circuit",
        u"circuts": u"circuits",
        u"ciricuits": u"circuits",
        u"cmoputer": u"computer",
        u"cmoputers": u"computers",
        u"co-incided": u"coincided",
        u"colaborate": u"collaborate",
        u"colaborates": u"collaborates",
        u"colaborator": u"collaborator",
        u"colaborators": u"collaborators",
        u"collectons": u"collections",
        u"comander": u"commander",
        u"comanders": u"commanders",
        u"comapanies": u"companies",
        u"comapany": u"company",
        u"combanation": u"combination",
        u"combanations": u"combinations",
        u"comdemnation": u"condemnation",
        u"comdemnations": u"condemnations",
        u"comemoretion": u"commemoration",
        u"comemoretions": u"commemorations",
        u"comisioners": u"commissioners",
        u"commericials": u"commercials",
        u"comminication": u"communication",
        u"comminications": u"communications",
        u"commison's": u"commission's",
        u"committed": u"committed",
        u"committing": u"committing",
        u"commuications": u"communications",
        u"commuicationss": u"communications",
        u"commuinication": u"communication",
        u"commuinications": u"communications",
        u"communciations": u"communications",
        u"communiation": u"communication",
        u"communiations": u"communications",
        u"comodities": u"commodities",
        u"comodity": u"commodity",
        u"comparisions": u"comparisons",
        u"compatiable": u"compatible",
        u"compatibilities": u"compatibilities",
        u"compatibility": u"compatibility",
        u"compensantion": u"compensation",
        u"compensantions": u"compensations",
        u"competetively": u"competitively",
        u"competitiion": u"competition",
        u"competitiions": u"competitions",
        u"compliers": u"compilers",
        u"compulsery": u"compulsory",
        u"comunication": u"communication",
        u"comunications": u"communications",
        u"comunicator": u"communicator",
        u"concieve": u"conceive",
        u"concieved": u"conceived",
        u"conections": u"connections",
        u"conjecutred": u"conjectured",
        u"conjuctions": u"conjunctions",
        u"consdiders": u"considers",
        u"consdier": u"consider",
        u"consdiered": u"considered",
        u"consdiers": u"considers",
        u"consepts": u"concepts",
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        u"necesities": u"necessities",
        u"necesity": u"necessity",
        u"necessities": u"necessities",
        u"necessity": u"necessity",
        u"noteablility": u"notable",
        u"obseleted": u"obsoleted",
        u"ocassially": u"occasionally",
        u"ocassin": u"occasion",
        u"ocassinal": u"occasional",
        u"ocassins": u"occasions",
        u"ocassioally": u"occasioally",
        u"occassially": u"occasioally",
        u"occassin": u"occasion",
        u"occassinal": u"occasional",
        u"occassins": u"occasions",
        u"occassioally": u"occasioally",
        u"occastion": u"occasion",
        u"occastional": u"occasional",
        u"occation's": u"occasion's",
        u"occuppies": u"occupies",
        u"occuppy": u"occupy",
        u"omnious": u"ominous",
        u"omniously": u"ominously",
        u"opprotunities": u"opportunities",
        u"our's": u"ours",
        u"oxident": u"oxidant",
        u"oxidents": u"oxidants",
        u"parliments": u"parliaments",
        u"particlars": u"particulars",
        u"particluarly": u"particularly",
        u"particluars": u"particulars",
        u"pasttimes": u"pastimes",
        u"phyche": u"psyche",
        u"phychic": u"psychic",
        u"plummetts": u"plummets",
        u"portugeese": u"Portuguese",
        u"posiblities": u"possibilities",
        u"posiblity": u"possibility",
        u"positition": u"position",
        u"posititions": u"positions",
        u"practicised": u"practised",
        u"practicising": u"practising",
        u"preferances": u"preferences",
        u"presitigious": u"prestigious",
        u"proccesses": u"processes",
        u"questionnability": u"questionability",
        u"questionnable": u"questionable",
        u"questionnableness": u"questionableness",
        u"questionnably": u"questionably",
        u"reagion": u"region",
        u"reagions": u"regions",
        u"receiveing": u"receiving",
        u"recieveing": u"receiving",
        u"referanced": u"referenced",
        u"referancing": u"referencing",
        u"relases": u"releases",
        u"relasing": u"releasing",
        u"rememberancer": u"remembrancer",
        u"rememberancers": u"remembrancers",
        u"rememberances": u"remembrances",
        u"rememeber": u"remember",
        u"rememebered": u"remembered",
        u"rememebers": u"remembers",
        u"repremand": u"reprimand",
        u"repremanded": u"reprimanded",
        u"repremanding": u"reprimanding",
        u"repremandings": u"reprimandings",
        u"repremands": u"reprimands",
        u"restablishing": u"reestablishing",
        u"restauraunts": u"restaurants",
        u"rrediculous": u"ridiculous",
        u"rrediculously": u"ridiculously",
        u"rudementarily": u"rudimentarily",
        u"rudementariness": u"rudimentariness",
        u"rudementary": u"rudimentary",
        u"sabatoge": u"sabotage",
        u"sabatoged": u"sabotaged",
        u"sabatoges": u"sabotages",
        u"sabatoging": u"sabotaging",
        u"seiges": u"sieges",
        u"sentance": u"sentence",
        u"sentancer": u"sentencer",
        u"sentancers": u"sentencers",
        u"sentancing": u"sentencing",
        u"sentancings": u"sentencings",
        u"serrious": u"serious",
        u"serriously": u"seriously",
        u"simmilarity": u"similarity",
        u"simmilarly": u"similarly",
        u"soilder": u"soldier",
        u"soilders": u"soldiers",
        u"specifcs": u"specifics",
        u"specificly": u"specifically",
        u"stiffle": u"stifle",
        u"stiffled": u"stifled",
        u"stiffles": u"stifles",
        u"subordiante": u"subordinate",
        u"subordianted": u"subordinated",
        u"subordiantes": u"subordinates",
        u"subordiantive": u"subordinative",
        u"subordiantly": u"subordinatly",
        u"subordiantor": u"subordinator",
        u"subordianttion": u"subordination",
        u"successful": u"successful",
        u"successfully": u"successfully",
        u"sucesfull": u"successful",
        u"superceded": u"superseded",
        u"superintendants": u"superintendents",
        u"survivior": u"survivor",
        u"surviviors": u"survivors",
        u"synchonization": u"synchronization",
        u"synchonizations": u"synchronizations",
        u"tabbacco": u"tobacco",
        u"tabbaco": u"tobacco",
        u"tallented": u"talented",
        u"tallents": u"talents",
        u"temperments": u"temperaments",
        u"territorists": u"terrorists",
        u"tobacco": u"tobacco",
        u"tobaco": u"tobacco",
        u"tobbacco": u"tobacco",
        u"tomorow": u"tomorrow",
        u"tomorrow": u"tomorrow",
        u"torament": u"tournament",
        u"tornment": u"tournament",
        u"tourament": u"tournament",
        u"tournment": u"tournament",
        u"tranfered": u"transferred",
        u"tranforming": u"transforming",
        u"treatement": u"treatment",
        u"treatements": u"treatments",
        u"unamimous": u"unanimous",
        u"unamimously": u"unanimously",
        u"unconscience": u"unconscious",
        u"undertand": u"understand",
        u"undertanding": u"understanding",
        u"undertands": u"understands",
        u"unforetunatly": u"unfortunately",
        u"unfortunately": u"unfortunately",
        u"unsuccesfull": u"unsuccessful",
        u"unsuccesfullly": u"unsuccessfully",
        u"unsucesfull": u"unsuccessful",
        u"unsucesfullly": u"unsuccessfully",
        u"unsucesfully": u"unsuccessfully",
        u"vegeterians": u"vegetarians",
        u"vegtables": u"vegetables",
        u"vomitt": u"vomit",
        u"vomitted": u"vomited",
        u"vomitter": u"vomiter",
        u"vomitts": u"vomits",
        u"warrents": u"warrants",
        u"watns": u"wants",
        u"wendesday": u"Wednesday",
        u"wtith": u"with",
        u"yaers": u"years",
        u"yuo": u"you",
        u"withthe": u"with the",
        u"carribbean": u"Caribbean",
        u"carribean": u"Caribbean",
        u"agianst": u"against",
        u"britian": u"Britain",
        u"christanity": u"Christianity",
        u"conneticut": u"Connecticut",
        u"thrusday": u"Thursday",
        u"tolkein": u"Tolkien",
        u"infanty": u"infantry",
        u"humanites": u"humanities",
        u"certfied": u"certified",
        u"subsidery": u"subsidiary",
        u"infrastucture": u"infrastructure",
        u"insuficient": u"insufficient",
        u"tightning": u"tightening",
        u"disapearing": u"disappearing",
        u"mediterreanean": u"Mediterranean",
        u"stablility": u"stability",
        u"beauracratic": u"bureaucratic",
        u"decelleration": u"deceleration",
        u"kindergaten": u"kindergarten",
        u"memiors": u"memoirs",
        u"accension": u"accession",
        u"acknowledgeing": u"acknowledging",
        u"admininistrative": u"administrative",
        u"adventrous": u"adventurous",
        u"aesthecially": u"aesthetically",
        u"aforememtioned": u"aforementioned",
        u"agricuture": u"agriculture",
        u"airrcraft": u"aircraft",
        u"algebraical": u"algebraic",
        u"algorhitms": u"algorithms",
        u"aready": u"already",
        u"amourous": u"amorous",
        u"anarchim": u"anarchism",
        u"anarchistm": u"anarchism",
        u"apparrel": u"apparel",
        u"appealling": u"appealing",
        u"aplied": u"applied",
        u"aprehensive": u"apprehensive",
        u"approxiately": u"approximately",
        u"argubly": u"arguably",
        u"arised": u"arose",
        u"arround": u"around",
        u"assisnate": u"assassinate",
        u"assasined": u"assassinated",
        u"assassintation": u"assassination",
        u"asssassans": u"assassins",
        u"atain": u"attain",
        u"attaindre": u"attainder",
        u"atempting": u"attempting",
        u"attension": u"attention",
        u"atorney": u"attorney",
        u"authoritiers": u"authorities",
        u"authrorities": u"authorities",
        u"authorithy": u"authority",
        u"autority": u"authority",
        u"automonomous": u"autonomous",
        u"availaible": u"available",
        u"avalible": u"available",
        u"baceause": u"because",
        u"beccause": u"because",
        u"beligum": u"Belgium",
        u"belgium": u"Belgium",
        u"bemusemnt": u"bemusement",
        u"bernouilli": u"Bernoulli",
        u"beteen": u"between",
        u"bewteen": u"between",
        u"beyong": u"beyond",
        u"blitzkreig": u"blitzkrieg",
        u"brasillian": u"Brazilian",
        u"breakthroughts": u"breakthroughs",
        u"brethen": u"brethren",
        u"bretheren": u"brethren",
        u"brimestone": u"brimstone",
        u"brittish": u"British",
        u"buildt": u"built",
        u"buoancy": u"buoyancy",
        u"beaurocratic": u"bureaucratic",
        u"busineses": u"business",
        u"calculs": u"calculus",
        u"calvanism": u"Calvinism",
        u"calvinism": u"Calvinism",
        u"cambrige": u"Cambridge",
        u"cancelation": u"cancellation",
        u"cannnot": u"cannot",
        u"carmalite": u"carmelite",
        u"carmelite": u"Carmelite",
        u"carthagian": u"Carthaginian",
        u"carthaginian": u"Carthaginian",
        u"cartdridge": u"cartridge",
        u"catholocism": u"Catholicism",
        u"cacuses": u"caucuses",
        u"cilinder": u"cylinder",
        u"cellpading": u"cellpadding",
        u"celcius": u"Celsius",
        u"cententenial": u"centennial",
        u"champange": u"champagne",
        u"charactersistic": u"characteristic",
        u"childeren": u"children",
        u"cincinatti": u"Cincinnati",
        u"cincinnatti": u"Cincinnati",
        u"claimes": u"claims",
        u"clera": u"clear",
        u"coctail": u"cocktail",
        u"cognizent": u"cognizant",
        u"coincedentally": u"coincidentally",
        u"colaborations": u"collaborations",
        u"collaberative": u"collaborative",
        u"colelctive": u"collective",
        u"comback": u"comeback",
        u"commedic": u"comedic",
        u"confortable": u"comfortable",
        u"commandoes": u"commandos",
        u"comemmorates": u"commemorates",
        u"commerorative": u"commemorative",
        u"commonweath": u"commonwealth",
        u"compeitions": u"competitions",
        u"competative": u"competitive",
        u"completelyl": u"completely",
        u"completeing": u"completing",
        u"completetion": u"completion",
        u"computarized": u"computerized",
        u"concieted": u"conceited",
        u"concurent": u"concurrent",
        u"confids": u"confides",
        u"configureable": u"configurable",
        u"conquerd": u"conquered",
        u"consiciousness": u"consciousness",
        u"consicousness": u"consciousness",
        u"consectutive": u"consecutive",
        u"conesencus": u"consensus",
        u"consequeseces": u"consequences",
        u"consenquently": u"consequently",
        u"consequentually": u"consequently",
        u"consideres": u"considers",
        u"concidering": u"considering",
        u"conspiracys": u"conspiracies",
        u"contstruction": u"construction",
        u"contemporaneus": u"contemporaneous",
        u"constinually": u"continually",
        u"contritutions": u"contributions",
        u"controversal": u"controversial",
        u"coppied": u"copied",
        u"coridal": u"cordial",
        u"corperations": u"corporations",
        u"counries": u"countries",
        u"criterias": u"criteria",
        u"crtical": u"critical",
        u"crticised": u"criticised",
        u"critising": u"criticising",
        u"critisising": u"criticising",
        u"ciriculum": u"curriculum",
        u"curriculem": u"curriculum",
        u"decaffinated": u"decaffeinated",
        u"decathalon": u"decathlon",
        u"desicions": u"decisions",
        u"deafult": u"default",
        u"descendands": u"descendants",
        u"desparate": u"desperate",
        u"devasating": u"devastating",
        u"diablical": u"diabolical",
        u"dimesnional": u"dimensional",
        u"diminuitive": u"diminutive",
        u"diosese": u"diocese",
        u"diplomancy": u"diplomacy",
        u"disagreeed": u"disagreed",
        u"disatrous": u"disastrous",
        u"dispell": u"dispel",
        u"disproportiate": u"disproportionate",
        u"dominaton": u"domination",
        u"dravadian": u"Dravidian",
        u"eearly": u"early",
        u"ecclectic": u"eclectic",
        u"economicaly": u"economically",
        u"ecconomy": u"economy",
        u"ellected": u"elected",
        u"eletricity": u"electricity",
        u"elementay": u"elementary",
        u"emblamatic": u"emblematic",
        u"emphsis": u"emphasis",
        u"enforceing": u"enforcing",
        u"enteratinment": u"entertainment",
        u"entitlied": u"entitled",
        u"erradicable": u"eradicable",
        u"essentialy": u"essentially",
        u"estabishes": u"establishes",
        u"establising": u"establishing",
        u"ethnocentricm": u"ethnocentrism",
        u"evenhtually": u"eventually",
        u"excact": u"exact",
        u"examinated": u"examined",
        u"exeedingly": u"exceedingly",
        u"exchanching": u"exchanging",
        u"exludes": u"excludes",
        u"exculsivly": u"exclusively",
        u"excercise": u"exercise",
        u"execising": u"exercising",
        u"exliled": u"exiled",
        u"existince": u"existence",
        u"exonorate": u"exonerate",
        u"expeced": u"expected",
        u"expeditonary": u"expeditionary",
        u"expiditions": u"expeditions",
        u"expierence": u"experience",
        u"expeiments": u"experiments",
        u"exressed": u"expressed",
        u"expropiated": u"expropriated",
        u"extint": u"extinct",
        u"extrememly": u"extremely",
        u"feburary": u"February",
        u"flambouyant": u"flamboyant",
        u"flourescent": u"fluorescent",
        u"flourine": u"fluorine",
        u"ghandi": u"Gandhi",
        u"geographicial": u"geographical",
        u"gottten": u"gotten",
        u"goverance": u"governance",
        u"grievious": u"grievous",
        u"hallowean": u"Halloween",
        u"haviest": u"heaviest",
        u"helpped": u"helped",
        u"heridity": u"heredity",
        u"hertzs": u"Hertz",
        u"hospitible": u"hospitable",
        u"identitiy": u"identity",
        u"imprisonement": u"imprisonment",
        u"infintely": u"infinitely",
        u"enflamed": u"inflamed",
        u"intentionaly": u"intentionally",
        u"interfereing": u"interfering",
        u"intractible": u"intractable",
        u"masculinlity": u"masculinity",
        u"mischeif": u"mischief",
        u"monestary": u"monastery",
        u"nonsence": u"nonsense",
        u"numberical": u"numerical",
        u"obviousuly": u"obviously",
        u"onomatopeia": u"onomatopoeia",
        u"oposing": u"opposing",
        u"orginized": u"organized",
        u"peope": u"people",
        u"perserverance": u"perseverance",
        u"populatin": u"population",
        u"pronounciation": u"pronunciation",
        u"rebbeled": u"rebelled",
        u"receieved": u"received",
        u"reseracher": u"researcher",
        u"resembeling": u"resembling",
        u"sacreligious": u"sacrilegious",
        u"saterday": u"Saturday",
        u"serveral": u"several",
        u"sincerly": u"sincerely",
        u"softwares": u"software",
        u"sovreignty": u"sovereignty",
        u"sparcely": u"sparsely",
        u"sterotype": u"stereotype",
        u"sterotyped": u"stereotyped",
        u"sugesting": u"suggesting",
        u"technicaly": u"technically",
        u"troug": u"trough",
        u"tuscon": u"Tucson",
        u"alterior": u"ulterior",
        u"ususal": u"usual",
        u"wikipeida": u"Wikipedia",
        u"rebebllion": u"rebellion",
        u"honoric": u"honorific",
        #2006-Aug-14
        u"ezoteric": u"esoteric",
        u"amjor": u"major",
        u"secend": u"second",
        u"complety": u"completely",
        #2006-Aug-13
        u"Marvell": u"Marvell",
        u"eloborate": u"elaborate",
        u"israelian": u"Israeli",
        u"isp": u"ISP",
        u"allthoug": u"although",
        u"netwerk": u"network",
        u"amsterdam": u"Amsterdam",
        u"whrn": u"when",
        u"encounteres": u"encounters",
        u"weel": u"well",
        u"affort": u"effort",
        u"fubuary": u"February",
        u"havent": u"haven't",
        u"includeing": u"including",
        u"losly": u"loosely",
        u"altenative": u"alternative",
        u"cutt": u"cut",
        u"feturing": u"featuring",
        u"littel": u"little",
        u"festaval": u"festival",
        u"paris": u"Paris",
        u"websight": u"website",
        u"richmond": u"Richmond",
        u"hierarchie": u"hierarchy",
        u"artcile": u"article",
        u"normans": u"Normans",
        u"anglia": u"Anglia",
        u"anglian": u"Anglian",
        u"occisional": u"occasional",
        u"fruitng": u"fruiting",
        u"excessevly": u"excessively",
        u"talente": u"talent",
        u"injurey": u"injury",
        u"relatvily": u"relatively",
        u"expericed": u"experienced",
        #2006-Aug-12
        u"ilttle": u"little",
        u"moderm": u"modern",
        u"growht": u"growth",
        u"estrategy": u"strategy",
        u"tne": u"the",
        u"swiss": u"Swiss",
        u"intsalled": u"installed",
        u"decence": u"decent",
        u"discovory": u"discovery",
        u"excitting": u"exciting",
        u"chath": u"catch",
        u"wre": u"were",
        u"inseperatable": u"inseparable",
        u"secrect": u"secret",
        u"lound": u"loud",
        u"coledge": u"college",
        u"regaurdless": u"regardless",
        u"serios": u"serious",
        u"favorate": u"favourite",
        u"disgiuse": u"disguise",
        u"courner": u"corner",
        u"ritch": u"rich",
        u"snice": u"since",
        u"passtime": u"pastime",
        u"passtimes": u"pastimes",
        u"exlucive": u"exclusive",
        u"appaer": u"appear",
        u"attendion": u"attention",
        u"probles": u"problems",
        u"scources": u"sources",
        u"embarsassing": u"embarrassing",
        u"mistoke": u"mistaken",
        u"secrects": u"secrets",
        u"asuming": u"assuming",
        u"inseperable": u"inseparable",
        u"probible": u"probable",
        u"mabye": u"maybe",
        u"atitude": u"attitude",
        u"seriosly": u"seriously",
        u"Shephard": u"Shephard", # Surname
        u"excute": u"execute",
        u"instrment": u"instrument",
        u"posistion": u"position",
        u"approch": u"approach",
        u"Km": u"km",
        u"memorys": u"memories",
        u"devlop": u"develop",
        #2006-Aug-09
        u"germany": u"Germany",
        u"switzerland": u"Switzerland",
        u"czech": u"Czech",
        u"milirary": u"military",
        u"portugese": u"Portuguese",
        u"prototyical": u"prototypical",
        u"euphenism": u"euphemism",
        u"elecrician": u"electrician",
        u"differning": u"differing",
        #2006-Aug-08
        u"italo": u"Italo",
        u"increasd": u"increased",
        #2006-Aug-07
        u"honary": u"honorary",
        #2006-Aug-06
        u"hositals": u"hospitals",
        u"decadance": u"decadence",
        u"reminisent": u"reminiscent",
        u"cantidate": u"candidate",
        u"develeoped": u"developed",
        u"contemptorary": u"contemporary",
        u"reacently": u"recently",
        u"fearures": u"features",
        u"populatio": u"population",
        #2006-Aug-03
        u"appearnce": u"appearance",
        u"singel": u"single",
        u"agrilcultre": u"agriculture",
        u"enighboring": u"neighboring",
        u"confrantation": u"confrontation",
        u"integraed": u"integrated",
        #2006-Aug-02
        u"knoweldge": u"knowledge",
        u"conscousness": u"consciousness",
        u"conscousnesses": u"consciousnesses",
        u"waittress": u"waitress",
        u"afinnaty": u"affinity",
        u"nerw": u"new",
        u"hierarichal": u"hierarchical",
        u"indivisual": u"individual",
        u"iranian": u"Iranian",
        #2006-Aug-01
        u"longre": u"longer",
        #2006-Jul-31
        u"obsucrantists": u"obscurantists",
        u"obsucrantist": u"obscurantist",
        u"israeli": u"Israeli",
        u"afganistan": u"Afghanistan",
        u"afghanistan": u"Afghanistan",
        u"iran": u"Iran",
        u"iraq": u"Iraq",
        u"ortiented": u"oriented",
        #2006-Jul-30
        u"alomg": u"along",
        u"cociety": u"society",
        u"ligh": u"light",
        u"aurthor": u"author",
        #2006-Jul-29
        u"comtest": u"contest",
        u"comtests": u"contests",
        u"comtested": u"contested",
        u"comtesting": u"contesting",
        u"creats": u"creates",
        #2006-Jul-27
        u"inerview": u"interview",
        u"anglo": u"Anglo",
        u"saxon": u"Saxon",
        u"termnally": u"terminally",
        u"martital": u"marital",
        u"relunctantly": u"reluctantly",
        u"loust": u"lousy",
        u"impromtu": u"impromptu",
        u"protcol": u"protocol",
        u"unathorized": u"unauthorized",
        u"mobolises": u"mobilises",
        u"mobolizes": u"mobilizes",
        u"detoriorate": u"deteriorate",
        u"distruptive": u"disruptive",
        u"invistigate": u"investigate",
        u"neccessitate": u"necessitate",
        u"manufacturered": u"manufactured",
        u"neighboor": u"neighbour",
        u"excersise": u"exercise",
        u"preassures": u"pressures",
        u"cotinuous": u"continuous",
        u"girlfreinds": u"girlfriends",
        u"girlfreind": u"girlfriend",
        u"herslelf": u"herself",
        u"femenist": u"feminist",
        u"meinwhile": u"meanwhile",
        u"giarist": u"guitarist",
        u"gitarist": u"guitarist",
        u"millatary": u"military",
        u"aztec": u"Aztec",
        u"boyfreinds": u"boyfriends",
        u"boyfreind": u"boyfriend",
        u"grasy": u"grassy",
        u"scatered": u"scattered",
        u"acsending": u"ascending",
        u"acsend": u"ascend",
        u"acsended": u"ascended",
        u"acsends": u"ascends",
        u"neautral": u"neutral",
        u"impenitrable": u"impenetrable",
        u"compond": u"compound",
        u"relateivly": u"relatively",
        u"satilte": u"satellite",
        u"satalite": u"satellite",
        u"casle": u"castle",
        u"caslte": u"castle",
        u"cpature": u"capture",
        u"machinguns": u"machine guns",
        u"pagado": u"pagoda",
        u"susceptable": u"susceptible",
        u"locatations": u"locations",
        u"travese": u"traverse",
        #2006-Jul-24
        u"ablum": u"album",
        #2006-Jul-23
        u"conrast": u"contrast",
        u"conrasted": u"contrasted",
        u"conrasting": u"contrasting",
        u"conrasts": u"contrasts",
        #2006-Jul-22
        u"civialian": u"civilian",
        u"registars": u"registrars",
        u"registar": u"registrar",
        #2006-Jun-30
        u"continuned": u"continued",
        #2006-Jun-29
        u"girlfirend": u"girlfriend",
        #2006-Jun-28
        u"resue": u"rescue",
        u"amout": u"amount",
        u"tallent": u"talent",
        #2006-Jun-23
        u"alterication": u"altercation",
        #2006-Jun-20
        u"prominatly": u"prominently",
        u"pusuit": u"pursuit",
        u"rigerous": u"rigorous",
        u"gemetric": u"geometric",
        u"fromn": u"from",
        #2006-Jun-19
        u"distruition": u"distribution",
        u"joinded": u"joined",
        u"linux": u"Linux",
        u"trys": u"tries",
        u"flys": u"flies",
        u"dailys": u"dailies",
        u"companys": u"companies",
        u"enemys": u"enemies",
        u"citys": u"cities",
        u"storys": u"stories",
        u"familys": u"families",
        u"armys": u"armies",
        u"denys": u"denies",
        u"rallys": u"rallies",
        u"dynastys": u"dynasties",
        u"partys": u"parties",
        u"frys": u"fries",
        u"centurys": u"centuries",
        u"sallys": u"sallies",
        u"babys": u"babies",
        u"implys": u"implies",
        u"applys": u"applies",
        u"spys": u"spies",
        u"crys": u"cries",
        u"bodys": u"bodies",
        u"activitys": u"activities",
        u"trophys": u"trophies",
        u"ponys": u"ponies",
        u"ladys": u"ladies",
        u"historys": u"histories",
        u"varys": u"varies",
        u"supplys": u"supplies",
        u"nobodys": u"nobody's",
        u"navys": u"navies",
        u"butterflys": u"butterflies",
        u"biographys": u"biographies",
        u"relys": u"relies",
        u"quarrys": u"quarries",
        u"lilys": u"lilies",
        u"gallerys": u"galleries",
        u"boundarys": u"boundaries",
        u"anyawehre": u"anywhere",
        #2006-Jun-18
        u"Faithfull": u"Faithfull", # Surname (eg Marianne)
        u"Colum": u"Colum", # Variant spelling of Colm
        u"scandle": u"scandal",
        u"oriiginal": u"original",
        #2006-Jun-17
        u"effoert": u"effort",
        u"hipanic": u"Hispanic",
        u"excedd": u"exceed",
        u"tempored": u"tempered",
        u"reuinted": u"reunited",
        u"distinugished": u"distinguished",
        u"elminated": u"eliminated",
        u"Puting": u"Puting", # Placename
        u"consisiting": u"consisting",
        u"headquarted": u"headquartered",
        u"critized": u"criticized",
        u"parlment": u"parliament",
        u"activies": u"activities",
        u"containg": u"containing",
        u"maintence": u"maintenance",
        u"convience": u"convenience",
        u"illegimate": u"illegitimate",
        u"cresent": u"crescent",
        u"enlightment": u"enlightenment",
        u"unparalled": u"unparalleled",
        u"possibily": u"possibly",
        u"encounted": u"encountered",
        u"determing": u"determining",
        u"constitional": u"constitutional",
        u"anthromorphic": u"anthropomorphic",
        u"breastroke": u"breaststroke",
        u"transportion": u"transportation",
        u"pratical": u"practical",
        u"maintaing": u"maintaining",
        u"contempories": u"contemporaries",
        u"instutions": u"institutions",
        u"tradional": u"traditional",
        u"examing": u"examining",
        u"commerate": u"commemorate",
        u"televion": u"television",
        u"interpretion": u"interpretation",
        u"embroided": u"embroidered",
        u"scholary": u"scholarly",
        u"prepatory": u"preparatory",
        u"precessor": u"predecessor",
        u"tradionally": u"traditionally",
        u"predessor": u"predecessor",
        u"expections": u"expectations",
        u"effiency": u"efficiency",
        u"contempary": u"contemporary",
        u"collectn": u"collection",
        u"amalgated": u"amalgamated",
        u"undoubtly": u"undoubtedly",
        u"implemention": u"implementation",
        u"dimished": u"diminished",
        u"strengthing": u"strengthening",
        u"hilighted": u"highlighted",
        u"hilight": u"highlight",
        u"critisms": u"criticisms",
        u"automaticly": u"automatically",
        u"administed": u"administered",
        u"signifance": u"significance",
        u"irrestible": u"irresistible",
        u"authories": u"authorities",
        u"attemping": u"attempting",
        u"unprecented": u"unprecedented",
        u"surrending": u"surrendering",
        u"represention": u"representation",
        u"maintaince": u"maintenance",
        u"involment": u"involvement",
        u"indiscrimately": u"indiscriminately",
        u"governship": u"governorship",
        u"develoment": u"development",
        u"compability": u"compatibility",
        u"responsibilies": u"responsibilities",
        u"profiency": u"proficiency",
        u"lengthed": u"lengthened",
        u"gravitional": u"gravitational",
        u"enlighted": u"enlightened",
        u"drasticly": u"drastically",
        u"discrimation": u"discrimination",
        u"developent": u"development",
        u"defiency": u"deficiency",
        u"competiveness": u"competitiveness",
        u"accredition": u"accreditation",
        u"restructing": u"restructuring",
        u"opportunies": u"opportunities",
        u"energic": u"energetic",
        u"roadbead": u"roadbend",
        u"olympic": u"Olympic",
        u"oppertunities": u"opportunities",
        u"candate": u"candidate",
        u"nighmare": u"nightmare",
        #2006-Jun-16
        u"apecialist": u"specialist",
        u"centuary": u"century",
        u"cemetry": u"cemetery",
        u"masonary": u"masonry",
        u"quandry": u"quandary",
        u"secondry": u"secondary",
        u"cavalary": u"cavalry",
        u"rivalary": u"rivalry",
        u"monetry": u"monetary",
        u"gallantary": u"gallantry",
        u"carpentary": u"carpentry",
        u"dietry": u"dietary",
        u"parcial": u"partial",
        u"exponencial": u"exponential",
        u"referencial": u"referential",
        u"finantial": u"financial",
        u"controvertial": u"controversial",
        u"inercial": u"inertial",
        u"potencial": u"potential",
        u"circumstancial": u"circumstantial",
        u"extention": u"extension",
        u"occationally": u"occasionally",
        u"pretentions": u"pretensions",
        u"invation": u"invasion",
        u"constitucion": u"constitution",
        u"desicion": u"decision",
        u"ascention": u"ascension",
        u"desision": u"decision",
        u"occational": u"occasional",
        u"intensions": u"intentions",
        u"persuation": u"persuasion",
        u"racional": u"rational",
        u"incorporacion": u"incorporation",
        u"coersion": u"coercion",
        u"recognision": u"recognition",
        u"posion": u"poison",
        u"internasional": u"international",
        #u"intensionality": u"intentionality",
        u"expantion": u"expansion",
        u"demolision": u"demolition",
        u"vicion": u"vision",
        u"suspision": u"suspicion",
        u"retension": u"retention",
        u"relacional": u"relational",
        u"promocional": u"promotional",
        u"sosial": u"social",
        u"spesial": u"special",
        u"inicial": u"initial",
        u"benefitial": u"beneficial",
        u"sequencial": u"sequential",
        u"existencial": u"existential",
        u"substancially": u"substantially",
        u"residencial": u"residential",
        u"substancial": u"substantial",
        u"asd": u"and",
        u"deafining": u"deafening",
        u"Fron": u"Fron", # Placename
        u"referer": u"referrer",
        u"undesireable": u"undesirable",
        u"measureable": u"measurable",
        u"mainsteam": u"mainstream",
        u"appeares": u"appears",
        u"metics": u"metrics",
        u"appreared": u"appeared",
        u"appeareance": u"appearance",
        u"showes": u"shows",
        u"Pickett": u"Pickett", # Surname
        u"Hazzard": u"Hazzard", # Dukes of :)
        u"Tennant": u"Tennant", # Surname
        u"Holliday": u"Holliday", # Surname
        u"uban": u"urban",
        u"indigenious": u"indigenous",
        u"fictitous": u"fictitious",
        u"vicous": u"vicious",
        u"prevous": u"previous",
        u"sumptous": u"sumptuous",
        u"ignominous": u"ignominious",
        u"amphibous": u"amphibious",
        u"oblivous": u"oblivious",
        u"malicous": u"malicious",
        u"ambiguious": u"ambiguous",
        u"viscious": u"vicious",
        u"superstitous": u"superstitious",
        u"rebellous": u"rebellious",
        u"acrimonous": u"acrimonious",
        u"visciously": u"viscously",
        u"victorous": u"victorious",
        u"odous": u"odious",
        u"suspicously": u"suspiciously",
        u"serously": u"seriously",
        u"prosperious": u"prosperous",
        u"homogenious": u"homogeneous",
        u"dangerious": u"dangerous",
        u"conscientous": u"conscientious",
        u"rable": u"rabble",
        u"carreer": u"career",
        u"burried": u"buried",
        u"abandonned": u"abandoned",
        u"handfull": u"handful",
        u"primarilly": u"primarily",
        u"offerred": u"offered",
        u"editted": u"edited",
        u"civillians": u"civilians",
        u"mentionned": u"mentioned",
        u"affilliate": u"affiliate",
        u"reptillian": u"reptilian",
        u"fullfill": u"fulfill",
        u"alligned": u"aligned",
        u"litterally": u"literally",
        u"guitarrist": u"guitarist",
        u"rennovated": u"renovated",
        u"chasis": u"chassis",
        u"attrocities": u"atrocities",
        u"wellcome": u"welcome",
        u"pavillions": u"pavilions",
        u"heavilly": u"heavily",
        u"confered": u"conferred",
        u"accellerated": u"accelerated",
        u"ammenities": u"amenities",
        u"paralax": u"parallax",
        u"teritories": u"territories",
        u"reconcilliation": u"reconciliation",
        u"fullfilled": u"fulfilled",
        u"sherriff": u"sheriff",
        u"graffitti": u"graffiti",
        u"errupted": u"erupted",
        u"elligible": u"eligible",
        u"innaugural": u"inaugural",
        u"openned": u"opened",
        u"neccessity": u"necessity",
        u"upcomming": u"upcoming",
        u"bladers": u"bladders",
        u"affilliated": u"affiliated",
        u"tennant": u"tenant",
        u"rennovations": u"renovations",
        u"sufferred": u"suffered",
        u"openning": u"opening",
        u"finnished": u"finished",
        u"predeccessor": u"predecessor",
        u"plummetted": u"plummeted",
        u"obssessed": u"obsessed",
        u"mispelled": u"misspelled",
        u"lattitude": u"latitude",
        u"irridescent": u"iridescent",
        u"developping": u"developing",
        u"debutted": u"debuted",
        u"bigest": u"biggest",
        u"emmissions": u"emissions",
        u"commissionned": u"commissioned",
        u"allready": u"already",
        u"afforementioned": u"aforementioned",
        u"vaccuum": u"vacuum",
        u"referrent": u"referent",
        u"occuppied": u"occupied",
        u"faithfull": u"faithful",
        u"villified": u"vilified",
        u"unnofficial": u"unofficial",
        u"opperated": u"operated",
        u"innoculant": u"inoculant",
        u"creditted": u"credited",
        u"committments": u"commitments",
        u"rennovation": u"renovation",
        u"preferrable": u"preferable",
        u"opperates": u"operates",
        u"novellist": u"novelist",
        u"aproach": u"approach",
        u"apointed": u"appointed",
        u"aparatus": u"apparatus",
        u"tennants": u"tenants",
        u"propell": u"propel",
        u"dueted": u"duetted",
        u"beter": u"better",
        u"battallion": u"battalion",
        u"annullment": u"annulment",
        u"proffessional": u"professional",
        u"misscount": u"miscount",
        u"mision": u"mission",
        u"barrell": u"barrel",
        u"sumer": u"summer",
        u"simillar": u"similar",
        u"peacefull": u"peaceful",
        u"innaccurate": u"inaccurate",
        u"compell": u"compel",
        u"assisstant": u"assistant",
        u"acounts": u"accounts",
        u"accute": u"acute",
        u"ussually": u"usually",
        u"Jewell": u"Jewell", # Surname
        u"jewell": u"jewel",
        u"indexx": u"index",
        u"fullfilling": u"fulfilling",
        u"filmmed": u"filmed",
        u"droped": u"dropped",
        u"connurbation": u"conurbation",
        u"comon": u"common",
        u"committ": u"commit",
        u"appelate": u"appellate",
        u"angell": u"angel",
        u"vomitting": u"vomiting",
        u"tresspassing": u"trespassing",
        u"succesfull": u"successful",
        u"clientelle": u"clientele",
        u"alltogether": u"altogether",
        u"wonderfull": u"wonderful",
        u"splited": u"split",
        u"professionnal": u"professional",
        u"outter": u"outer",
        u"orbitting": u"orbiting",
        u"litle": u"little",
        u"interferred": u"interfered",
        u"immediatelly": u"immediately",
        u"commemmorated": u"commemorated",
        u"assummed": u"assumed",
        u"assisstance": u"assistance",
        u"allignment": u"alignment",
        u"reverred": u"revered",
        u"questionned": u"questioned",
        u"interrment": u"interment",
        u"holliday": u"holiday",
        u"ettiquette": u"etiquette",
        u"enobled": u"ennobled",
        u"dissappeared": u"disappeared",
        u"currrently": u"currently",
        u"captainn": u"captain",
        u"ammounts": u"amounts",
        u"ammends": u"amends",
        u"alows": u"allows",
        u"accademic": u"academic",
        u"witnessess": u"witnesses",
        u"surveilled": u"surveiled",
        u"ressembles": u"resembles",
        u"referrendum": u"referendum",
        u"occurrs": u"occurs",
        u"obssession": u"obsession",
        u"milllion": u"million",
        u"marketted": u"marketed",
        u"interferring": u"interfering",
        u"inflammed": u"inflamed",
        u"gazete": u"gazette",
        u"gamettes": u"gametes",
        u"forrested": u"forested",
        u"equillibrium": u"equilibrium",
        u"dissmissed": u"dismissed",
        u"dissassembled": u"disassembled",
        u"comonly": u"commonly",
        u"commmunity": u"community",
        u"borrough": u"borough",
        u"writtings": u"writings",
        u"suppport": u"support",
        u"retalliation": u"retaliation",
        u"pressumably": u"presumably",
        u"necessarilly": u"necessarily",
        u"morraine": u"moraine",
        u"innappropriate": u"inappropriate",
        u"formerlly": u"formerly",
        u"equiping": u"equipping",
        u"dueting": u"duetting",
        u"coallition": u"coalition",
        u"carying": u"carrying",
        u"canibal": u"cannibal",
        u"bizzarre": u"bizarre",
        u"aliance": u"alliance",
        u"addventure": u"adventure",
        u"translitteration": u"transliteration",
        u"traditionnal": u"traditional",
        u"tarriffs": u"tariffs",
        u"suppossed": u"supposed",
        u"spining": u"spinning",
        u"skilfull": u"skilful",
        u"shapped": u"shaped",
        u"revealled": u"revealed",
        u"promissing": u"promising",
        u"plummetting": u"plummeting",
        u"pickett": u"picket",
        u"personallity": u"personality",
        u"opperate": u"operate",
        u"milimetre": u"millimetre",
        u"marvell": u"marvel",
        u"largelly": u"largely",
        u"juvenille": u"juvenile",
        u"innaugurated": u"inaugurated",
        u"incomming": u"incoming",
        u"impresive": u"impressive",
        u"flamable": u"flammable",
        u"familliar": u"familiar",
        u"eightteen": u"eighteen",
        u"disected": u"dissected",
        u"dilligently": u"diligently",
        u"bussinessman": u"businessman",
        u"boycot": u"boycott",
        u"biling": u"billing",
        u"assylum": u"asylum",
        u"allright": u"alright",
        u"vesel": u"vessel",
        u"truthfullness": u"truthfulness",
        u"transitted": u"transited",
        u"runnning": u"running",
        u"rulled": u"ruled",
        u"propeler": u"propeller",
        u"painfull": u"painful",
        u"offerring": u"offering",
        u"maried": u"married",
        u"itsself": u"itself",
        u"inhabitted": u"inhabited",
        u"grammophone": u"gramophone",
        u"gradualy": u"gradually",
        u"fullfillment": u"fulfillment",
        u"facillities": u"facilities",
        u"ennemy": u"enemy",
        u"dilligence": u"diligence",
        u"derrogatory": u"derogatory",
        u"concomittant": u"concomitant",
        u"battallions": u"battalions",
        u"baloon": u"balloon",
        u"appealled": u"appealed",
        u"actuallity": u"actuality",
        u"programmming": u"programming",
        u"pallisade": u"palisade",
        u"mascott": u"mascot",
        u"mallett": u"mallet",
        u"lossing": u"losing",
        u"litteral": u"literal",
        u"leter": u"letter",
        u"lamposts": u"lampposts",
        u"infered": u"inferred",
        u"ilness": u"illness",
        u"famillies": u"families",
        u"facillitate": u"facilitate",
        u"esspecially": u"especially",
        u"dilligent": u"diligent",
        u"commemmorating": u"commemorating",
        u"colar": u"collar",
        u"cigarrette": u"cigarette",
        u"annonymous": u"anonymous",
        u"ammendments": u"amendments",
        u"albatros": u"albatross",
        u"accupuncture": u"acupuncture",
        u"wellfare": u"welfare",
        u"ventillation": u"ventilation",
        u"trimed": u"trimmed",
        u"transitting": u"transiting",
        u"temporarilly": u"temporarily",
        u"surveilling": u"surveiling",
        u"revealling": u"revealing",
        u"rennaissance": u"renaissance",
        u"refferred": u"referred",
        u"reccurring": u"recurring",
        u"professsional": u"professional",
        u"possiblly": u"possibly",
        u"plattform": u"platform",
        u"originall": u"original",
        u"mishapen": u"misshapen",
        u"millitant": u"militant",
        u"masive": u"massive",
        u"masacre": u"massacre",
        u"litterary": u"literary",
        u"kiling": u"killing",
        u"hazzard": u"hazard",
        u"felow": u"fellow",
        u"equaly": u"equally",
        u"emmigrant": u"emigrant",
        u"disolves": u"dissolves",
        u"currrent": u"current",
        u"commital": u"committal",
        u"commissionner": u"commissioner",
        u"collossal": u"colossal",
        u"bizare": u"bizarre",
        u"billingual": u"bilingual",
        u"beautifull": u"beautiful",
        u"atempted": u"attempted",
        u"asumed": u"assumed",
        u"arested": u"arrested",
        u"usuallly": u"usually",
        u"supressive": u"suppressive",
        u"sufferring": u"suffering",
        u"sitings": u"sittings",
        u"setlement": u"settlement",
        u"processs": u"process",
        u"processess": u"processes",
        u"proccessor": u"processor",
        u"potentialy": u"potentially",
        u"overriden": u"overridden",
        u"oppresion": u"oppression",
        u"inputed": u"inputted",
        u"innundated": u"inundated",
        u"innnings": u"innings",
        u"immitates": u"imitates",
        u"hillarious": u"hilarious",
        u"extremelly": u"extremely",
        u"espionnage": u"espionage",
        u"dissaffected": u"disaffected",
        u"disect": u"dissect",
        u"deterent": u"deterrent",
        u"consonnant": u"consonant",
        u"commercialy": u"commercially",
        u"comemorative": u"commemorative",
        u"colapsed": u"collapsed",
        u"biproduct": u"byproduct",
        u"gimnasium": u"gymnasium",
        u"presbitery": u"presbytery",
        u"biproducts": u"byproducts",
        u"meself": u"myself",
        u"patronimic": u"patronymic",
        u"synonimous": u"synonymous",
        u"cristalline": u"crystalline",
        u"apocaliptic": u"apocalyptic",
        u"phisical": u"physical",
        u"dinamic": u"dynamic",
        u"ciclones": u"cyclones",
        u"sinergy": u"synergy",
        u"tipically": u"typically",
        u"simbols": u"symbols",
        u"paralized": u"paralyzed",
        u"mithological": u"mythological",
        u"anonimous": u"anonymous",
        u"mithology": u"mythology",
        u"gimnastics": u"gymnastics",
        u"accompanyment": u"accompaniment",
        u"identifyable": u"identifiable",
        u"sillyness": u"silliness",
        u"crocodylian": u"crocodilian",
        u"algorythm": u"algorithm",
        u"emptyness": u"emptiness",
        u"cyphertext": u"ciphertext",
        u"beautyful": u"beautiful",
        u"implyed": u"implied",
        u"handywork": u"handiwork",
        u"algorythms": u"algorithms",
        u"livelyhood": u"livelihood",
        u"embodyment": u"embodiment",
        u"indecypherable": u"indecipherable",
        u"hybernation": u"hibernation",
        u"heavyness": u"heaviness",
        u"slogin": u"slogan",
        u"devestating": u"devastating",
        u"devestated": u"devastated",
        u"devasted": u"devastated",
        u"saxaphone": u"saxophone",
        u"entirity": u"entirety",
        u"elegible": u"eligible",
        u"fomer": u"former",
        #u"carnaval": u"carnival",
        u"relase": u"release",
        u"indestructable": u"indestructible",
        u"inheritence": u"inheritance",
        u"oppurtunities": u"opportunities",
        u"recipies": u"recipes",
        u"discription": u"description",
        u"degress": u"degrees",
        u"monastaries": u"monasteries",
        u"tournement": u"tournament",
        u"resurgance": u"resurgence",
        u"devasting": u"devastating",
        u"rivarly": u"rivalry",
        u"priviliges": u"privileges",
        u"adherants": u"adherents",
        u"sorcerors": u"sorcerers",
        u"psychadelic": u"psychedelic",
        u"propogation": u"propagation",
        u"adherance": u"adherence",
        u"simultaniously": u"simultaneously",
        u"realesed": u"released",
        u"distrubuted": u"distributed",
        u"competetion": u"competition",
        u"compaign": u"campaign",
        u"proprieter": u"proprietor",
        u"decembar": u"December",
        u"indiginous": u"indigenous",
        u"devestation": u"devastation",
        u"challange": u"challenge",
        u"distrubution": u"distribution",
        u"collaberation": u"collaboration",
        u"subsistance": u"subsistence",
        u"novembar": u"November",
        u"implimented": u"implemented",
        u"distributers": u"distributors",
        u"enscribed": u"inscribed",
        u"discrepency": u"discrepancy",
        u"sorrounding": u"surrounding",
        u"septimber": u"September",
        u"propogated": u"propagated",
        u"perseverence": u"perseverance",
        u"novimber": u"November",
        u"extremeties": u"extremities",
        u"enterred": u"entered",
        u"diocesis": u"diocese",
        u"compulsary": u"compulsory",
        u"representitives": u"representatives",
        u"repurcussions": u"repercussions",
        u"remeniscent": u"reminiscent",
        u"relavent": u"relevant",
        u"enchanced": u"enhanced",
        u"correspondances": u"correspondences",
        u"ambigious": u"ambiguous",
        u"sorrounded": u"surrounded",
        u"promotors": u"promoters",
        u"derivitive": u"derivative",
        u"charecters": u"characters",
        u"anniversery": u"anniversary",
        u"implimentation": u"implementation",
        u"expidition": u"expedition",
        u"dicussion": u"discussion",
        u"bussiness": u"business",
        u"spurius": u"spurious",
        u"propogating": u"propagating",
        u"partecipated": u"participated",
        u"parantheses": u"parentheses",
        u"indegenous": u"indigenous",
        u"feasability": u"feasibility",
        u"collecter": u"collector",
        u"cirriculum": u"curriculum",
        u"catelogue": u"catalogue",
        u"unprecidented": u"unprecedented",
        u"sponsers": u"sponsors",
        u"passanger": u"passenger",
        u"passangers": u"passengers",
        u"immedietly": u"immediately",
        u"governers": u"governors",
        u"dormatories": u"dormitories",
        u"prestegious": u"prestigious",
        u"moniter": u"monitor",
        u"idolators": u"idolaters",
        u"dormatory": u"dormitory",
        u"ceromony": u"ceremony",
        u"vesion": u"version",
        u"versitile": u"versatile",
        u"tenents": u"tenants",
        u"revisted": u"revisited",
        u"representitive": u"representative",
        u"inpenetrable": u"impenetrable",
        u"formidible": u"formidable",
        u"destructable": u"destructible",
        u"definative": u"definitive",
        u"preperatory": u"preparatory",
        u"phenominal": u"phenomenal",
        u"persued": u"pursued",
        u"oppertunity": u"opportunity",
        u"challanges": u"challenges",
        u"ancesters": u"ancestors",
        u"sculpter": u"sculptor",
        u"sargeant": u"sergeant",
        u"prestiguous": u"prestigious",
        u"preperations": u"preparations",
        u"notariety": u"notoriety",
        u"nemisis": u"nemesis",
        u"inconsistancies": u"inconsistencies",
        u"illistrate": u"illustrate",
        u"emprisoned": u"imprisoned",
        u"colloboration": u"collaboration",
        u"accomidate": u"accommodate",
        u"usuable": u"useable",
        u"turbulance": u"turbulence",
        u"prevalance": u"prevalence",
        u"ommission": u"omission",
        u"numorous": u"numerous",
        u"inprisoned": u"imprisoned",
        u"indefinate": u"indefinite",
        u"helicoptor": u"helicopter",
        u"competetive": u"competitive",
        u"colloborated": u"collaborated",
        u"argentinian": u"Argentinian",
        u"anique": u"antique",
        u"simularities": u"similarities",
        u"seemlessly": u"seamlessly",
        u"resiliance": u"resilience",
        u"resedential": u"residential",
        u"repitition": u"repetition",
        u"pilgramage": u"pilgrimage",
        u"perimiter": u"perimeter",
        u"examplified": u"exemplified",
        u"examplary": u"exemplary",
        u"desparation": u"desparation",
        u"desparately": u"desperately",
        u"councellor": u"councillor",
        u"challanged": u"challenged",
        u"authoratative": u"authoritative",
        u"apperence": u"appearance",
        u"violonist": u"violinist",
        u"suppliments": u"supplements",
        u"sentanced": u"sentenced",
        u"repetative": u"repetitive",
        u"rejuvinated": u"rejuvenated",
        u"permenent": u"permanent",
        u"humurous": u"humorous",
        u"greated": u"greeted",
        u"enscription": u"inscription",
        u"disappearence": u"disappearance",
        u"diamater": u"diameter",
        u"depradations": u"depredations",
        u"conferance": u"conference",
        u"conducter": u"conductor",
        u"competetor": u"competitor",
        u"collaberated": u"collaborated",
        u"charasmatic": u"charismatic",
        u"catelog": u"catalog",
        u"adoptation": u"adaptation",
        u"acceptence": u"acceptance",
        u"vegitation": u"vegetation",
        u"vaction": u"vacation",
        u"tipical": u"typical",
        u"supremecy": u"supremacy",
        u"similer": u"similar",
        u"resemblences": u"resemblances",
        #u"prepositioned": u"propositioned", # legit! "propositioned" gives too many false positives
        u"plausable": u"plausible",
        u"pheremone": u"pheromone",
        u"phenomonon": u"phenomenon",
        u"partion": u"partition",
        u"noticiable": u"noticeable",
        u"inhibitants": u"inhabitants",
        u"influentual": u"influential",
        u"forgotton": u"forgotten",
        u"devoloped": u"developed",
        u"delapidated": u"dilapidated",
        u"continiously": u"continuously",
        u"continious": u"continuous",
        u"compitition": u"competition",
        u"comparason": u"comparison",
        u"tournements": u"tournaments",
        u"subsiquently": u"subsequently",
        u"seperatists": u"separatists",
        u"secundary": u"secondary",
        u"seccessionist": u"secessionist",
        u"seccession": u"secession",
        u"seaking": u"seeking",
        u"responsabilities": u"responsibilities",
        u"prosecuter": u"prosecutor",
        u"partioned": u"partitioned",
        u"orginizations": u"organizations",
        u"memoribilia": u"memorabilia",
        u"manufactered": u"manufactured",
        u"manouvering": u"maneuvering",
        u"manouverability": u"maneuverability",
        u"manditory": u"mandatory",
        u"inaugerated": u"inaugurated",
        u"devistating": u"devastating",
        u"consacrated": u"consecrated",
        u"collabaration": u"collaboration",
        u"assessible": u"accessible",
        u"volitile": u"volatile",
        u"versitility": u"versatility",
        u"verious": u"various",
        u"shephard": u"shepherd",
        u"semetic": u"Semitic",
        u"scatalogical": u"scatological",
        u"reverance": u"reverence",
        u"restructed": u"restricted",
        u"repellants": u"repellents",
        u"referances": u"references",
        u"priviliged": u"privileged",
        u"novilist": u"novelist",
        u"neighboorhood": u"neighbourhood",
        u"milimeter": u"millimeter",
        u"inscripted": u"inscribed",
        u"illigitimate": u"illegitimate",
        u"homocide": u"homicide",
        u"excutive": u"executive",
        u"erruption": u"eruption",
        u"emblazened": u"emblazoned",
        u"dispensor": u"dispenser",
        u"delerium": u"delirium",
        u"collecters": u"collectors",
        u"coexistance": u"coexistence",
        u"charecteristics": u"characteristics",
        u"bilong": u"belong",
        u"vegeterian": u"vegetarian",
        u"variaties": u"varieties",
        u"unincorperated": u"unincorporated",
        u"subsiduaries": u"subsidiaries",
        u"restraunt": u"restaurant",
        u"precident": u"precedent",
        u"precidence": u"precedence",
        u"invisioned": u"envisioned",
        u"indicitive": u"indicative",
        u"hexidecimal": u"hexadecimal",
        u"germanate": u"germinate",
        u"frivilous": u"frivolous",
        u"exective": u"executive",
        u"duversity": u"diversity",
        u"digestable": u"digestible",
        u"diffucult": u"difficult",
        u"desposed": u"disposed",
        u"cummulative": u"cumulative",
        u"conspicious": u"conspicuous",
        u"conglomorate": u"conglomerate",
        u"comprimising": u"compromising",
        u"competetions": u"competitions",
        u"comparible": u"comparable",
        u"commenly": u"commonly",
        u"collaberator": u"collaborator",
        u"avarage": u"average",
        u"apocolyptic": u"apocalyptic",
        u"ancester": u"ancestor",
        u"aggrevated": u"aggravated",
        u"adventage": u"advantage",
        u"supplimented": u"supplemented",
        u"substition": u"substitution",
        u"strategems": u"stratagems",
        u"sensetive": u"sensitive",
        u"reletively": u"relatively",
        u"relegious": u"religious",
        u"professer": u"professor",
        u"privilige": u"privilege",
        u"preferance": u"preference",
        u"performences": u"performances",
        u"observors": u"observers",
        u"mathemetician": u"mathematician",
        u"marmelade": u"marmalade",
        u"manouverable": u"maneuverable",
        u"legendery": u"legendary",
        u"irreversable": u"irreversible",
        u"interpretor": u"interpreter",
        u"intellegent": u"intelligent",
        u"incorperated": u"incorporated",
        u"humungous": u"humongous",
        u"helicoptors": u"helicopters",
        u"genetalia": u"genitalia",
        u"fundemental": u"fundamental",
        u"foilage": u"foliage",
        u"excellance": u"excellence",
        u"espacially": u"especially",
        u"errupts": u"erupts",
        u"diocesean": u"diocesan",
        u"definetely": u"definitely",
        u"decidious": u"deciduous",
        u"dacorum": u"decorum",
        u"convinient": u"convenient",
        u"bounderies": u"boundaries",
        u"archealogical": u"archaeological",
        u"temperence": u"temperance",
        u"supplimental": u"supplemental",
        u"subsiquent": u"subsequent",
        u"speaches": u"speeches",
        u"similtaneously": u"simultaneously",
        u"sculptur": u"sculptor",
        u"scientest": u"scientist",
        u"scarely": u"scarcely",
        u"residentual": u"residential",
        u"relagated": u"relegated",
        u"rejuvinate": u"rejuvenate",
        u"preponderence": u"preponderance",
        u"pheremones": u"pheromones",
        u"observor": u"observer",
        u"negotions": u"negotiations",
        u"machinary": u"machinery",
        u"inaugarated": u"inaugurated",
        u"inaugaral": u"inaugural",
        u"implimenting": u"implementing",
        u"frought": u"fraught",
        u"ensamble": u"ensemble",
        u"devistated": u"devastated",
        u"convinience": u"convenience",
        u"contradictary": u"contradictory",
        u"comprimised": u"compromised",
        u"complation": u"completion",
        u"comperable": u"comparable",
        u"challanging": u"challenging",
        u"causitive": u"causative",
        u"catologue": u"catalogue",
        u"capicity": u"capacity",
        u"cannibis": u"cannabis",
        u"benifited": u"benefited",
        u"arbitor": u"arbiter",
        u"villege": u"village",
        u"veteren": u"veteran",
        u"uncorporated": u"unincorporated",
        u"theoritical": u"theoretical",
        u"susceptability": u"susceptibility",
        u"sorroundings": u"surroundings",
        u"simularity": u"similarity",
        u"severel": u"several",
        u"sentances": u"sentences",
        u"scavanging": u"scavenging",
        u"respectible": u"respectable",
        u"recommanded": u"recommended",
        u"reappearence": u"reappearance",
        u"pulished": u"published",
        u"provacative": u"provocative",
        u"prononciation": u"pronunciation",
        u"parellels": u"parallels",
        u"orginisation": u"organisation",
        u"monestery": u"monastery",
        u"merchendise": u"merchandise",
        u"liturature": u"literature",
        u"legandary": u"legendary",
        u"jabberwacky": u"jabberwocky",
        u"interpretors": u"interpreters",
        u"inhereted": u"inherited",
        u"inelegible": u"ineligible",
        u"individial": u"individual",
        u"incorperates": u"incorporates",
        u"impecable": u"impeccable",
        u"illigal": u"illegal",
        u"holaday": u"holiday",
        u"fundementally": u"fundamentally",
        u"entrence": u"entrance",
        u"enteract": u"interact",
        u"destinction": u"distinction",
        u"descandants": u"descendants",
        u"deductable": u"deductible",
        u"dedicted": u"dedicated",
        u"conventially": u"conventionally",
        u"contraversial": u"controversial",
        u"combustable": u"combustible",
        u"cirricular": u"curricular",
        u"celebreties": u"celebrities",
        u"cannabalistic": u"cannibalistic",
        u"aggrivated": u"aggravated",
        u"adventerous": u"adventurous",
        u"abstinance": u"abstinence",
        u"abbriviated": u"abbreviated",
        u"upheavel": u"upheaval",
        u"unintelligable": u"unintelligible",
        u"underpriveleged": u"underprivileged",
        u"tenament": u"tenement",
        u"supposidly": u"supposedly",
        u"sponsership": u"sponsorship",
        u"spermatazoa": u"spermatozoa",
        u"simultanious": u"simultaneous",
        u"sentinal": u"sentinel",
        u"rigurous": u"rigorous",
        u"revalation": u"revelation",
        u"repititions": u"repetitions",
        u"recepticle": u"receptacle",
        u"quantative": u"quantitive",
        u"prosecuters": u"prosecutors",
        u"proprieters": u"proprietors",
        u"probabalistic": u"probabilistic",
        u"primarely": u"primarily",
        u"phenominon": u"phenomenon",
        u"optomistic": u"optimistic",
        u"neighboors": u"neighbours",
        u"merceneries": u"mercenaries",
        u"mercanaries": u"mercenaries",
        u"manufacterer": u"manufacturer",
        u"manafacturer": u"manufacturer",
        #u"invasibility": u"invisibility", # Opposite of defensibility.
        u"intersteller": u"interstellar",
        u"ineligable": u"ineligible",
        u"indefinetely": u"indefinitely",
        u"inconsistancy": u"inconsistency",
        u"inavailability": u"unavailability",
        u"immedietely": u"immediately",
        u"governership": u"governorship",
        u"genetive": u"genitive",
        u"exceding": u"exceeding",
        u"espicially": u"especially",
        u"errosion": u"erosion",
        u"erradicate": u"eradicate",
        u"empoverished": u"impoverished",
        u"emmigrating": u"emigrating",
        u"emmigrate": u"emigrate",
        u"dependancies": u"dependencies",
        u"councelor": u"councilor",
        u"contreversial": u"controversial",
        u"conceptuel": u"conceptual",
        u"blatently": u"blatantly",
        u"accomadate": u"accommodate",
        u"threatining": u"threatening",
        u"testiment": u"testament",
        u"temporarely": u"temporarily",
        u"satillite": u"satellite",
        u"salutory": u"salutary",
        u"sacrafices": u"sacrifices",
        u"revitilization": u"revitalization",
        u"puissent": u"puissant",
        u"prodominantly": u"predominantly",
        u"prediliction": u"predilection",
        u"phenomonal": u"phenomenal",
        u"parellel": u"parallel",
        u"observence": u"observance",
        u"incumbants": u"incumbents",
        u"incorperate": u"incorporate",
        u"incorparated": u"incorporated",
        u"inaugaration": u"inauguration",
        u"implented": u"implanted",
        u"governence": u"governance",
        u"extremily": u"extremely",
        u"explination": u"explanation",
        u"elleptic": u"elliptic",
        u"dysentary": u"dysentery",
        u"renowed": u"renowned",
        u"sythesizer": u"synthesizer",
        u"succintly": u"succinctly",
        u"subtantially": u"substantially",
        u"subsituting": u"substituting",
        u"subsequenty": u"subsequently",
        u"subsequenly": u"subsequently",
        u"subcomittees": u"subcommittees",
        u"structually": u"structurally",
        u"scientfic": u"scientific",
        u"remebered": u"remembered",
        u"relationsip": u"relationship",
        u"questionaire": u"questionnaire",
        u"questionaires": u"questionnaires",
        u"puportedly": u"purportedly",
        u"provding": u"providing",
        u"progessively": u"progressively",
        u"progession": u"progression",
        u"proficency": u"proficiency",
        u"orientering": u"orienteering",
        u"neighouring": u"neighbouring",
        u"neighourhood": u"neighbourhood",
        u"mediteranean": u"mediterranean",
        u"maufacturer": u"manufacturer",
        u"likness": u"likeness",
        u"invesigation": u"investigation",
        u"intrested": u"interested",
        u"interruped": u"interrupted",
        u"interpreation": u"interpretation",
        u"inovative": u"innovative",
        u"influece": u"influence",
        u"historicaly": u"historically",
        u"genration": u"generation",
        u"extraodinary": u"extraordinary",
        u"embelished": u"embellished",
        u"connoiseur": u"connoisseur",
        u"compatibilty": u"compatibility",
        u"bureacrats": u"bureaucrats",
        u"broacast": u"broadcast",
        u"broacasting": u"broadcasting",
        u"bilion": u"billion",
        u"awkard": u"awkward",
        u"atracting": u"attracting",
        u"atacked": u"attacked",
        u"asigned": u"assigned",
        u"arcitecture": u"architecture",
        u"aprehended": u"apprehended",
        u"alcholism": u"alcoholism",
        u"admitedly": u"admittedly",
        u"acompaniment": u"accompaniment",
        u"acknowlegement": u"acknowledgement",
        u"welington": u"wellington",
        u"unofficialy": u"unofficially",
        u"unconciously": u"unconsciously",
        u"unambigously": u"unambiguously",
        u"transmiting": u"transmitting",
        u"syncronization": u"synchronization",
        u"sweetners": u"sweeteners",
        u"surpising": u"surprising",
        u"surpised": u"surprised",
        u"recuring": u"recurring",
        u"provisonal": u"provisional",
        u"profesionals": u"professionals",
        u"overide": u"override",
        u"opressors": u"oppressors",
        u"minaturized": u"miniaturized",
        u"selectins": u"selections",
        u"selcted": u"selected",
        u"satify": u"satisfy",
        u"reparing": u"repairing",
        u"religons": u"religions",
        u"regaring": u"regarding",
        u"refere": u"referee",
        u"reciver": u"receiver",
        u"propsal": u"proposal",
        u"properities": u"properties",
        u"progamme": u"programme",
        u"pharmacutical": u"pharmaceutical",
        u"perenial": u"perennial",
        u"partcularly": u"particularly",
        u"pairies": u"prairies",
        u"occuped": u"occupied",
        u"mimiced": u"mimicked",
        u"milions": u"millions",
        u"maraton": u"marathon",
        u"manufacured": u"manufactured",
        u"mankinds": u"mankind's",
        u"grafiti": u"graffiti",
        u"gradute": u"graduate",
        u"expasion": u"expansion",
        u"exibited": u"exhibited",
        u"everbody": u"everybody",
        u"difficuly": u"difficulty",
        u"demostrates": u"demonstrates",
        u"contructs": u"constructs",
        u"contient": u"continent",
        u"contempoary": u"contemporary",
        u"consulation": u"consultation",
        u"concience": u"conscience",
        u"comptition": u"competition",
        u"compositon": u"composition",
        u"commissoner": u"commissioner",
        u"commercal": u"commercial",
        u"combusion": u"combustion",
        u"collabration": u"collaboration",
        u"chamionship": u"championship",
        u"challeged": u"challenged",
        u"cermony": u"ceremony",
        u"campagn": u"campaign",
        u"autobigraphical": u"autobiographical",
        u"asthetics": u"aesthetics",
        u"assited": u"assisted",
        u"appearace": u"appearance",
        u"appaling": u"appalling",
        u"annonced": u"announced",
        u"annivesary": u"anniversary",
        u"analyis": u"analysis",
        u"alowing": u"allowing",
        u"undegraduate": u"undergraduate",
        u"supposely": u"supposedly",
        u"stuggling": u"struggling",
        u"strugle": u"struggle",
        u"rememberd": u"remembered",
        u"referals": u"referrals",
        u"publicty": u"publicity",
        u"pratically": u"practically",
        u"possibilties": u"possibilities",
        u"orgnization": u"organization",
        u"nickame": u"nickname",
        u"maufactured": u"manufactured",
        u"manfacturer": u"manufacturer",
        u"manfactured": u"manufactured",
        u"higlights": u"highlights",
        u"headquarterd": u"headquartered",
        u"frequenty": u"frequently",
        u"folows": u"follows",
        u"exremely": u"extremely",
        u"eveything": u"everything",
        u"encylopedic": u"encyclopedic",
        u"eligibilty": u"eligibility",
        u"electification": u"electrification",
        u"differentation": u"differentiation",
        u"destoying": u"destroying",
        u"desendants": u"descendants",
        u"demonstate": u"demonstrate",
        u"contructing": u"constructing",
        u"controverial": u"controversial",
        u"contribued": u"contributed",
        u"contituency": u"constituency",
        u"constuct": u"construct",
        u"construcion": u"construction",
        u"construced": u"constructed",
        u"constiuency": u"constituency",
        u"clasification": u"classification",
        u"characterstic": u"characteristic",
        u"brodcasts": u"broadcasts",
        u"brodcasted": u"broadcast",
        u"attibutes": u"attributes",
        u"architectually": u"architecturally",
        u"anniverary": u"anniversary",
        u"annhilation": u"annihilation",
        u"anihilate": u"annihilate",
        u"addresed": u"addressed",
        u"achitectural": u"architectural",
        u"accrediation": u"accreditation",
        u"accleration": u"acceleration",
        u"abudance": u"abundance",
        u"utilties": u"utilities",
        u"uploded": u"uploaded",
        u"unpronouncable": u"unpronounceable",
        u"unoficial": u"unofficial",
        u"unihabited": u"uninhabited",
        u"unidentifed": u"unidentified",
        u"unconsitutional": u"unconstitutional",
        u"trasformed": u"transformed",
        u"transcipt": u"transcript",
        u"tranportation": u"transportation",
        u"telecommuncations": u"telecommunications",
        u"technologicaly": u"technologically",
        u"tatooing": u"tattooing",
        u"consited": u"consisted",
        u"gague": u"gauge",
        u"measired": u"measured",
        u"arhitecture": u"architecture",
        u"moveement": u"movement",
        #2006-Jun-15
        u"stmied": u"stymied",
        u"cylindars": u"cylinders",
        #2006-Jun-14
        u"reccomendation": u"recommendation",
        u"atendant": u"attendant",
        u"enlish": u"English",
        u"arouund": u"around",
        u"broadrer": u"broader",
        u"Puch": u"Puch", # proper noun
        u"Eather": u"Eather", # surname
        #2006-Jun-13
        u"aristocrazy": u"aristocracy",
        u"partationed": u"partitioned",
        u"interdimentional": u"interdimensional",
        u"Strom": u"Strom", # Surname
        u"Chanel": u"Chanel", # Female name
        u"Chamberlin":  u"Chamberlin", # Surname
        u"Populus": u"Populus", # A genus of plant
        #u"virgen": u"virgin",
        #2006-Jun-12    
        u"closly": u"closely",
        u"apears": u"appears",
        u"universites": u"universities",
        u"standarized": u"standardized",
        u"roomates": u"roommates",
        u"pronunced": u"pronounced",
        u"peforming": u"performing",
        u"philosphical": u"philosophical",
        u"measurments": u"measurements",
        u"locaton": u"location",
        u"inaugrated": u"inaugurated",
        u"fufilling": u"fulfilling",
        u"deliberatly": u"deliberately",
        u"deaweight": u"deadweight",
        u"consitute": u"constitute",
        u"carrigeway": u"carriageway",
        u"acount": u"account",
        u"stategic": u"strategic",
        u"spokeperson": u"spokesperson",
        u"retransited": u"retransmitted",
        u"recomendation": u"recommendation",
        u"oppositon": u"opposition",
        u"openess": u"openness",
        u"municipalty": u"municipality",
        u"monastries": u"monasteries",
        u"manuverable": u"maneuverable",
        u"encompasing": u"encompassing",
        u"elementry": u"elementary",
        u"discusion": u"discussion",
        u"contraints": u"constraints",
        u"constituences": u"constituencies",
        u"compliations": u"compilations",
        u"compeition": u"competition",
        u"canidates": u"candidates",
        u"billionare": u"billionaire",
        u"apropriate": u"appropriate",
        u"affliation": u"affiliation",
        u"acces": u"access",
        u"aclaim": u"acclaim",
        u"unoffical": u"unofficial",
        u"typicaly": u"typically",
        u"temporarly": u"temporarily",
        u"surpise": u"surprise",
        u"submited": u"submitted",
        u"spokeman": u"spokesman",
        u"specificaly": u"specifically",
        u"soutwest": u"southwest",
        u"sacrified": u"sacrificed",
        u"overwitten": u"overwritten",
        u"northermost": u"northernmost",
        u"liklihood": u"likelihood",     
        u"financers": u"financiers",
        u"extensivly": u"extensively",
        u"ajoining": u"adjoining",
        u"traditonally": u"traditionally",
        u"techical": u"technical",
        u"succesors": u"successors",
        u"straighforward": u"straightforward",
        u"repesented": u"represented",
        u"rebeled": u"rebelled",
        u"precusor": u"precursor",
        u"posibility": u"possibility",
        u"portaits": u"portraits",
        u"patriarchial": u"patriarchal",
        u"orginates": u"originates",
        u"northenmost": u"northernmost",
        u"neigboring": u"neighboring",
        u"minorites": u"minorities",
        u"mathmatical": u"mathematical",
        u"mathematican": u"mathematician",
        u"manouvre": u"manoeuvre",
        u"maintanance": u"maintenance",
        u"infuential": u"influential",
        u"francise": u"franchise",
        u"forshadowing": u"foreshadowing",
        u"eventully": u"eventually",
        u"distibution": u"distribution",
        u"demostration": u"demonstration",
        u"delibrately": u"deliberately",
        u"constitues": u"constitutes",
        u"conjuntion": u"conjunction",
        u"confrence": u"conference",
        u"communcation": u"communication",
        u"challege": u"challenge",
        u"campgound": u"campground",
        u"artcle": u"article",
        u"aggresively": u"aggressively",
        u"affilation": u"affiliation",
        u"affectionatly": u"affectionately",
        u"activties": u"activities",
        u"activly": u"actively",
        u"accesories": u"accessories",
        u"acqusition": u"acquisition",
        u"unforgetable": u"unforgettable",
        u"unbeknowst": u"unbeknownst",
        u"trafficing": u"trafficking",
        u"tenatively": u"tentatively",
        u"telvision": u"television",
        u"suprises": u"surprises",
        u"subsituted": u"substituted",
        u"stonger": u"stronger",
        u"stike": u"strike",
        u"stablized": u"stabilized",
        u"steadly": u"steadily",
        u"simultanously": u"simultaneously",
        u"replacment": u"replacement",
        u"professionaly": u"professionally",
        u"pretaining": u"pertaining",
        u"percusion": u"percussion",
        u"neverthless": u"nevertheless",
        u"majorty": u"majority",
        u"juction": u"junction",
        u"intepreted": u"interpreted",
        u"instument": u"instrument",
        u"inaccesible": u"inaccessible",
        u"hankerchief": u"handkerchief",
        u"frequences": u"frequencies",
        u"fortess": u"fortress",
        u"folowed": u"followed",
        u"expediton": u"expedition",
        u"enthusiam": u"enthusiasm",
        u"enroled": u"enrolled",
        u"elction": u"election",
        u"earlist": u"earliest",
        u"distiguished": u"distinguished",
        u"disolution": u"dissolution",
        u"consitutes": u"constitutes",
        u"candiates": u"candidates",
        u"biograpy": u"biography",
        u"beserker": u"berserker",
        u"beliving": u"believing",
        u"assesed": u"assessed",
        u"attact": u"attract",
        u"apprently": u"apparently",
        u"achive": u"achieve",
        u"weakend": u"weakened",
        u"unincoporated": u"unincorporated",
        u"tyranical": u"tyrannical",
        u"telecomunications": u"telecommunications",
        u"susequently": u"subsequently",
        u"subseqently": u"subsequently",
        u"subconciously": u"subconsciously",
        u"repuation": u"reputation",
        u"represenation": u"representation",
        u"reliabilty": u"reliability",
        u"releaed": u"released",
        u"quanities": u"quantities",
        u"philosphers": u"philosophers",
        u"ninteen": u"nineteen",
        u"neigborhoods": u"neighborhoods",
        u"municpality": u"municipality",
        u"matress": u"mattress",
        u"materias": u"materials",
        u"indivdual": u"individual",
        u"incresed": u"increased",
        u"inclues": u"includes",
        u"inabilty": u"inability",
        u"funcional": u"functional",
        u"experince": u"experience",
        u"elctions": u"elections",
        u"distincive": u"distinctive",
        u"diminshed": u"diminished",
        u"demostrated": u"demonstrated",
        u"defintions": u"definitions",
        u"contoversial": u"controversial",
        u"consiousness": u"consciousness",
        u"comemorate": u"commemorate",
        u"cohesin": u"cohesion",
        u"barbituates": u"barbiturates",
        u"antena": u"antenna",
        u"amphibius": u"amphibious",
        u"adolesence": u"adolescence",
        u"varation": u"variation",
        u"turqoise": u"turquoise",
        u"throughfares": u"thoroughfares",
        u"temporaily": u"temporarily",
        u"surrouding": u"surrounding",
        u"substitued": u"substituted",
        u"resarch": u"research",
        u"recoiless": u"recoilless",
        u"recipent": u"recipient",
        u"promient": u"prominent",
        u"probabilty": u"probability",
        u"opportunties": u"opportunities",
        u"offshot": u"offshoot",
        u"legitmate": u"legitimate",
        u"jounalist": u"journalist",
        u"indiviual": u"individual",
        u"incorprated": u"incorporated",
        u"fufilled": u"fulfilled",
        u"freqently": u"frequently",
        u"formaly": u"formally",
        u"fatalites": u"fatalities",
        u"exluding": u"excluding",
        u"exchage": u"exchange",
        u"epecially": u"especially",
        u"dowloaded": u"downloaded",
        u"detroyed": u"destroyed",
        u"depite": u"despite",
        u"commecial": u"commercial",
        u"comentary": u"commentary",
        u"charateristics": u"characteristics",
        u"santuary": u"sanctuary",
        u"inaguration": u"inauguration",
        u"identifing": u"identifying",
        u"programms": u"programmes",
        u"particpants": u"participants",
        u"excuted": u"executed",
        u"electical": u"electrical",
        u"distibuted": u"distributed",
        u"desciption": u"description",
        u"acredited": u"accredited",
        u"acompanied": u"accompanied",
        u"wherabouts": u"whereabouts",
        u"undeground": u"underground",
        u"tranformation": u"transformation",
        u"threatend": u"threatened",
        u"statments": u"statements",
        u"stablize": u"stabilize",
        u"specialy": u"specially",
        u"restablished": u"reestablished",
        u"reliablity": u"reliability",
        u"perfoms": u"performs",
        u"oppresive": u"oppressive",
        u"metioned": u"mentioned",
        u"measurment": u"measurement",
        u"maintenace": u"maintenance",
        u"intrumental": u"instrumental",
        u"incluing": u"including",
        u"fradulent": u"fraudulent",
        u"eqivalent": u"equivalent",
        u"encouragment": u"encouragement",
        u"devloped": u"developed",
        u"demostrate": u"demonstrate",
        u"crystalised": u"crystallised",
        u"coporate": u"corporate",
        u"chamberlin": u"chamberlain",
        u"asymetrical": u"asymmetrical",
        u"tradtion": u"tradition",
        u"supervison": u"supervision",
        u"sheduled": u"scheduled",
        u"recomendations": u"recommendations",
        u"remants": u"remnants",
        u"protuding": u"protruding",
        u"potrayal": u"portrayal",
        u"permisson": u"permission",
        u"languge": u"language",
        u"instituions": u"institutions",
        u"injuction": u"injunction",
        u"exlusively": u"exclusively",
        u"exlusive": u"exclusive",
        u"exausted": u"exhausted",
        u"endorsment": u"endorsement",
        u"disipline": u"discipline",
        u"dilaton": u"dilation",
        u"decending": u"descending",
        u"curiculum": u"curriculum",
        u"croped": u"cropped",
        u"countown": u"countdown",
        u"constitued": u"constituted",
        u"conditons": u"conditions",
        u"coaltion": u"coalition",
        u"chieftans": u"chieftains",
        u"brodcasting": u"broadcasting",
        u"aknowledged": u"acknowledged",
        u"affliate": u"affiliate",
        u"vicinty": u"vicinity",
        u"uninterupted": u"uninterrupted",
        u"termius": u"terminus",
        u"tabaco": u"tobacco",
        u"survivng": u"surviving",
        u"stuctures": u"structures",
        u"signicant": u"significant",
        u"reponsibility": u"responsibility",
        u"reoccuring": u"recurring",
        u"registred": u"registered",
        u"puposes": u"purposes",
        u"puchased": u"purchased",
        u"programes": u"programmes",
        u"parlamentary": u"parliamentary",
        u"overun": u"overrun",
        u"minatures": u"miniatures",
        u"marrige": u"marriage",
        u"lauching": u"launching",
        u"lanuage": u"language",
        u"impared": u"impaired",
        u"inteview": u"interview",
        u"fooball": u"football",
        u"efective": u"effective",
        u"celebrites": u"celebrities",
        u"capabilty": u"capability",
        u"sterotypical": u"stereotypical",
        u"similarites": u"similarities",
        u"signifcant": u"significant",
        u"reseach": u"research",
        u"missles": u"missiles",
        u"indepedent": u"independent",
        u"illegaly": u"illegally",
        u"deparment": u"department",
        u"tumultous": u"tumultuous",
        u"techology": u"technology",
        u"relected": u"re-elected",
        u"rechargable": u"rechargeable",
        u"consits": u"consists",
        u"auxilary": u"auxiliary",
        u"assasin": u"assassin",
        u"acquistion": u"acquisition",
        u"thorugh": u"through",
        u"respectivly": u"respectively",
        u"oficially": u"officially",
        u"intoduced": u"introduced",
        u"exclusivly": u"exclusively",
        u"distinguised": u"distinguished",
        u"communties": u"communities",
        u"anomalus": u"anomalous",
        u"affliated": u"affiliated",
        u"therfore": u"therefore",
        u"philospher": u"philosopher",
        u"permited": u"permitted",
        u"mimicing": u"mimicking",
        u"industy": u"industry",
        u"destoyed": u"destroyed",
        u"decison": u"decision",
        u"charcters": u"characters",
        u"qualifed": u"qualified",
        u"peformed": u"performed",
        u"nowdays": u"nowadays",
        u"provice": u"province",
        u"initative": u"initiative",
        u"intered": u"interred",
        u"improvments": u"improvements",
        u"coloquially": u"colloquially",
        u"abreviated": u"abbreviated",
        u"tradtional": u"traditional",
        u"streching": u"stretching",
        u"remniscent": u"reminiscent",
        u"permision": u"permission",
        u"oppostion": u"opposition",
        u"follwed": u"followed",
        u"eventally": u"eventually",
        u"distiction": u"distinction",
        u"beginings": u"beginnings",
        u"aclaimed": u"acclaimed",
        u"abbrevation": u"abbreviation",
        u"ultimatly": u"ultimately",
        u"predominatly": u"predominantly",
        u"platial": u"palatial",
        u"crystalized": u"crystallized",
        u"churchs": u"churches",
        u"announcment": u"announcement",
        u"aicraft": u"aircraft",
        u"unconsious": u"unconscious",
        u"theraputic": u"therapeutic",
        u"rythms": u"rhythms",
        u"progams": u"programs",
        u"poltician": u"politician",
        u"pagent": u"pageant",
        u"constucted": u"constructed",
        u"simlar": u"similar",
        u"paticularly": u"particularly",
        u"literaly": u"literally",
        u"intruments": u"instruments",
        u"troughout": u"throughout",
        u"sountrack": u"soundtrack",
        u"patroling": u"patrolling",
        u"overal": u"overall",
        u"grandaughter": u"granddaughter",
        u"editoral": u"editorial",
        u"contigent": u"contingent",
        u"chieftan": u"chieftain",
        u"chidren": u"children",
        u"unusal": u"unusual",
        u"spliting": u"splitting",
        u"millionare": u"millionaire",
        u"manuvering": u"maneuvering",
        u"insigna": u"insignia",
        u"elswhere": u"elsewhere",
        u"documentry": u"documentary",
        u"ealier": u"earlier",
        u"worlwide": u"worldwide",
        u"treament": u"treatment",
        u"structual": u"structural",
        u"notorius": u"notorious",
        u"initated": u"initiated",
        u"indepedence": u"independence",
        u"eminating": u"emanating",
        u"distictive": u"distinctive",
        u"decends": u"descends",
        u"curent": u"current",
        u"collison": u"collision",
        u"aircaft": u"aircraft",
        u"acompany": u"accompany",
        u"rtires": u"retires",
        u"intepretation": u"interpretation",
        u"immensly": u"immensely",
        u"everthing": u"everything",
        u"descedants": u"descendants",
        u"decomissioning": u"decommissioning",
        u"predecesor": u"predecessor",
        u"posessions": u"possessions",
        u"portayed": u"portrayed",
        u"piscivorus": u"piscivorous",
        u"particpate": u"participate",
        u"neigbourhood": u"neighbourhood",
        u"infringment": u"infringement",
        u"densly": u"densely",
        u"contined": u"continued",
        u"brodcast": u"broadcast",
        u"attemped": u"attempted",
        u"archaelogists": u"archaeologists",
        u"archaelogist": u"archaeologist",
        u"appoximately": u"approximately",
        u"affilated": u"affiliated",
        u"witheld": u"withheld",
        u"unsual": u"unusual",
        u"retured": u"returned",
        u"retirment": u"retirement",
        u"poweful": u"powerful",
        u"otherwordly": u"otherworldly",
        u"orderd": u"ordered",
        u"ninties": u"nineties",
        u"moutain": u"mountain",
        u"instuments": u"instruments",
        u"imporant": u"important",
        u"ecclesiatical": u"ecclesiastical",
        u"camoflage": u"camouflage",
        u"traning": u"training",
        u"supressor": u"suppressor",
        u"staion": u"station",
        u"reminscent": u"reminiscent",
        u"philantropist": u"philanthropist",
        u"perenially": u"perennially",
        u"mutiple": u"multiple",
        u"incude": u"include",
        u"explict": u"explicit",
        u"exhange": u"exchange",
        u"encylopedia": u"encyclopedia",
        u"competitve": u"competitive",
        u"competitons": u"competitions",
        u"competions": u"competitions",
        u"competely": u"completely",
        u"charaters": u"characters",
        u"assigment": u"assignment",
        u"quaterback": u"quarterback",
        u"millenial": u"millennial",
        u"intiated": u"initiated",
        u"interm": u"interim",
        u"improvment": u"improvement",
        u"extemely": u"extremely",
        u"entertaiment": u"entertainment",
        u"appered": u"appeared",
        u"administation": u"administration",
        u"acquistions": u"acquisitions",
        u"varous": u"various",
        u"unicorporated": u"unincorporated",
        u"provincal": u"provincial",
        u"patroled": u"patrolled",
        u"mangement": u"management",
        u"intiative": u"initiative",
        u"insted": u"instead",
        u"infared": u"infrared",
        u"goverments": u"governments",
        u"enthusiatic": u"enthusiastic",
        u"diaphram": u"diaphragm",
        u"apeared": u"appeared",
        u"administative": u"administrative",
        u"accompaning": u"accompanying",
        u"accesible": u"accessible",
        u"wherin": u"wherein",
        u"transmited": u"transmitted",
        u"totaly": u"totally",
        u"televsion": u"television",
        u"retrive": u"retrieve",
        u"requirments": u"requirements",
        u"refernce": u"reference",
        u"qualifing": u"qualifying",
        u"programe": u"programme",
        u"potrait": u"portrait",
        u"perfomers": u"performers",
        u"particpated": u"participated",
        u"occasionaly": u"occasionally",
        u"newpapers": u"newspapers",
        u"negotations": u"negotiations",
        u"manuverability": u"maneuverability",
        u"influnced": u"influenced",
        u"ditations": u"dictations",
        u"descedant": u"descendant",
        u"coverted": u"converted",
        u"contol": u"control",
        u"consistenly": u"consistently",
        u"conected": u"connected",
        u"buldings": u"buildings",
        u"awarness": u"awareness",
        u"widespead": u"widespread",
        u"tranmission": u"transmission",
        u"troubadors": u"troubadours",
        u"treshold": u"threshold",
        u"subsquently": u"subsequently",
        u"sterotypes": u"stereotypes",
        u"progess": u"progress",
        u"prevously": u"previously",
        u"presure": u"pressure",
        u"moutains": u"mountains",
        u"manuver": u"maneuver",
        u"manged": u"managed",
        u"jurisdition": u"jurisdiction",
        u"inflaton": u"inflation",
        u"houshold": u"household",
        u"estabished": u"established",
        u"devlopment": u"development",
        u"celular": u"cellular",
        u"avilable": u"available",
        u"availabilty": u"availability",
        u"ampitheatre": u"amphitheatre",
        u"tranferred": u"transferred",
        u"tatooed": u"tattooed",
        u"silier": u"sillier",
        u"servies": u"services",
        u"rebelion": u"rebellion",
        u"positon": u"position",
        u"nineteeth": u"nineteenth",
        u"meaing": u"meaning",
        u"involed": u"involved",
        u"everday": u"everyday",
        u"differnt": u"different",
        u"diciplines": u"disciplines",
        u"contibuted": u"contributed",
        u"conqured": u"conquered",
        u"fufill": u"fulfill",
        u"fomerly": u"formerly",
        u"subconcious": u"subconscious",
        u"childen": u"children",
        u"rythmic": u"rhythmic",
        u"facilty": u"facility",
        u"admited": u"admitted",
        u"surronding": u"surrounding",
        u"resposible": u"responsible",
        u"establised": u"established",
        "beween": u"between",
        u"availabe": u"available",
        u"monastry": u"monastery",
        u"missle": u"missile",
        u"finacial": u"financial",
        u"teritory": u"territory",
        u"relesed": u"released",
        u"inaugral": u"inaugural",
        u"finshed": u"finished",
        u"inluding": u"including",
        u"spritual": u"spiritual",
        u"possesions": u"possessions",
        u"classifed": u"classified",
        u"teamates": u"teammates",
        u"possiblities": u"possibilities",
        u"inagurated": u"inaugurated",
        u"explictly": u"explicitly",
        u"adminstered": u"administered",
        u"pronouced": u"pronounced",
        u"picnicing": u"picnicking",
        u"parlimentary": u"parliamentary",
        u"motorcyle": u"motorcycle",
        u"infastructure": u"infrastructure",
        u"filmaker": u"filmmaker",
        u"discoverd": u"discovered",
        u"athough": u"although",
        u"adressed": u"addressed",
        u"acknowleged": u"acknowledged",
        u"unusally": u"unusually",
        u"undergound": u"underground",
        u"strategis": u"strategies",
        u"recored": u"recorded",
        u"orgins": u"origins",
        u"continuosly": u"continuously",
        u"boundries": u"boundaries",
        u"arrangments": u"arrangements",
        u"initally": u"initially",
        u"compliation": u"compilation",
        u"avaiable": u"available",
        u"reconnaisance": u"reconnaissance",
        u"newpaper": u"newspaper",
        u"milion": u"million",
        u"particuarly": u"particularly",
        u"redistibuted": u"redistributed",
        u"parlament": u"parliament",
        u"eventualy": u"eventually",
        u"begain": u"began",
        u"curently": u"currently",
        u"facilties": u"facilities",
        u"millon": u"million",
        u"additonal": u"additional",
        u"perfoming": u"performing",
        u"competiton": u"competition",
        u"aniversary": u"anniversary",
        u"unsuccesfully": u"unsuccessfully",
        u"folowing": u"following",
        u"recived": u"received",
        u"contructed": u"constructed",
        u"competion": u"competition",
        u"artfacts": u"artifacts",
        u"distict": u"district",
        u"abilty": u"ability",
        u"musican": u"musician",
        u"slighly": u"slightly",
        u"supression": u"suppression",
        u"preperation": u"preparation",
        u"decommisioned": u"decommissioned",
        u"anually": u"annually",
        u"completly": u"completely",
        u"opportunites": u"opportunities",
        u"inagural": u"inaugural",
        u"aformentioned": u"aforementioned",
        u"verson": u"version",
        u"ilustrate": u"illustrate",
        u"responsibilites": u"responsibilities",
        u"incoporated": u"incorporated",
        u"decended": u"descended",
        u"populus": u"populace",
        u"architectual": u"architectural",
        u"influental": u"influential",
        u"transporation": u"transportation",
        u"philosphy": u"philosophy",
        u"availble": u"available",
        u"therafter": u"thereafter",
        u"possesed": u"possessed",
        u"parishoners": u"parishioners",
        u"potrayed": u"portrayed",
        u"identifed": u"identified",
        u"somtimes": u"sometimes",
        u"govenment": u"government",
        u"streches": u"stretches",
        u"additon": u"addition",
        u"portait": u"portrait",
        u"depature": u"departure",
        u"appeard": u"appeared",
        u"oustanding": u"outstanding",
        u"municipalites": u"municipalities",
        u"huricane": u"hurricane",
        u"charcter": u"character",
        u"substitue": u"substitute",
        u"subsitute": u"substitute",
        u"resturants": u"restaurants",
        u"proces": u"process",
        u"charater": u"character",
        u"musicans": u"musicians",
        u"editon": u"edition",
        u"backness": u"blackness",
        u"assitance": u"assistance",
        u"modifed": u"modified",
        u"annualy": u"annually",
        u"throughfare": u"thoroughfare",
        u"meterologist": u"meteorologist",
        u"internt": u"internet",
        u"inhabitans": u"inhabitants",
        u"successfuly": u"successfully",
        u"streched": u"stretched",
        u"inspiraton": u"inspiration",
        u"encompases": u"encompasses",
        u"awared": u"awarded",
        u"attemps": u"attempts",
        u"subsidaries": u"subsidiaries",
        u"reminicent": u"reminiscent",
        u"proceded": u"proceeded",
        u"neigborhood": u"neighborhood",
        u"crystaline": u"crystalline",
        u"bulding": u"building",
        u"annoucements": u"announcements",
        u"annoucement": u"announcement",
        u"newsrel": u"newsreel",
        u"regulary": u"regularly",
        u"tightend": u"tightened",
        u"facilites": u"facilities",
        u"decomissioned": u"decommissioned",
        u"conjuction": u"conjunction",
        u"perfomed": u"performed",
        u"contruction": u"construction",
        u"unsuccesful": u"unsuccessful",
        u"archaelogical": u"archaeological",
        u"noticably": u"noticeably",
        u"througout": u"throughout",
        u"relucant": u"reluctant",
        u"interdependant": u"interdependent",
        u"inadvertant": u"inadvertent",
        u"impotant": u"important",
        u"fraudulant": u"fraudulent",
        u"antecedant": u"antecedent",
        u"adjacant": u"adjacent",
        u"adherant": u"adherent",
        u"governmant": u"government",
        u"recumbant": u"recumbent",
        u"leniant": u"lenient",
        u"decadant": u"decadent",
        u"coherant": u"coherent",
        u"benevolant": u"benevolent",
        u"ambiant": u"ambient",
        u"servent": u"servant",
        u"defendent": u"defendant",
        u"intendent": u"intendant",
        u"dorment": u"dormant",
        u"predominent": u"predominant",
        u"blatent": u"blatant",
        u"tolerent": u"tolerant",
        u"complient": u"compliant",
        u"absorbant": u"absorbent",
        u"belligerant": u"belligerent",
        u"pertinant": u"pertinent",
        u"transparant": u"transparent",
        u"insistant": u"insistent",
        u"prevalant": u"prevalent",
        u"reminiscant": u"reminiscent",
        u"inexistant": u"nonexistent",
        u"equivalant": u"equivalent",
        u"despondant": u"despondent",
        u"incumbant": u"incumbent",
        #u"dependant": u"dependent", # Dangerous! See http://www.tiscali.co.uk/reference/dictionaries/english/data/d0081889.html
        u"deterrant": u"deterrent",
        u"contant": u"content",
        u"respondants": u"respondents",
        u"respondant": u"respondent",
        u"relucantly": u"reluctantly",
        u"contantly": u"constantly",
        u"permanantly": u"permanently",
        u"antecedants": u"antecedents",
        u"sufficiant": u"sufficient",
        u"experimantal": u"experimental",       
        u"opponant": u"opponent",
        u"opponants": u"opponents",
        u"inherant": u"inherent",
        u"remanants": u"remnants",
        u"remanant": u"remnant",
        u"turbulant": u"turbulent",
        u"solvants": u"solvents",
        u"serpant": u"serpent",
        u"ingrediants": u"ingredients",
        u"nonexistant": u"nonexistent",
        u"magnificant": u"magnificent",
        u"consistantly": u"consistently",
        u"solvant": u"solvent",
        u"intermittantly": u"intermittently",
        u"irreverant": u"irreverent",
        u"intermittant": u"intermittent",
        u"differant": u"different",
        u"varients": u"variants",
        u"importent": u"important",
        u"irrelevent": u"irrelevant",
        u"peasents": u"peasants",
        u"peasent": u"peasant",
        u"predominently": u"predominantly", 
        u"redundent": u"redundant",
        u"significent": u"significant",
        u"unpleasent": u"unpleasant",
        u"adament": u"adamant",
        u"approximently": u"approximately",
        u"assistent": u"assistant",
        u"contestents": u"contestants",
        u"contestent": u"contestant",
        u"hight": u"height",
        u"knowlage": u"knowledge",
        u"hundreads": u"hundreds",
        u"hundread": u"hundred",
        u"practicle": u"practical",
        u"impracticle": u"impractical",
        u"negtive": u"negative",
        u"negitive": u"negative",
        u"postive": u"positive",
        u"comunity": u"community",
        u"comunities": u"communities",
        u"decission": u"decision",
        u"aliiance": u"alliance",
        u"aliiances": u"alliances",
        u"permament": u"permanent",
        u"permamently": u"permanently",
        u"haressment": u"",
        u"januari": u"January",
        u"januaro": u"January",
        u"januario": u"January",
        u"postition": u"position",
        u"postions": u"positions",
        u"compostion": u"composition",
        u"compostions": u"compositions",
        u"comunist": u"communist",
        u"comunicate": u"communicate",
        u"comunicates": u"communicates",
        u"comunicated": u"communicated",
        u"hightened": u"heightened",
        u"hightest": u"highest",
        u"hightlight": u"highlight",
        u"nowledge": u"knowledge",
        u"aticle": u"article",
        u"quadrent": u"quadrant",
        u"ventute": u"venture",
        #2006-Jun-11
        u"likley": u"likely",
        u"taiwan": u"Taiwan",
        u"taiwanese": u"Taiwanese",
        u"conferneces": u"conferences",
        u"confernece": u"conference",
        u"objectiv": u"objective",
        u"importan": u"important",
        u"seond": u"second",
        u"latelly": u"lately",
        u"attactions": u"attractions",
        u"attaction": u"attraction",
        u"fucntion": u"function",
        u"rightious": u"righteous",
        u"circumstrance": u"circumstance",
        u"adjecent": u"adjacent",
        u"connoctation": u"connotation",
        u"accedamic": u"academic",
        u"acedamic": u"academic",
        u"mountanous": u"mountainous",
        u"termate": u"terminate",
        u"equisite": u"exquisite",
        u"memeory": u"memory",
        u"deniged": u"denied",
        u"alrge": u"large",
        u"inclduing": u"including",
        u"localating": u"locating",
        u"desaster": u"disaster",
        u"cronicles": u"chronicles",
        u"cronicle": u"chronicle",
        u"famliy": u"family",
        u"ghoast": u"ghost",
        u"chanel": u"channel",
        u"baloons": u"balloons",
        u"attibuted": u"attributed",
        u"arragement": u"arrangement",
        u"antology": u"anthology",
        u"amplifer": u"amplifier",
        u"amunition": u"ammunition",
        u"ambigous": u"ambiguous",
        u"affliates": u"affiliates",
        u"advantagous": u"advantageous",
        u"acquisiton": u"acquisition",
        u"accessibilty": u"accessibility",
        u"transmision": u"transmission",
        u"uknown": u"unknown",
        u"techically": u"technically",
        u"stuggle": u"struggle",
        u"suport": u"support",
        u"stategy": u"strategy",
        u"spriting": u"spiriting",
        u"soundrack": u"soundtrack",
        u"souless": u"soulless",
        u"seconday": u"secondary",
        u"resouces": u"resources",
        u"reseachers": u"researchers",
        u"quanity": u"quantity",
        u"psycological": u"psychological",
        u"prodution": u"production",
        u"pretigious": u"prestigious",
        u"politicaly": u"politically",
        u"portayal": u"portrayal",
        u"peform": u"perform",
        u"patriach": u"patriarch",
        u"outspokeness": u"outspokenness",
        u"municipalties": u"municipalities",
        u"mayonaise": u"mayonnaise",
        u"lingustics": u"linguistics",
        u"intresting": u"interesting",
        u"intials": u"initials",
        u"informaton": u"information",
        u"incoporate": u"incorporate",
        u"imortant": u"important",
        u"hostilites": u"hostilities",
        u"explaning": u"explaining",
        u"excitment": u"excitement",
        u"establisment": u"establishment",
        u"equiment": u"equipment",
        u"eqipped": u"equipped",
        u"entites": u"entities",
        u"electicity": u"electricity",
        u"eduation": u"education",
        u"disuade": u"dissuade",
        u"decription": u"description",
        #u"cryptogams": u"cryptograms", # (spore producing plants)
        u"consituted": u"constituted",
        u"condemed": u"condemned",
        u"commentry": u"commentary",
        u"centenial": u"centennial",
        u"catchprase": u"catchphrase",
        u"candiate": u"candidate",
        u"camoflaged": u"camouflaged",
        u"auxilaries": u"auxiliaries",
        u"archaelogy": u"archaeology",
        u"aproximate": u"approximate",
        u"aproved": u"approved",
        u"approriate": u"appropriate",
        u"annouces": u"announces",
        u"worthwile": u"worthwhile",
        u"abilites": u"abilities",
        u"tution": u"tuition",
        u"themselve": u"themselves",
        u"tecniques": u"techniques",
        u"suspicous": u"suspicious",
        u"surronded": u"surrounded",
        u"subdivison": u"subdivision",
        u"somone": u"someone",
        u"skelton": u"skeleton",
        u"seventeeth": u"seventeenth",
        u"scuptures": u"sculptures",
        u"sancturies": u"sanctuaries",
        u"resturant": u"restaurant",
        u"researchs": u"researches",
        u"requirment": u"requirement",
        u"provicial": u"provincial",
        u"professinal": u"professional",
        u"preseved": u"preserved",
        u"precints": u"precincts",
        u"potraying": u"portraying",
        u"populary": u"popularly",
        u"permiting": u"permitting",
        u"pecularities": u"peculiarities",
        u"particulaly": u"particularly",
        u"overlaping": u"overlapping",
        u"oponents": u"opponents",
        u"muliple": u"multiple",
        u"motorcyles": u"motorcycles",
        u"matchs": u"matches",
        u"magzine": u"magazine",
        u"intrument": u"instrument",
        u"internationaly": u"internationally",
        u"inovations": u"innovations",
        u"initatives": u"initiatives",
        u"inefficent": u"inefficient",
        u"idenity": u"identity",
        u"homogenity": u"homogeneity",
        u"gubenatorial": u"gubernatorial",
        u"hiting": u"hitting",
        u"filmaking": u"filmmaking",
        u"festivites": u"festivities",
        u"evalution": u"evaluation",
        u"ecletic": u"eclectic",
        u"divsions": u"divisions",
        u"displacment": u"displacement",
        u"controler": u"controller",
        u"contaning": u"containing",
        u"consituent": u"constituent",
        u"considred": u"considered",
        u"comprable": u"comparable",
        u"columist": u"columnist",
        u"brillant": u"brilliant",
        u"aquittal": u"acquittal",
        u"aparently": u"apparently",
        u"anniversay": u"anniversary",
        u"admistration": u"administration",
        u"acurate": u"accurate",
        u"absolutly": u"absolutely",
        u"vilages": u"villages",
        u"unsually": u"unusually",
        u"tranverse": u"transverse",
        u"tranport": u"transport",
        u"titanum": u"titanium",
        u"technolgies": u"technologies",
        u"systm": u"system",
        u"symtoms": u"symptoms",
        u"sumons": u"summons",
        u"stuggles": u"struggles",
        u"specfically": u"specifically",
        u"specifc": u"specific",
        u"snorkling": u"snorkeling",
        u"sevice": u"service",
        u"representaion": u"representation",
        u"replacable": u"replaceable",
        u"reconized": u"recognized",
        u"properity": u"prosperity",
        u"promted": u"prompted",
        u"personaly": u"personally",
        u"particpation": u"participation",
        u"partership": u"partnership",
        u"parliamentry": u"parliamentary",
        u"parametrizations": u"parameterizations",
        u"outakes": u"outtakes",
        u"organiztion": u"organization",
        u"normaly": u"normally",
        u"manufactuers": u"manufacturers",
        u"intoduction": u"introduction",
        u"intelligensia": u"intelligentsia",
        u"instalations": u"installations",
        u"influnce": u"influence",
        u"indvidual": u"individual",
        u"indivduals": u"individuals",
        u"governent": u"government",
        u"forseeing": u"foreseeing",
        u"forcast": u"forecast",
        u"fictonal": u"fictional",
        u"evironment": u"environment",
        u"erronously": u"erroneously",
        u"encounterd": u"encountered",
        u"embeded": u"embedded",
        u"droping": u"dropping",
        u"databse": u"database",
        u"critera": u"criteria",
        u"coverd": u"covered",
        u"contemporay": u"contemporary",
        u"constitue": u"constitute",
        u"clasified": u"classified",
        u"cermonial": u"ceremonial",
        u"broadcating": u"broadcasting",
        u"appropiately": u"appropriately",
        u"appoined": u"appointed",
        u"aplicable": u"applicable",
        u"anihilated": u"annihilated",
        u"amusment": u"amusement",
        u"allegedy": u"allegedly",
        u"ajacent": u"adjacent",
        u"afluent": u"affluent",
        u"adminster": u"administer",
        u"ackowledged": u"acknowledged",
        u"visitng": u"visiting",
        u"varations": u"variations",
        u"trecherous": u"treacherous",
        u"themseves": u"themselves",
        u"themelves": u"themselves",
        u"territoral": u"territorial",
        u"tenative": u"tentative",
        u"technolgy": u"technology",
        u"surpisingly": u"surprisingly",
        u"sugested": u"suggested",
        u"stuggled": u"struggled",
        u"sigificant": u"significant",
        u"shoping": u"shopping",
        u"seveal": u"several",
        u"senstive": u"sensitive",
        u"scupture": u"sculpture",
        u"restablish": u"reestablish",
        u"responible": u"responsible",
        u"resonably": u"reasonably",
        u"resevoirs": u"reservoirs",
        u"requring": u"requiring",
        u"recuited": u"recruited",
        u"regreted": u"regretted",
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        u"particpating": u"participating",
        u"overwhemingly": u"overwhelmingly",
        u"outmanouvered": u"outmanoeuvered",
        #u"outmanoeuvring": u"outmanoeuvering",
        u"organistion": u"organisation",
        u"newletter": u"newsletter",
        u"narative": u"narrative",
        u"mismanagment": u"mismanagement",
        u"mechandise": u"merchandise",
        u"lanuages": u"languages",
        u"interupting": u"interrupting",
        u"internationl": u"international",
        u"instalation": u"installation",
        u"industralist": u"industrialist",
        u"inablity": u"inability",
        u"hiearchy": u"hierarchy",
        u"handicaped": u"handicapped",
        u"fortelling": u"foretelling",
        u"forground": u"foreground",
        u"exeptions": u"exceptions",
        u"exchangable": u"exchangeable",
        u"enforcment": u"enforcement",
        u"disapointed": u"disappointed",
        u"diferences": u"differences",
        u"controlable": u"controllable",
        u"contemprary": u"contemporary",
        u"consquences": u"consequences",
        u"campaining": u"campaigning",
        u"atractions": u"attractions",
        u"antropomorphic": u"anthropomorphic",
        u"annhilated": u"annihilated",
        u"affilates": u"affiliates",
        u"acknowleding": u"acknowledging",
        u"achivement": u"achievement",
        u"unnoticable": u"unnoticeable",
        u"syncronised": u"synchronised",
        u"succeses": u"successes",
        u"substanial": u"substantial",
        u"sophisicated": u"sophisticated",
        u"rythmical": u"rhythmical",
        u"recommisioned": u"recommissioned",
        u"recommeded": u"recommended",
        u"recinded": u"rescinded",
        u"profesionally": u"professionally",
        u"posibilities": u"possibilities",
        u"occasinally": u"occasionally",
        u"lieutnant": u"lieutenant",
        u"invulnerablity": u"invulnerability",
        u"invisibilty": u"invisibility",
        u"invisble": u"invisible",
        u"introdution": u"introduction",
        u"interuptions": u"interruptions",
        u"intermitent": u"intermittent",
        u"intergalatic": u"intergalactic",
        u"interacial": u"interracial",
        u"infrigement": u"infringement",
        u"inapropriate": u"inappropriate",
        u"inacurate": u"inaccurate",
        u"fulfiling": u"fulfilling",
        u"cordinates": u"coordinates",
        u"consciouness": u"consciousness",
        u"composinh": u"composing",
        u"contributet": u"contributed",
        u"athens": u"Athens",
        u"munich": u"Munich",
        u"thessalonika": u"Thessalonika",
        u"othe": u"other",
        #2006-Jun-10
        u"battleing": u"battling",
        u"tody": u"today",
        u"chimeny": u"chimney",
        u"inlcude": u"include",
        u"priamrily": u"primarily",
        u"beutiful": u"beautiful",
        u"luminocity": u"luminosity",
        u"mechant": u"merchant",
        u"orginazition": u"organization",
        u"weard": u"weird",
        u"prieme": u"prime",
        u"differanciate": u"differentiate",
        u"thr": u"the",
        u"increaslingly": u"increasingly",
        u"ressidents": u"residents",
        u"livily": u"lively",
        u"preffered": u"preferred",
        u"usuaaly": u"usually",
        u"staduim": u"stadium",
        u"hoever": u"however",
        #2006-Jun-09
        u"charlton": u"Charlton",
        u"leicester": u"Leicester",
        u"manaaged": u"managed",
        u"shreaded": u"shredded",
        u"orgenized": u"organized",
        u"rulling": u"ruling",
        u"palestinian": u"Palestinian",
        u"palestinians": u"Palestinians",
        u"gaza": u"Gaza",
        u"poltical": u"political",
        u"chicago": u"Chicago",
        u"objuectives": u"objectives",
        u"actavist": u"activist",
        u"picknic": u"picnic",
        u"regionnaly": u"regionally",
        u"regionnally": u"regionally",
        u"heiroglyphic": u"hieroglyphic",
        u"heiroglyphs": u"hieroglyphs",
        u"satelitte": u"satellite",
        u"caracterized": u"characterized",
        u"caracterised": u"characterised",
        u"accquire": u"acquire",
        u"accquired": u"acquired",
        u"accquires": u"acquires",
        u"accquiring": u"acquiring",
        u"presue": u"pursue",
        u"prusue": u"pursue",
        u"labrynth": u"labyrinth",
        u"afordable": u"affordable",
        u"instrumnetal": u"instrumental",
        u"coliding": u"colliding",
        u"ereceted": u"erected",
        u"bron": u"born",
        u"acknowlage": u"acknowledge",
        u"acknowlages": u"acknowledges",
        u"acknowlege": u"acknowledge",
        u"acknowleges": u"acknowledges",
        u"orifinal": u"original",
        u"constititing": u"constituting",
        u"origninal": u"original",
        u"detrioration": u"deterioration",
        u"apacalypse": u"apocalypse",
        u"presonal": u"personal",
        #2006-Jun-08
        u"copright": u"copyright",
        u"curtesy": u"courtesy",
        u"tribtues": u"tributes",
        u"tribtue": u"tribute",
        u"illustritive": u"illustrative",
        u"reporduction": u"reproduction",
        u"defantly": u"definitely",
        u"commrecial": u"commercial",
        u"spearate": u"separate",
        u"anyting": u"anything",
        u"wednesdy": u"Wednesday",
        u"defferent": u"different",
        u"origianl": u"original",
        u"represantation": u"representation",
        u"liscencing": u"licensing",
        u"plattaform": u"platform",
        u"organsations": u"organisations",
        u"organsation": u"organisation",
        u"ilistration": u"illustration",
        u"fottball": u"football",
        u"integriy": u"integrity",
        u"auhtor": u"author",
        u"suitiable": u"suitable",
        u"druing": u"during",
        u"coad": u"coat",
        u"actuall": u"actual",
        #2006-Jun-07
        u"enthousiast": u"enthusiast",
        u"uploding": u"uploading",
        u"sorce": u"source",
        u"sighning": u"signing",
        u"washington": u"Washington",
        u"showen": u"shown",
        u"grahic": u"graphic",
        u"releas": u"release",
        u"staition": u"station",
        u"stratford": u"Stratford",
        u"bside": u"beside",
        u"difrent": u"different",
        u"cental": u"central",
        u"jublie": u"jubilee",
        u"confectionary": u"confectionery",
        u"oppossed": u"opposed",
        u"nazism": u"Nazism",
        u"amrs": u"arms",
        u"potograph": u"photograph",
        u"potographs": u"photographs",
        u"potographed": u"photographed",
        u"potographer": u"photographer",
        u"potographers": u"photographers",
        u"potographing": u"photographing",
        u"explaination": u"explanation",
        u"poaster": u"poster",
        u"variose": u"various",
        u"regonal": u"regional",
        u"newaspapers": u"newspapers",
        u"especialy": u"especially",
        u"Wikipeadia": u"Wikipedia",
        u"artcles": u"articles",
        u"copywrite": u"copyright",
        u"amongs": u"amongst",
        u"wholey": u"wholly",
        u"argentine": u"Argentine",
        u"sydney": u"Sydney",
        #2006-Jun-06
        u"privatiseation": u"privatisation",
        u"outyside": u"outside",
        u"copywright": u"copyright",
        u"colection": u"collection",
        u"peir": u"pier",
        u"fater": u"father",
        u"sponsered": u"sponsored",
        u"sponspered": u"sponsored",
        u"aquentence": u"acquaintance",
        u"realeashed": u"released",
        u"corrospondent": u"correspondent",
        u"charterd": u"chartered",
        u"geraman": u"German",
        u"sheperd": u"shepherd",
        u"documnet": u"document",
        u"precisly": u"precisely",
        u"asspect": u"aspect",
        u"uss": u"USS",
        u"Uss": u"USS",
        u"imverted": u"inverted",
        u"imverts": u"inverts",
        u"imvert": u"invert",
        u"imverting": u"inverting",
        u"publivity": u"publicity",
        u"belfast": u"Belfast",
        u"galway": u"Galway",
        u"dublin": u"Dublin",
        u"solide": u"solid",
        u"demonstation": u"demonstration",
        u"puclic": u"public",
        #2006-Jun-05
        u"ortodox": u"orthodox",
        u"imrisonment": u"imprisonment",
        u"approximatly": u"approximately",
        u"dinastic": u"dynastic",
        u"syrian": u"Syrian",
        u"reqires": u"requires",
        u"reqired": u"required",
        u"reqire": u"require",
        u"reqiring": u"requiring",
        u"decypher": u"decipher",
        u"decyphered": u"deciphered",
        u"decyphering": u"deciphering",
        u"decyphers": u"deciphers",
        u"encypher": u"encipher",
        u"fued": u"feud",
        #2006-Jun-04
        u"colums": u"columns",
        u"colum": u"column",
        u"advaced": u"advanced",
        u"encoutered": u"encountered",
        u"encouters": u"encounters",
        u"encouter": u"encounter",
        u"intence": u"intense",
        u"contiued": u"continued",
        u"russians": u"Russians",
        u"rusians": u"Russians",
        u"encirled": u"encircled",
        u"turks": u"Turks",
        u"ouskirts": u"outskirts",
        u"bagan": u"began",
        u"strom": u"storm",
        u"ouside": u"outside",
        u"arive": u"arrive",
        u"politicans": u"politicians",
        u"victorys": u"victories",
        u"backgound": u"background",
        u"inparticular": u"in particular",
        u"inparticularly": u"in particular",
        u"nomiation": u"nomination",
        u"contibuting": u"contributing",
        u"concists": u"consists",
        u"captiviy": u"captivity",
        u"follewer": u"follower",
        u"follewers": u"followers", 
        u"scotlands": u"Scotland's",
        u"italys": u"Italy's",
        u"swedens": u"Sweden's",
        u"norways": u"Norway's",
        u"polands": u"Poland's",
        u"switzerlands": u"Switzerland's",
        u"japans": u"Japan's",
        u"egypts": u"Egypt's",
        u"libyas": u"Libya's",
        u"perus": u"Peru's",
        u"portugals": u"Portugal's",
        u"israels": u"Israel's",
        u"progamming": u"programming",
        u"threatning": u"threatening",
        u"Dail": u"Dáil",
        u"Eireann": u"Éireann",
        u"alongwith": u"along with",
        u"concering": u"concerning",
        u"compesation": u"compensation",
        #2006-Jun-03
        u"ofthe": u"of the",
        u"oftheir": u"of their",
        u"ofther": u"other",
        u"onthe": u"on the",
        u"intheir": u"in their",
        u"inthe": u"in the",
        u"brocure": u"brochure",
        u"structrued": u"structured",
        u"intergral": u"integral",
        u"annouced": u"announced",
        u"mothly": u"monthly",
        u"iberian": u"Iberian",
        u"thristy": u"thirsty",
        u"tributarys": u"tributaries",
        u"discetion": u"discretion",
        u"disengenuous": u"disingenuous",
        u"disengenuously": u"disingenuously",
        u"netherlands": u"Netherlands",
        u"resonable": u"reasonable",
        u"contry": u"country",
        u"contrys": u"countries",
        u"countrys": u"countries",
        u"contries": u"countries",
        u"citicen": u"citizen",
        u"citicens": u"citizens",
        u"originin": u"origin",
        u"facinating": u"fascinating",
        u"folling": u"following",
        #2006-Jun-02
        u"franco": u"Franco",
        u"effectivness": u"effectiveness",
        u"listes": u"lists",
        u"reaxmine": u"reexamine",
        u"instutition": u"institution",
        u"parlimanet": u"parliament",
        u"constiuents": u"constituents",
        u"fighted": u"fought",
        u"justifly": u"justly",
        u"defintion": u"definition",
        u"overwhelminglly": u"overwhelmingly",
        u"septempber": u"September",
        u"septemper": u"September",
        u"attititude": u"attitude",
        #2006-Jun-01
        u"detials": u"details",
        u"beleave": u"believe",
        u"origonal": u"original",
        u"underneith": u"underneath",
        u"vessils": u"vessels",
        u"vessil": u"vessel",
        u"resistace": u"resistance",
        u"resistaces": u"resistances",
        u"antteni": u"antennae",
        u"sugestion": u"suggestion",
        u"pronouncable": u"pronounceable",
        u"veritcal": u"vertical",
        u"addtional": u"additional",
        u"funing": u"funding",
        u"expousing": u"espousing",
        u"experment": u"experiment",
        u"collabortative": u"collaborative",
        u"interpretted": u"interpreted",
        u"prescious": u"precious",
        u"langugage": u"language",
        u"progessive": u"progressive",
        u"privae": u"private",
        u"exhchange": u"exchange",
        #2006-May-31
        u"seviere": u"severe",
        u"advasery": u"adversary",
        u"troble": u"trouble",
        u"effectivly": u"effectively",
        u"imuplse": u"impulse",
        u"vison": u"vision",
        u"surviors": u"survivors",
        u"serveing": u"serving",
        u"belived": u"believed",
        u"agte": u"gate",
        u"desrt": u"desert",
        u"fuctions": u"functions",
        u"fuction": u"function",
        u"ceartainly": u"certainly",
        u"architectur": u"architecture",
        u"orignated": u"originated",
        u"orginated": u"originated",
        #2006-May-28
        u"disadventageous": u"disadvantageous",
        u"bavarian": u"Bavarian",
        u"bavarians": u"Bavarians",
        u"bavaria": u"Bavaria",
        #2006-May-27
        u"solicitaion": u"solicitation",
        u"xported": u"exported",
        u"extensivelt": u"extensively",
        u"atrifacts": u"artifacts",
        u"atrifact": u"artifact",
        u"imaginated": u"imagined",
        u"assesment": u"assessment",
        u"assesments": u"assessments",
        u"nazis": u"Nazis",
        u"electrificution": u"electrocution",
        u"determanes": u"determines",
        u"palyer": u"player",
        u"knowed": u"known",
        u"quantiy": u"quantity",
        u"abscence": u"absence",
        u"wouldve": u"would've",
        u"channles": u"channels",
        u"channle": u"channel",
        u"moderninst": u"modernist",
        u"modernest": u"modernist",
        u"prefectly": u"perfectly",
        u"mateials": u"materials",
        u"Scolar": u"Scolar", # There's a company called Scolar press
        #2006-May-26
        u"smoothe": u"smooth",
        u"smoothes": u"smooths",
        u"areospace": u"aerospace",
        #2006-May-25
        u"termonology": u"terminology",
        u"critizism": u"criticism",
        u"inmedialty": u"immediately",
        u"reawake": u"reawaken",
        u"uncapable": u"incapable",
        u"exapanded": u"expanded",
        u"exapand": u"expand",
        u"exapands": u"expands",
        u"exapanding": u"expanding",
        u"strategique": u"strategic",
        u"visibilty": u"visibility",
        u"anciant": u"ancient",
        u"hungarian": u"Hungarian",
        u"hourse": u"horse",
        u"Robb": u"Robb", # Surname
        u"robb": u"rob",
        u"loded": u"loaded",
        u"prisonners": u"prisoners",
        u"alloved": u"allowed",
        u"insuffisent": u"insufficient",
        u"spreding": u"spreading",
        u"Nowdays": u"Nowadays",
        u"unapprochable": u"approachable",      u"vandel": u"vandal",
        u"vandels": u"vandals",
        #2006-May-24
        u"oppurtunity": u"opportunity",
        u"gaurding": u"guarding",
        u"gaurded": u"guarded",
        u"gaurds": u"guards",
        u"gaurd": u"guard",
        u"elctric": u"electric",
        u"incesent": u"incessant",
        u"incessent": u"incessant",
        u"reqruiting": u"recruiting",
        u"succselful": u"successful",
        u"factorys": u"factories",
        u"audiances": u"audiences",
        u"audiance": u"audience",
        u"recipitants": u"recipients",
        u"recipitant": u"recipient",
        u"wite": u"white",
        u"ammalgum": u"amalgam",
        u"ammalgam": u"amalgam",
        u"amalgum": u"amalgam",
        u"skreen": u"screen",
        u"nigthly": u"nightly",
        u"valient": u"valiant",
        u"throughought": u"throughout",
        u"numerious": u"numerous",
        u"vinyards": u"vineyards",
        u"decisious": u"decisive",
        u"deafeated": u"defeated",
        u"deceisivly": u"decisively",
        u"immediatly": u"immediately",
        u"noblity": u"nobility",
        u"legallized": u"legalized",
        u"atempts": u"attempts",
        u"allegencies": u"allegiances",
        u"negotioator": u"negotiator",
        u"allience": u"alliance",
        u"guarranteed": u"guaranteed",
        u"reffering": u"referring",
        u"assistence": u"assistance",
        u"assisstence": u"assistance",
        u"asistence": u"assistance",
        u"asisstence": u"assistance",
        u"withough": u"without",
        u"impatious": u"impatient",
        u"ammassed": u"amassed",
        u"proclaimation": u"proclamation",
        u"interviene": u"intervene",
        u"handsom": u"handsome",
        u"tacticly": u"tactically",
        u"acusing": u"accusing",
        u"raized": u"razed",
        u"regurarely": u"regularly",
        u"constituate": u"constitute",
        u"autocraticly": u"autocratically",
        u"diplomatical": u"diplomatic",
        u"marriege": u"marriage",
        u"legallizing": u"legalizing",
        u"ceremonicly": u"ceremonially",
        #2006-May-21
        u"agreemen": u"agreement",
        u"contexually":  u"contextually",
        u"becauese": u"because",
        u"togeteher": u"together",
        u"charitous": u"charitable",
        u"goveror": u"governor",
        u"physican": u"physician",
        u"casualities": u"casualties",
        u"instituion": u"institution",
        u"dauther": u"daughter",
        u"administators": u"administrators",
        u"elaboring": u"elaborating",
        u"concered": u"concerned",
        u"ambivalant": u"ambivalent",
        u"politial": u"political",
        u"predomiant": u"predominant",
        u"chaters": u"charters",
        u"Amerian": u"American",
        u"familes": u"families",
        u"cousiin": u"cousin",
        u"typially": u"typically",
        u"everone": u"everyone",
        u"amoungs": u"amongst",
        u"shippping": u"shipping",
        u"throgh": u"through",
        u"fathe": u"father",
        u"disapperance": u"disappearance",
        u"befgore": u"before",
        u"becaome": u"became",
        u"couse": u"course",
        u"wealthly": u"wealthy",
        u"daugher": u"daughter",
        u"achieveing": u"achieving",
        u"assiatant": u"assistant",
        u"alrady": u"already",
        u"militiary": u"military",
        u"uner": u"under",
        u"propoganda": u"propaganda",
        u"consoliation": u"consolidation",
        u"represenative": u"representative",
        u"famlies": u"families",
        u"competors": u"competitors",   
        u"pakistani": u"Pakistani",
        u"pakistan": u"Pakistan",
        u"urdu": u"Urdu",
        u"hindi": u"Hindi",
        u"asian": u"Asian",
        u"simultanesly": u"simultaneously",
        u"contemparary": u"contemporary",
        u"vcr": u"VCR",
        u"luxirious": u"luxurious",
        #2006-May-20
        u"alos": u"also",
        u"sone": u"some",
        u"ferom": u"from",
        u"correspondnet": u"correspondent",
        u"tehn": u"then",
        u"burssting": u"bursting",
        u"penecilyn": u"penicillin",
        u"atlantean": u"Atlantean",
        u"aryan": u"Aryan",
        u"fotograph": u"photograph",
        u"bourn": u"borne",
        u"intensly": u"intensely",
        #2006-May-19
        u"beareau": u"bureau",
        #2006-May-17
        u"virues": u"virus",
        u"decend": u"descend",
        #2006-May-16
        u"dissaray": u"disarray",
        u"perons": u"persons",
        u"whatsover": u"whatsoever",
        u"kissses": u"kisses",
        u"alterated": u"altered",
        u"potentionally": u"potentially",
        u"explicity": u"explicitly",
        u"publically": u"publicly",
        u"ususally": u"usually",
        u"situtaional": u"situational",
        u"outisde": u"outside",
        u"assexual": u"asexual",
        u"hardwdare": u"hardware",
        u"manufactors": u"manufacturers",
        u"warninig": u"warning",
        u"manufactoring": u"manufacturing",
        u"guidlines": u"guidelines",
        u"sequal": u"sequel",
        u"situtional": u"situational",
        u"trannsexual": u"transexual",
        u"idenitifed": u"identified",
        u"commcerial": u"commercial",
        u"bloggeer": u"blogger",
        #2006-May-15
        u"misinterpretaion": u"misinterpretation",
        u"persia": u"Persia",
        u"persian": u"Persian",
        u"persians": u"Persians",
        u"orientaion": u"orientation",
        u"exeuction": u"execution",
        u"orgnaization": u"organization",
        u"willingess": u"willingness",
        u"claming": u"claiming",
        u"deceided": u"decided",
        u"splitted": u"split",
        u"rehearshing": u"rehearsing",
        u"oportunities": u"opportunities",
        u"oriantation": u"orientation",
        u"oriantations": u"orientations",
        u"aactivty": u"activity",
        u"activty": u"activity",
        u"mxing": u"mixing",
        u"feauturing": u"featuring",
        u"inetersting": u"interesting",
        u"infulences": u"influences",
        u"concentrete": u"concentrate",
        u"burnig": u"burning",
        u"propably": u"probably",
        u"conviced": u"convinced",
        u"technikal": u"technical",
        u"Massachuetts": u"Massachusetts",
        u"colledge": u"college",
        u"hetersexual": u"heterosexual",
        u"relutent": u"reluctant",
        u"reluctent": u"reluctant",
        u"suprmee": u"supreme",
        u"Virgina": u"Virginia",
        u"probihibiting": u"prohibiting",
        u"memebers": u"members",
        u"focues": u"focuses",
        u"crimnal": u"criminal",
        u"homosexals": u"homosexuals",
        u"homosexal": u"homosexual",
        u"clearence": u"clearance",
        u"enforable": u"enforceable",
        u"enforcable": u"enforceable",
        u"reconize": u"recognize",
        u"Perse": u"Perse", # There's a school called Perse
        u"perse": u"per se",
        #2006-May-14
        u"politican": u"politician",
        u"ancle": u"ankle",
        u"coleague": u"colleague",
        u"avarege": u"average",
        u"succsesfull": u"successful",
        u"athlethic": u"athletic",
        u"teamate": u"teammate",
        u"overatted": u"overrated",
        u"partenership": u"partnership",
        u"retrived": u"retrieved",
        u"weeked": u"weekend",
        u"countinuted": u"continued",
        #2006-May-13
        u"intorduction": u"introduction",
        u"disobient": u"disobedient",
        u"imensly": u"immensely",
        u"immensily": u"immensely",
        u"debauchehry": u"debauchery",
        u"historial": u"historical",
        u"doughtnut": u"doughnut",
        u"comercially": u"commercially",
        u"iniate": u"initiate",
        u"maxinmum": u"maximum",
        u"unprepaired": u"unprepared",
        u"prepaired": u"prepared",
        u"unfortunatley": u"unfortunately",
        u"torpue": u"torque",
        u"epitah": u"epitaph",
        u"threwout": u"throughout",
        u"poved": u"proved",
        u"benifential": u"beneficial",
        u"benefectial": u"beneficial",
        u"benefictial": u"beneficial",
        u"glimps": u"glimpse",
        #2006-May-12
        u"critisised": u"criticised",
        u"anual": u"annual",
        u"pronuntiation": u"pronunciation",
        u"starlting": u"startling",
        u"wholsale": u"wholesale",
        #2006-May-11
        u"contomporary": u"contemporary",
        u"symboliclly": u"symbolically",
        u"commaning": u"commanding",
        u"Mai": u"Mai", # A fairly common name.
        u"injurys": u"injuries",
        u"venezuela": u"Venezuela",
        u"venezuelan": u"Venezuelan",
        u"venezuelans": u"Venezuelans",
        u"berlin": u"Berlin",
        u"teory": u"theory",
        u"asia": u"Asia",
        u"romania": u"Romania",
        u"romanian": u"Romanian",
        u"romanians": u"Romanians",
        u"romainian": u"Romanian",
        u"victorian": u"Victorian",
        u"victorians": u"Victorians",
        u"honarary": u"honorary",
        u"digtal": u"digital",
        #2006-May-09
        u"Ballance": u"Ballance", # Exception: surname
        u"ballance": u"balance",
        u"offisde": u"offside",
        u"charactor": u"character",
        #2006-May-08
        u"regestration": u"registration",
        u"vinyard": u"vineyard",
        u"wents": u"went",
        u"togther": u"together",
        u"coicidentally": u"coincidentally",
        u"reguardless": u"regardless",
        u"instictively": u"instinctively",
        u"puch": u"punch",
        u"retreive": u"retrieve",
        u"retreived": u"retrieved",
        u"retreives": u"retrieves",
        u"retreiving": u"retrieving",
        u"nevously": u"nervously",
        u"pusuade": u"persuade",
        u"pusuaded": u"persuaded",
        u"pusuades": u"persuades",
        u"guideance": u"guidance",
        u"numbe": u"number",
        u"chracter": u"character",
        u"chracters": u"characters",
        u"iteslf": u"itself",
        u"consdered": u"considered",
        u"approvoval": u"approval",
        u"televivion": u"television",
        u"jewellry": u"jewelry",
        u"battke": u"battle",
        u"ilooking": u"looking",
        u"papeback": u"paperback",
        u"inmune": u"immune",
        u"embodimient": u"embodiment",
        u"inmortality": u"immortality",
        u"appereance": u"appearance",
        u"oindividuals": u"individuals",
        u"ammorphous": u"amorphous",
        u"appeareared": u"appeared",
        u"multifacited": u"multifaceted",
        u"witchccraft": u"witchcraft",
        u"cultual": u"cultural",
        u"decisision": u"decision",
        u"stroies": u"stories",
        u"rember": u"remember",
        u"rembered": u"remembered",
        u"rembering": u"remembering",
        u"rembers": u"remembers",
        u"investgate": u"investigate",
        u"condsiders": u"considers",
        u"karoke": u"karaoke",
        u"Tibetian": u"Tibetan",
        u"monistary": u"monastery",
        u"monistery": u"monastery",
        u"monastary": u"monastery",
        u"insecurites": u"insecurities",
        u"collaspe": u"collapse",
        u"collasped": u"collapsed",
        u"collaspes": u"collapses",
        u"ephphany": u"epiphany",
        u"oppritunity": u"opportunity",
        u"oppirtunity": u"opportunity",
        u"inadvertantly": u"inadvertently",
        u"premevel": u"primeval",
        u"Sumaritan": u"Sumerian",
        u"phsyical": u"physical",
        u"phsyically": u"physically",
        u"propses": u"proposes",
        u"lonliness": u"loneliness",
        #2006-May-07
        u"Jmaes": u"James",
        u"sinaptic": u"synaptic",
        u"transmitions": u"transmissions",
        u"experiance": u"experience",
        u"advirtesement": u"advertisement",
        u"movment": u"movement",
        u"indecesive": u"indecisive",
        u"terrian": u"terrain",
        u"terrians": u"terrains",
        u"contians": u"contains",
        u"contian": u"contain",
        u"austria": u"Austria",
        u"austrian": u"Austrian",
        u"austrians": u"Austrians",
        u"januar": u"January",
        u"februar": u"February",
        u"märz": u"March",
        u"juni": u"June",
        u"juli": u"July",
        u"dezember": u"December",
        u"resignment": u"resignation",
        u"exilir": u"elixir",
        u"vacilliation": u"vacillation",
        u"oscilation": u"oscillation",
        u"poitical": u"political",
        u"aditional": u"additional",
        u"inocculate": u"inoculate",
        u"inocculated": u"inoculated",
        u"inocculates": u"inoculates",
        u"inocculation": u"inoculation",
        u"preformances": u"performances",
        u"tenchique": u"technique",
        u"tenchiques": u"techniques",
        u"indonesia": u"Indonesia",
        u"indonesian": u"Indonesian",
        u"indonesians": u"Indonesians",
        u"Everytime": u"Everytime",
        #2006-May-06
        u"forcable": u"forceable",
        u"boxs": u"boxes",
        u"secterian": u"sectarian",
        u"distingushable": u"distinguishable",
        u"distingush": u"distinguish",
        u"distingushed": u"distinguished",
        u"distingushes": u"distinguishes",
        u"distingushing": u"distinguishing",
        u"intead": u"instead",
        u"adressing": u"addressing",
        u"adresses": u"addresses",
        u"possesive": u"possessive",
        u"closeer": u"closer",
        #2006-May-05
        u"honurable": u"honorable",
        u"suitible": u"suitable",
        u"theyll": u"they'll",
        u"unliked": u"disliked",
        u"rediciulous": u"ridiculous",
        #2006-May-03
        u"asians": u"Asians",
        u"wasent": u"wasn't",
        u"patienty": u"patiently",
        u"sergnt": u"sergeant",
        u"zanzibar": u"Zanzibar",
        u"arives": u"arrives",
        u"transmition": u"transmission",
        u"sombody": u"somebody",
        u"causeing": u"causing",
        u"myserious": u"mysterious",
        u"posestion": u"possession",
        u"perticularly": u"particularly",
        u"perticular": u"particular",
        u"exept": u"except",
        u"probubly": u"probably",
        u"abilitys": u"abilities",
        u"mistirous": u"mysterious",
        u"listin": u"listen",
        u"incorpirate": u"incorporate",
        u"happenned": u"happened",
        u"milatary": u"military",
        u"severly": u"severely",
        u"availablity": u"availability",
        u"interchangebly": u"interchangeably",
        u"returing": u"returning",
        u"componants": u"components",
        u"componant": u"component",
        u"comeradeship": u"comradeship",
        u"instrinsic": u"intrinsic",
        u"becausde": u"because",
        u"metaphore": u"metaphor",
        u"charitecr": u"character",
        u"charicter": u"character",
        u"hes": u"he's",
        u"shes": u"she's",
        u"theyre": u"they're",
        u"arrondissment": u"arrondissement",
        u"arrondissments": u"arrondissements",
        #2006-May-02
        u"weakneses": u"weaknesses",
        u"emeny": u"enemy",
        u"norsemen": u"Norsemen",
        u"norseman": u"Norseman",
        u"norse": u"Norse",
        u"opnion": u"opinion",
        u"nontheless": u"nonetheless",
        #2006-Apr-29
        u"turkish": u"Turkish",
        u"sistematic": u"systematic",
        u"analsys": u"analysis",
        u"origial": u"original",
        u"importat": u"important",
        u"recents": u"recent",
        u"widley": u"widely",
        u"jurnalist": u"journalist",
        u"indo": u"Indo",
        u"austro": u"Austro",
        u"elixer": u"elixir",
        u"perormed": u"performed",
        u"percieve": u"perceive",
        u"cyrstal": u"crystal",
        #2006-Apr-28
        u"opressor": u"oppressor",
        #2006-Apr-27
        u"reall": u"real",
        u"robers": u"robbers",
        u"traped": u"trapped",
        u"thives": u"thieves",
        u"enegry": u"energy",
        u"atempt": u"attempt",
        u"prosessing": u"processing",
        u"attmpted": u"attempted",
        u"investagate": u"investigate",
        u"depleat": u"deplete",
        u"recgarge": u"recharge",
        u"remaning": u"remaining",
        u"colect": u"collect",
        u"powerd": u"powered",
        u"guareded": u"guarded",
        u"arrieves": u"arrives",
        u"inviduals": u"individuals",
        u"invidual": u"individual",
        u"confering": u"conferring",
        u"firefighers": u"firefighters",
        u"firefigher": u"firefighter",
        u"postumously": u"posthumously",
        u"acutally": u"actually",
        u"succesor": u"successor",
        u"requensts": u"requests",
        u"moning": u"morning",
        u"insingia": u"insignia",
        u"forbiden": u"forbidden",
        u"promenant": u"prominent",
        u"promenent": u"prominent",
        u"properites": u"properties",
        u"spontaniously": u"spontaneously",
        u"fowards": u"forwards",
        #2006-Apr-26
        u"Afria": u"Africa",
        u"telivision": u"television",
        u"ministy": u"ministry",
        u"grammer": u"grammar",
        u"complimation": u"compilation",
        u"phenomona": u"phenomena",
        u"confernce": u"conference",
        u"movemement": u"movement",
        u"remanescant": u"reminiscent",
        u"assosiated": u"associated",
        u"chaisnsaw": u"chainsaw",
        u"occasionly": u"occasionally",
        u"reavealing": u"revealing",
        u"reaveal": u"reveal",
        u"reaveals": u"reveals",
        u"reavealed": u"revealed",
        u"disappered": u"disappeared",
        u"floweres": u"flowers",
        u"tradicions": u"traditions",
        u"emcompass": u"encompass",
        u"centures": u"centuries",
        u"maintanence": u"maintenance",
        u"steads": u"steeds",
        u"grinded": u"ground",
        u"damanging": u"damaging",
        u"damange": u"damage",
        u"disentegrate": u"disintegrate",
        u"disentegrated": u"disintegrated",
        u"disentegrates": u"disintegrates",
        u"disentegrating": u"disintegrating",
        u"preistesses": u"priestesses",
        u"preistess": u"priestess",
        u"pyschologist": u"psychologist",
        u"refferences": u"references",
        u"desguise": u"disguise",
        u"unexplicable": u"inexplicable",
        u"watied": u"waited",
        u"mechanial": u"mechanical",
        u"asorbing": u"absorbing",
        u"certanly": u"certainly",
        u"weilds": u"wields",
        u"kidnapps": u"kidnaps",
        u"aganist": u"against",
        u"rebulid": u"rebuild",
        u"veriety": u"variety",
        u"capibility": u"capability",
        u"gaven": u"given",
        u"abnormalites": u"abnormalities",
        u"everytime": u"every time",
        u"Chrismas": u"Christmas",
        u"anscestor": u"ancestor",
        u"anscestors": u"ancestors",
        u"attmepted": u"attempted",
        u"condmenation": u"condemnation",
        u"emphsized": u"emphasized",
        u"existnence": u"existence",
        u"devestate": u"devastate",
        u"exlied": u"exiled",
        u"immedialtely": u"immediately",
        u"coninent": u"continent",
        u"forcused": u"focused",
        u"Arfica": u"Africa",
        u"contorlled": u"controlled",
        u"archipeligo": u"archipelago",
        u"imporved": u"improved",
        u"answerble": u"answerable",
        u"converrted": u"converted",
        u"invlolved": u"involved",
        u"Englightenment": u"Enlightenment",
        u"andvanced": u"advanced",
        u"kingom": u"kingdom",
        u"taight": u"taught",
        u"grievences": u"grievances",
        u"assmebly": u"assembly",
        u"staus": u"status",
        u"follwing": u"following",
        u"sustinance": u"sustenance",
        u"sustinenece": u"sustenance",
        u"inustrialism": u"industrialism",
        u"proffesionals": u"professionals",
        u"firgurehead": u"figurehead",
        u"neraly": u"nearly",
        u"recongnize": u"recognize",
        u"enterpreneurs": u"entrepreneurs",
        u"settlment": u"settlement",
        u"dipossessed": u"dispossessed",
        u"centuery": u"century",
        u"capaign": u"campaign",
        u"rdical": u"radical",
        u"envrionment": u"environment",
        u"traditonal": u"traditional",
        u"beleifs": u"beliefs",
        u"enitre": u"entire",
        u"establsished": u"established",
        u"perhpaps": u"perhaps",
        u"establiished": u"established",
        u"incented": u"invented",
        u"inroduction": u"introduction",
        u"chrurch": u"church",
        u"industially": u"industrially",
        u"maintanied": u"maintained",
        u"resentement": u"resentment",
        u"Austrlia": u"Australia",
        u"assassiantion": u"assassination",
        u"anf": u"and",
        u"thw": u"the",
        u"agaisnt": u"against",
        u"reperations": u"reparations",
        u"distate": u"distaste",
        u"polical": u"political",
        u"borke": u"broke",
        u"relgious": u"religious",
        u"althogh": u"although",
        #2006-Apr-25
        u"charecter": u"character",
        u"Guinnes": u"Guinness",
        u"technogically": u"technologically",
        u"parodys": u"parodies",
        u"engagment": u"engagement",
        u"annouce": u"announce",
        u"magicial": u"magical",
        u"endorces": u"endorses",
        u"awakend": u"awakened",
        u"oaisis": u"oasis",
        u"vilage": u"village",
        u"antural": u"natural",
        u"sufffering": u"suffering",
        u"thoroghly": u"thoroughly",
        u"inate": u"innate",
        u"absolutley": u"absolutely",
        u"procceeds": u"proceeds",
        u"automaticaly": u"automatically",
        u"opressed": u"oppressed",
        u"convy": u"convoy",
        u"delerious": u"delirious",
        u"compartement": u"compartment",
        u"adivsor": u"advisor",
        u"apauling": u"appalling",
        u"appauling": u"appalling",
        u"appaulling": u"appalling",
        u"instact": u"intact",
        u"conatining": u"containing",
        u"harvasters": u"harvesters",
        u"declinining": u"declining",
        u"crediblity": u"credibility",
        u"consective": u"consecutive",
        u"ineffecitive": u"ineffective",
        u"marign": u"margin",
        u"assult": u"assault",
        u"initals": u"initials",
        u"shortend": u"shortened",
        u"interupts": u"interrupts",
        u"interupted": u"interrupted",
        u"associtated": u"associated",
        u"permiered": u"premiered",
        u"differnces": u"differences",
        u"underacheiving": u"underachieving",
        u"pinnancle": u"pinnacle",
        u"divsion": u"division",
        u"controverisal": u"controversial",
        u"infact": u"in fact",
        u"prescence": u"presence",
        u"cruedly": u"crudely",
        u"pysche": u"psyche",
        u"croat": u"Croat",
        u"croats": u"Croats",
        u"serb": u"Serb",
        u"serbs": u"Serbs",
        u"serbia": u"Serbia",
        u"serbian": u"Serbian",
        u"folow": u"follow",
        u"beacause": u"because",
        u"frightend": u"frightened",
        u"unstopable": u"unstoppable",
        u"pararel": u"parallel",
        u"allys": u"allies",
        u"somwhere": u"somewhere",
        u"bosnia": u"Bosnia",
        u"bosnian": u"Bosnian",
        u"bosnians": u"Bosnians",
        u"buyed": u"bought",
        u"huntig": u"hunting",
        u"bruning": u"burning",
        u"Bruning": u"Bruning", # Surname
        u"showin": u"showing",
        u"virtualy": u"virtually",
        u"taked": u"taken",
        u"teritorial": u"territorial",
        u"stoped": u"stopped",
        u"universitys": u"universities",
        u"excellet": u"excellent",
        u"charioter": u"charioteer",
        u"suppliment": u"supplement",
        u"supliment": u"supplement",
        u"personnal": u"personal",
        u"studiying": u"studying",
        u"attepted": u"attempted",
        u"sacrad": u"sacred",
        u"creater": u"creator",
        u"atleast": u"at least",
        u"whare": u"where",
        u"descripion": u"description",
        u"begenning": u"beginning",
        u"continet": u"continent",
        u"subcontinet": u"subcontinent",
        u"authered": u"authored",
        u"authers": u"authors",
        u"whome": u"who",
        u"desciple": u"disciple",
        u"desciples": u"disciples", 
        u"execpt": u"except",
        u"vehicale": u"vehicle",
        u"vehicales": u"vehicles",
        u"commiunity": u"community",
        u"settelite": u"satellite",
        #2006-Apr-24
        u"eary": u"early",
        #2006-Apr-23
        u"peercentage": u"percentage",
        u"officail": u"official",
        u"wales": u"Wales",
        u"welsh": u"Welsh",
        u"articale": u"article",
        u"extremly": u"extremely",
        u"prtagonist": u"protagonist",
        u"intruduce": u"introduce",
        u"intruduced": u"introduced",
        u"intruduces": u"introduces",
        u"intruducing": u"introducing",
        u"explantion": u"explanation",
        u"newgroup": u"newsgroup",
        u"gew": u"grew",
        u"subcription": u"subscription",
        u"subcriptions": u"subscriptions",
        u"valey": u"valley",
        u"centrailzing": u"centralizing",
        u"suspention": u"suspension",
        u"injetable": u"injectable",
        u"perscribe": u"prescribe",
        u"perscribing": u"prescribing",
        u"perscribed": u"prescribed",
        u"perscribes": u"prescribes",
        u"lefotover": u"leftover",
        u"lefotovers": u"leftovers",
        u"bacameral": u"bicameral",
        u"becuause": u"because",
        u"activitiy": u"activity",
        u"cammand": u"command",
        u"cammanded": u"commanded",
        u"cammanding": u"commanding",
        u"cammands": u"commands",
        #2006-Apr-22
        u"couldnt": u"couldn't",
        u"wouldnt": u"wouldn't",
        u"partity": u"parity",
        u"villiage": u"village",
        u"tiems": u"times",
        u"discernig": u"discerning",
        u"walsk": u"walks",
        u"pleasent": u"pleasant",
        u"strooll": u"stroll", 
        u"Forrest": u"Forrest", # Surname
        u"forrest": u"forest",
        u"promanade": u"promenade",
        u"promanades": u"promenades",
        u"pleanty": u"plenty",
        u"dnjoyed": u"enjoyed",
        u"apssed": u"passed",
        u"caltle": u"castle",
        u"ehich": u"which",
        #2006-Apr-09
        u"guarented": u"guaranteed",
        u"preist": u"priest",
        u"illegiamate": u"illegitimate",
        u"expertimental": u"experimental",
        u"intregal": u"integral",
        #2006-Apr-08
        u"independ": u"independent",
        u"obcscure": u"obscure",
        u"intrestingly": u"interestingly",
        u"emergancy": u"emergency",
        u"fourtenth": u"fourteenth",
        #2006-Apr-07
        u"disambiguiation": u"disambiguation",
        u"ingrediant": u"ingredient",
        u"incured": u"incurred",
        u"campaghn": u"campaign",
        u"hersuit": u"hirsute",
        u"hersute": u"hirsute",
        u"hirsuit": u"hirsute",
        u"televize": u"televise",
        u"compromize": u"compromise",
        u"comprimize": u"compromise",
        u"tecnique": u"technique",
        u"thorughout": u"throughout",
        u"mecry": u"mercy",
        u"tigth": u"tight",
        u"instanlty": u"instantly",
        u"onces": u"once",
        u"projectlies": u"projectiles",
        u"aviod": u"avoid",
        u"parcitipate": u"participate",
        u"vidio": u"video",
        u"simultanius": u"simultaneous",
        u"trasmission": u"transmission",
        u"telelvision": u"television",
        u"inanimite": u"inanimate",
        u"scathered": u"scattered",
        u"dipute": u"dispute",
        u"alternitive": u"alternative",
        u"morrors": u"mirrors",
        u"papre": u"paper",
        u"papres": u"papers",
        u"historan": u"historian",
        u"honoury": u"honorary",
        u"althouhg":  u"although",
        u"euphanism": u"euphemism",
        u"proteine": u"protein",
        u"cyrillic": u"Cyrillic",
        u"eucarist": u"Eucharist",
        u"eucaristic": u"Eucharistic",
        u"Volkswagon": u"Volkswagen",
        u"abreviation": u"abbreviation",
        u"honorofic": u"honorific",
        u"norman": u"Norman",
        u"attac": u"attack",
        u"veichle": u"vehicle",
        u"veichles": u"vehicles",
        u"econology": u"ecology",
        u"heavly": u"heavily",
        u"comercialize": u"commercialize",
        u"comercialise": u"commercialise",
        u"engineeer": u"engineer",
        u"engineeering" : u"engineering",
        u"degredation": u"degradation",
        u"nazi": u"Nazi",
        u"permananent": u"permanent",
        u"charcater": u"character",
        u"charcaters": u"characters",
        u"tatooist": u"tattooist",
        u"lebanese": u"Lebanese",
        u"homeage": u"homage",
        u"ecnomic": u"economic",
        u"compiller": u"compiler",
        u"mexican": u"Mexican",
        u"centurian": u"centurion",
        u"rsult": u"result",
        u"exeptionally": u"exceptionally",
        u"exeptional": u"exceptional",
        u"exeption": u"exception",
        u"additionall": u"additional",
        u"vengenceful": u"vengeful",
        u"uninterruptable": u"uninterruptible",
        u"developemnt": u"development",
        u"arteficial": u"artificial",
        u"bigget": u"biggest",
        u"oppurotunity": u"opportunity",
        u"entrys": u"entries",
        u"refrance": u"reference",
        u"referance": u"reference",
        u"hostal": u"hostel",
        u"euphamism": u"euphemism",
        u"reveiled": u"revealed",
        u"appearent": u"apparent",
        u"ecountered": u"encountered",
        u"labrotory": u"laboratory",
        u"happend": u"happened",
        u"emberassed": u"embarrassed",
        u"partener":" partner",
        u"colapse": u"collapse",
        u"strangth": u"strength",
        u"occaisionally": u"occasionally",
        u"lanscape": u"landscape",
        u"disapear": u"disappear",
        u"guiatr": u"guitar",
        u"guiatrs": u"guitars",
        u"cavet": u"caveat",
        u"humerous": u"humorous",
        u"plently": u"plenty",
        u"Godness": u"Goddess",
        u"fith": u"fifth",
        u"diologue": u"dialogue",
        u"seaons": u"seasons",
        u"possiblity": u"possibility",
        u"dilogue": u"dialogue",
        u"methaphor": u"metaphor",
        u"methaphors": u"metaphors",
        u"osscilation": u"oscillation",
        u"croatia": u"Croatia",
        u"croatian": u"Croatian",
        u"croatians": u"Croatians",
        u"Brough": u"Brough", # Surname
        u"brough": u"brought",
        u"ackward": u"awkward",
        u"refrence": u"reference",
        u"Egypian": u"Egyptian",
        u"inablility": u"inability",
        u"relutance": u"reluctance",
        u"fighing": u"fighting",
        u"rigourously": u"rigorously",
        u"availibility": u"availability",
        u"dillemma": u"dilemma",
        u"deafeat": u"defeat",
        u"resurected": u"resurrected",
        u"remarkebly": u"remarkably",
        u"descibed": u"described",
        u"coincedence": u"coincidence",
        u"abiliites": u"abilities",
        u"evloves": u"evolves",
        u"stratiges": u"strategies",
        u"oppenents": u"opponents",
        u"earier": u"earlier",
        u"wreckless": u"reckless",
        u"destory": u"destroy",
        u"destorying": u"destroying",
        u"destorys": u"destroys",
        u"sucessful": u"successful",
        u"chruch": u"church",
        u"incharge": u"in charge",
        u"offcials": u"officials",
        u"officals": u"officials",
        u"ancestory": u"ancestry",
        u"heriditary": u"hereditary",
        u"neice": u"niece",
        u"oringinally": u"originally",
        u"destoryed": u"destroyed",
        u"leason": u"lesson",
        u"finnally": u"finally",
        u"villians": u"villains",
        u"suply": u"supply",
        u"especifically": u"specifically",
        u"modifing": u"modifying",
        u"trycicle": u"tricycle",
        u"contigency": u"contingency",
        u"developes": u"develops",
        u"inifinite": u"infinite",
        u"duely": u"duly",
        u"expierience": u"experience",
        u"Marroco": u"Morocco",
        u"Marocco": u"Morocco",
        u"withdrawl": u"withdrawal",
        u"vaciliation": u"vacillation",
        u"labourious": u"laborious",
        u"arbouretum": u"arboretum",
        u"honourarium": u"honorarium",
        #u"honourary": u"honorary", #XXX I get grief over this so leave it out
        u"honourific": u"honorific",
        u"odouriferous": u"odoriferous",
        u"odourous": u"odorous",
        u"defencive": u"defensive",
        u"rancourous": u"rancorous",
        u"diffrence": u"difference",
        u"fiercly": u"fiercely",
        u"situaded": u"situated",
        u"responsability": u"responsibility",
        u"dinasty": u"dynasty",
        u"dinasties": u"dynasties",
        u"noone": u"no-one",
        u"interrested": u"interested",
        u"suported": u"supported",
        u"carreful": u"careful",
        u"coutries": u"countries",
        u"sould": u"should",
        u"referrence": u"reference",
        u"referrences": u"references",
        u"bureacracy": u"bureaucracy",
        u"writting": u"writing",
        u"egytian": u"Egyptian",
        u"acusation": u"accusation",
        u"acusations": u"accusations",
        u"rebelious": u"rebellious",
        u"alltough": u"although",
        u"allthough": u"although",
        u"Normady": u"Normandy",
        u"backround": u"background",
        u"backrounds": u"backgrounds",
        u"mistess": u"mistress",
        u"hagiograhy": u"hagiography",
        u"slowley": u"slowly",
        u"exceled": u"excelled",
        u"predecesors": u"predecessors",
        u"possibilites": u"possibilities",
        u"harrass": u"harass",
        u"harrassing": u"harassing",
        u"scolar": u"scholar",
        u"scolars": u"scholars",
        u"associattion": u"association",
        u"sucessors": u"successors",
        u"mantain": u"maintain",
        u"mantained": u"maintained",
        u"mantaining": u"maintaining",
        u"mantains": u"maintains",
        u"plebian": u"plebeian",
        u"plebians": u"plebeians",
        u"skillfull": u"skillful",
        u"inflamatory": u"inflammatory",
        u"unglorious": u"inglorious",
        u"carefull": u"careful",
        u"proclamed": u"proclaimed",
        u"proclams": u"proclaims",
        u"conviently": u"conveniently",
        u"convient": u"convenient",
        u"ceeded": u"ceded",
        u"ceeding": u"ceding",
        u"Ofen": u"Ofen", # Special case: city name
        u"judaism": u"Judaism",
        u"buddhism" : u"Buddhism",
        u"hinduism": u"Hinduism",
        u"sikhism": u"Sikhism",
        u"Firey": u"Firey", # Special case: an anime character
        u"Feild": u"Feild", # Special case: Surname
        u"Broady": u"Broady", # Special case: Surname
        u"benefical": u"beneficial",
        u"argueably": u"arguably",
        u"achived": u"achieved",
        u"theather": u"theater",
        u"useage": u"usage",
        u"zeebra": u"zebra",
        u"ouevre": u"oeuvre",
        u"forbiding": u"forbidding",
        u"belive": u"believe",
        u"belives": u"believes",        
        u"endulge": u"indulge",
        u"betwen": u"between",
        u"elaborete": u"elaborate",
        u"elaboretes": u"elaborates",
        u"questin": u"question",
        u"regardig": u"regarding",
        u"furthur": u"further",
        u"greco": u"Greco", # as in Greco-Roman
        u"realease": u"release",
        u"realeased": u"released",
        u"realeases": u"releases",
        u"realeasing": u"releasing",
        u"lcd": u"LCD",
        u"developmet": u"development",
        u"developmets": u"developments",
        u"indentity": u"identity",
        u"unbelieveable": u"unbelievable",
        u"widht": u"width",
        u"langauge": u"language",
        u"langauges": u"languages",
        u"dilemna": u"dilemma",
        u"stupour": u"stupor",
        u"excelent": u"excellent",
        u"excelently": u"excellently",
        u"excellant": u"excellent",
        u"excellantly": u"excellently",
        u"intentinal": u"intentional",
        u"intentinaly": u"intentionally",
        u"relitive": u"relative",
        u"relitively": u"relatively",
        u"hetrosexual": u"heterosexual",
        u"hetrosexuals": u"heterosexuals",
        u"succed": u"succeed",
        u"succeded": u"succeeded",
        u"succeding": u"succeeding",
        u"succeds": u"succeeds",
        u"wich": u"which",
        u"parrent": u"parent",
        u"parrents": u"parents",
        u"exteme": u"extreme",
        u"signficant": u"significant",
        u"signficantly": u"significantly",
        u"jetison": u"jettison",
        u"jetisoned": u"jettisoned",
        u"jetisoning": u"jettisoning",
        u"compuer": u"computer",
        u"nordic": u"Nordic",
        u"yiddish": u"Yiddish",
        u"apparantly": u"apparently",
        u"playright": u"playwright",
        u"albania": u"Albania",
        u"albanian": u"Albanian",
        u"albanians": u"Albanians",
        u"restauraunt": u"restaurant",
        u"enchancement": u"enhancement",
        u"protocal": u"protocol",
        u"protocals": u"protocols",
        u"Balck": u"Balck", # Special case: German surname
        u"hebrew": u"Hebrew",
        u"arab": u"Arab",
        u"arabs": u"Arabs",
        u"arabic": u"Arabic",
        u"asiatic": u"Asiatic",
        u"teusday": u"Tuesday",
        u"oxford": u"Oxford",
        u"westren": u"western",
        u"apropiatelly": u"appropriately",
        u"koreans": u"Koreans",
        u"ablotion": u"abolition",
        u"hispanic": u"Hispanic",
        u"hispanics": u"Hispanics",
        u"dissarray": u"disarray",
        u"meterological": u"meteorological",
        u"refridgeration": u"refrigeration",
        u"pheniox": u"phoenix",
        u"insurence": u"insurance",
        u"vincinity": u"vicinity",
        u"oppenent": u"opponent",
        u"brighton": u"Brighton",
        u"london": u"London",
        u"birmingham": u"Birmingham",
        u"cambridge": u"Cambridge",
        u"glasgow": u"Glasgow",
        u"edinburgh": u"Edinburgh",
        u"busines": u"business",
        u"governement": u"government",
        u"securites": u"securities",
        u"agricultureal": u"agricultural",
        u"ceo": u"CEO",
        u"invesment": u"investment",
        u"dominence": u"dominance",
        u"victum": u"victim",
        u"victums": u"victims",
        u"denmark": u"Denmark",
        u"danish": u"Danish",
        u"norway": u"Norway",
        u"norwegian": u"Norwegian",
        u"norwegians": u"Norwegians",
        u"iceland": u"Iceland",
        u"icelandic": u"Icelandic",
        u"finland": u"Finland",
        u"finnish": u"Finnish",
        u"prevailant": u"prevalent",
        u"humn": u"human",
        u"peru": u"Peru",
        u"peruvian": u"Peruvian",
        u"peruvians": u"Peruvians",
        #u"descendent": u"descendant",
        #u"descendents": u"descendants",
        u"lazer": u"laser",
        u"latin": u"Latin",
        u"mondays": u"Mondays",
        u"tuesdays": u"Tuesdays",
        u"wednesdays": u"Wednesdays",
        u"thursdays": u"Thursdays",
        u"fridays": u"Fridays",
        u"saturdays": u"Saturdays",
        u"sundays": u"Sundays",
        u"indoneisa": u"Indonesia",
        u"indoneisan": u"Indonesian",
        u"indoneisans": u"Indonesians",
        u"peotic": u"poetic",
        u"fundimental": u"fundamental",
        u"humidy": u"humidity",
        u"shcolars": u"scholars",
        u"shcolar": u"scholar",
        u"spititual": u"spiritual",
        #"fulfill": u"fulfil", # No! US vs British English
        u"stricty": u"strictly",
        u"intermedite": u"intermediate",
        u"particlar": u"particular",
        u"montly": u"monthly",
        u"relegion": u"religion",
        u"relegions": u"religions",
        u"cicle": u"cycle",
        u"lutenant": u"lieutenant",
        u"lutentant": u"lieutenant",
        u"bulgaria": u"Bulgaria",
        u"bulgarian": u"Bulgarian",
        u"bulgarians": u"Bulgarians",
        u"studys": u"studies",
        u"protestant": u"Protestant",
        u"protestants": u"Protestants",
        u"appearant": u"apparent",
        u"throughtout": u"throughout",
        u"fliming": u"filming",
        u"freinds": u"friends",
        u"orginal": u"original",
        u"optimestic": u"optimistic",
        u"eachother": u"each other",
        u"atrifical": u"artificial",
        u"spain": u"Spain",
        u"spanish": u"Spanish",
        u"india": u"India",
        u"indian": u"Indian",
        u"indians": u"Indians",
        u"egypt": u"Egypt",
        u"egyptian": u"Egyptian",
        u"egyptians": u"Egyptians",
        u"greece": u"Greece",
        u"greek": u"Greek",
        u"greeks": u"Greeks",
        u"Ina": u"Ina", # A first name
        u"ampltude": u"amplitude",
        u"irralavent": u"irrelevant",
        u"shareing": u"sharing",
        u"inication": u"indication",
        u"britan": u"Britain",
        u"stroy": u"story",
        u"Grammer": u"Grammer", # Special case: surname (Frasier!)
        u"europe": u"Europe",
        u"european": u"European",
        u"europeans": u"Europeans",
        u"algeria": u"Algeria",
        u"algerian": u"Algerian",
        u"algerians": u"Algerians",
        u"diarys": u"diaries",
        u"reiligious": u"religious",
        u"Bais": u"Bais", # Special case: surname
        u"Noth": u"Noth", # Special case: surname
        u"Harras": u"Harras", # Special case: surname
        u"canada": u"Canada",
        u"canadian": u"Canadian",
        u"canadians": u"Canadians",
        u"dutch": u"Dutch",
        u"theorys": u"theories",
        u"befor": u"before",
        u"islam": u"Islam",
        u"islamic": u"Islamic",
        u"Greif": u"Greif", # Special case: surname
        u"Frist": u"Frist", # Special case: surname
        u"Wass": u"Wass", # Special case: surname
        u"morocco": u"Morocco",
        u"moroccan": u"Moroccan",
        u"moroccans": u"Moroccans",
        u"jew": u"Jew",
        u"jews": u"Jews",
        u"jewish": u"Jewish",
        u"Southhampton": u"Southampton",
        u"germans": u"Germans",
        u"italy": u"Italy",
        u"italian": u"Italian",
        u"italians": u"Italians",
        u"ealry": u"early",
        u"udner": u"under",
        u"exquisitly": u"exquisitely",
        u"scollarship": u"scholarship",
        u"scollar": u"scholar",
        u"sweden": u"Sweden",
        u"swedish": u"Swedish",
        u"africa": u"Africa",
        u"african": u"African",
        u"africans": u"Africans",
        u"univirsity": u"university",
        u"tabacco": u"tobacco",
        u"russia": u"Russia",
        u"russian": u"Russian",
        u"rome": u"Rome",
        u"chinese": u"Chinese",
        u"british": u"British",
        u"britain": u"Britain",
        u"feild": u"field",
        u"america": u"America",
        u"american": u"American",
        u"americans": u"Americans",
        u"spetacular": u"spectacular",
        #u"catholic": u"Catholic",
        #u"catholics": u"Catholics",
        u"christian": u"Christian",
        u"christians": u"Christians",
        u"muslim": u"Muslim",
        u"muslims": u"Muslims",
        u"france": u"France",
        u"rehersals": u"rehearsals",
        u"reherse": u"rehearse",
        u"rehersed": u"rehearsed",
        u"reherses": u"rehearses",
        u"preformence": u"performance",
        u"preformences": u"performances",
        u"consitent": u"consistent",
        u"consitently": u"consistently",
        u"juniour": u"junior",
        u"festivle": u"festival",
        u"portugal": u"Portugal",
        u"portuguese": u"Portuguese",
        u"brazil": u"Brazil",
        u"brazilian": u"Brazilian",
        u"soild": u"soils",
        u"australia": u"Australia",
        u"australian": u"Australian",
        u"irish": u"Irish",
        u"ireland": u"Ireland",
        u"england": u"England",
        u"english": u"English",
        u"gemini": u"Gemini",
        u"virgo": u"Virgo",
        u"libra": u"Libra",
        u"scorpio": u"Scorpio",
        u"sagittarius": u"Sagittarius",
        u"capricorn": u"Capricorn",
        u"capricornus": u"Capricornus",
        u"aquarius": u"Aquarius",
        u"pisces": u"Pisces",
        u"roms": u"ROMs",
        u"cds": u"CDs",
        u"lp": u"LP",
        u"lps": u"LPs",
        u"dvd": u"DVD",
        u"dvds": u"DVDs",
        u"pc": u"PC",
        u"pcs": u"PCs",
        u"tvs": u"TVs",
        u"dissapoint": u"disappoint",
        u"dissapoints": u"disappoints",
        u"dissapointed": u"disappointed",
        u"dissapointing": u"disappointing",
        u"dissapointment": u"disappointment",
        #Mine
        u"figther": u"fighter",
        u"figthers": u"fighters",
        u"fligth": u"flight",
        u"nigth": u"night",
        u"tecnical": u"technical",
        u"japanese": u"Japanese",
        u"japan": u"Japan",
        u"rigth": u"right",
        u"rigths": u"rights",
        u"january": u"January",
        u"february": u"February",
        u"april": u"April",
        u"june": u"June",
        u"july": u"July",
        u"august": u"August",
        u"september": u"September",
        u"october": u"October",
        u"november": u"November",
        u"december": u"December",
        u"monday": u"Monday",
        u"tuesday": u"Tuesday",
        u"wednesday": u"Wednesday",
        u"thursday": u"Thursday",
        u"friday": u"Friday",
        u"saturday": u"Saturday",
        u"sunday": u"Sunday",
        u"abilties": u"abilities",
        u"austrailia": u"Australia",
        u"authorites": u"authorities",
        u"cananda": u"Canada",
        u"canda": u"Canada",
        u"candian": u"Canadian",
        #u"catedral": u"cathedral",
        u"caucassian": u"Caucasian",
        u"commmander": u"commander",
        u"consistancy": u"consistency",
        u"conversly": u"conversely",
        u"eurpoe": u"Europe",
        u"extrernal": u"external",
        u"febuary": u"February",
        u"flordia": u"Florida",
        u"fubruary": u"February",
        u"guiness": u"Guinness",
        u"isreal": u"Israel",
        u"louisana": u"Louisiana",
        u"maffia": u"Mafia",
        u"medievial": u"medieval",
        u"metropolitian": u"metropolitan",
        u"norweigan": u"Norwegian",
        u"norweigans": u"Norwegians",
        u"oktober": u"October",
        u"orginally": u"originally",
        u"Philidelphia": u"Philadelphia",
        u"pretains": u"pertains",
        u"refrences": u"references",
        u"Scandanavian": u"Scandinavian",
        u"schizphrenia": u"schizophrenia",
        u"abritrary": u"arbitrary",
        u"abundunt": u"abundant",
        u"acadmic": u"academic",
        u"accelleration": u"acceleration",
        u"accidentaly": u"accidentally",
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        u"anihilation": u"annihilation",
        u"annoint": u"anoint",
        u"annointed": u"anointed",
        u"annointing": u"anointing",
        u"annoints": u"anoints",
        u"annuled": u"annulled",
        u"anomolies": u"anomalies",
        u"anomolous": u"anomalous",
        u"anomoly": u"anomaly",
        u"anonimity": u"anonymity",
        u"anounced": u"announced",
        u"ansalisation": u"nasalisation",
        u"ansalization": u"nasalization",
        u"anthromorphization": u"anthropomorphization",
        u"anyhwere": u"anywhere",
        u"anytying": u"anything",
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        u"appartment": u"apartment",
        u"appartments": u"apartments",
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        u"Appenines": u"Apennines",
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        u"archetecture": u"architecture",
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        u"archtypes": u"archetypes",
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        u"assasinates": u"assassinates",
        u"assasination": u"assassination",
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        u"assasins": u"assassins",
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        u"assitant": u"assistant",
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        u"assymetric": u"asymmetric",
        u"asteriod": u"asteroid",
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        u"asthetical": u"aesthetic",
        u"asthetically": u"aesthetically",
        u"atheistical": u"atheistic",
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        u"autoctonous": u"autochthonous",
        u"auxillaries": u"auxiliaries",
        u"auxillary": u"auxiliary",
        u"auxilliaries": u"auxiliaries",
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        u"availiable": u"available",
        u"availible": u"available",
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        u"avaliable": u"available",
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        u"avation": u"aviation",
        u"averageed": u"averaged",
        u"awya": u"away",
        u"bakc": u"back",
        u"bandwith": u"bandwidth",
        u"bankrupcy": u"bankruptcy",
        u"basicly": u"basically",
        u"basicaly": u"basically",
        u"bcak": u"back",
        u"beacuse": u"because",
        u"beastiality": u"bestiality",
        u"beatiful": u"beautiful",
        u"beaurocracy": u"bureaucracy",
        u"beautyfull": u"beautiful",
        u"becasue": u"because",
        u"becamae": u"became",
        u"becomming": u"becoming",
        u"becouse": u"because",
        u"becuase": u"because",
        u"befoer": u"before",
        u"begginer": u"beginner",
        u"begginers": u"beginners",
        u"beggining": u"beginning",
        u"begginings": u"beginnings",
        u"begining": u"beginning",
        u"beginnig": u"beginning",
        u"beleagured": u"beleaguered",
        u"beleif": u"belief",
        u"beleive": u"believe",
        u"beleived": u"believed",
        u"beleives": u"believes",
        u"beleiving": u"believing",
        u"beneficary": u"beneficiary",
        u"benificial": u"beneficial",
        u"benifit": u"benefit",
        u"benifits": u"benefits",
        u"bergamont": u"bergamot",
        u"Bernouilli": u"Bernoulli",
        u"beseige": u"besiege",
        u"beseiged": u"besieged",
        u"beseiging": u"besieging",
        u"bilateraly": u"bilaterally",
        u"blaim": u"blame",
        u"blaimed": u"blamed",
        u"Blitzkreig": u"Blitzkrieg",
        u"bondary": u"boundary",
        u"boundry": u"boundary",
        u"bouyancy": u"buoyancy",
        u"bouyant": u"buoyant",
        u"boyant": u"buoyant",
        u"Brasillian": u"Brazilian",
        u"breakthough": u"breakthrough",
        u"briliant": u"brilliant",
        u"Britian": u"Britain",
        u"Brittish": u"British",
        u"broady": u"broadly",
        u"buisness": u"business",
        u"busness": u"business",
        u"caligraphy": u"calligraphy",
        u"caluclate": u"calculate",
        u"caluclated": u"calculated",
        u"caluculate": u"calculate",
        u"caluculated": u"calculated",
        u"calulate": u"calculate",
        u"calulated": u"calculated",
        u"Cambrige": u"Cambridge",
        u"campain": u"campaign",
        u"campains": u"campaigns",
        u"candadate": u"candidate",
        u"cannister": u"canister",
        u"cannisters": u"canisters",
        u"cannonical": u"canonical",
        u"cannotation": u"connotation",
        u"cannotations": u"connotations",
        u"caost": u"coast",
        u"caperbility": u"capability",
        u"captial": u"capital",
        u"carachter": u"character",
        u"careing": u"caring",
        u"carismatic": u"charismatic",
        u"Carmalite": u"Carmelite",
        u"carniverous": u"carnivorous",
        u"Carribbean": u"Caribbean",
        u"Carribean": u"Caribbean",
        u"Carthagian": u"Carthaginian",
        u"carthographer": u"cartographer",
        u"cartilege": u"cartilage",
        u"cartilidge": u"cartilage",
        u"cartrige": u"cartridge",
        u"casion": u"caisson",
        u"cassawory": u"cassowary",
        u"cassowarry": u"cassowary",
        u"casulaties": u"casualties",
        u"casulaty": u"casualty",
        u"catagories": u"categories",
        u"catagory": u"category",
        u"cathlic": u"catholic",
        u"catterpilar": u"caterpillar",
        u"catterpilars": u"caterpillars",
        u"Ceasar": u"Caesar",
        u"Celcius": u"Celsius",
        u"cementary": u"cemetery",
        u"cemetarey": u"cemetery",
        u"cemetaries": u"cemeteries",
        u"cencus": u"census",
        u"centruies": u"centuries",
        u"centruy": u"century",
        u"cerimonial": u"ceremonial",
        u"cerimonies": u"ceremonies",
        u"cerimonious": u"ceremonious",
        u"cerimony": u"ceremony",
        u"certainity": u"certainty",
        u"Champange": u"Champagne",
        u"changable": u"changeable",
        u"charachter": u"character",
        u"charachters": u"characters",
        u"charaterized": u"characterized",
        u"charistics": u"characteristics",
        u"chariman": u"chairman",
        u"cheif": u"chief",
        u"chemcial": u"chemical",
        u"chemcially": u"chemically",
        u"chemestry": u"chemistry",
        u"chemicaly": u"chemically",
        u"childbird": u"childbirth",
        u"choosen": u"chosen",
        u"Cincinatti": u"Cincinnati",
        u"Cincinnatti": u"Cincinnati",
        u"ciricuit": u"circuit",
        u"civillian": u"civilian",
        u"claer": u"clear",
        u"claerer": u"clearer",
        u"claerly": u"clearly",
        u"clasic": u"classic",
        u"clasical": u"classical",
        u"clasically": u"classically",
        u"cleareance": u"clearance",
        u"clincial": u"clinical",
        u"clinicaly": u"clinically",
        u"coform": u"conform",
        u"colateral": u"collateral",
        u"collegue": u"colleague",
        u"collegues": u"colleagues",
        u"collonade": u"colonnade",
        u"collonies": u"colonies",
        u"collony": u"colony",
        u"collosal": u"colossal",
        u"comisioned": u"commissioned",
        u"comisioner": u"commissioner",
        u"comisioning": u"commissioning",
        u"comisions": u"commissions",
        u"comission": u"commission",
        u"comissioned": u"commissioned",
        u"comissioner": u"commissioner",
        u"comissioning": u"commissioning",
        u"comissions": u"commissions",
        u"comited": u"committed",
        u"comiting": u"committing",
        u"comittee": u"committee",
        u"comitted": u"committed",
        u"comitting": u"committing",
        u"commemerative": u"commemorative",
        u"commerical": u"commercial",
        u"commerically": u"commercially",
        u"commericial": u"commercial",
        u"commericially": u"commercially",
        u"commisioned": u"commissioned",
        u"commisioner": u"commissioner",
        u"commisioning": u"commissioning",
        u"commisions": u"commissions",
        u"commited": u"committed",
        u"committment": u"commitment",
        u"comming": u"coming",
        u"committe": u"committee",
        u"commitee": u"committee",
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        u"commongly": u"commonly",
        u"communciation": u"communication",
        u"comparision": u"comparison",
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        u"comparitively": u"comparatively",
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        u"compatabilities": u"compatibilities",
        u"compatablity": u"compatibility",
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        u"compatiblity": u"compatibility",
        u"compatiblities": u"compatibilities",
        u"competance": u"competence",
        u"competant": u"competent",
        u"competive": u"competitive",
        u"comphrehensive": u"comprehensive",
        u"compitent": u"competent",
        u"complier": u"compiler",
        u"comprimise": u"compromise",
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        u"concider": u"consider",
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        u"concious": u"conscious",
        u"conciously": u"consciously",
        u"conciousness": u"consciousness",
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        u"condidtion": u"condition",
        u"condidtions": u"conditions",
        u"confidental": u"confidential",
        u"confidentally": u"confidentially",
        u"congradulations": u"congratulations",
        u"congresional": u"congressional",
        u"conived": u"connived",
        u"conjecutre": u"conjecture",
        u"Conneticut": u"Connecticut",
        u"conquerer": u"conqueror",
        u"conquerers": u"conquerors",
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        u"consdider": u"consider",
        u"consdidered": u"considered",
        u"consentrate": u"concentrate",
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        u"consentrates": u"concentrates",
        u"consept": u"concept",
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        u"conserned": u"concerned",
        u"conserning": u"concerning",
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        u"considerd": u"considered",
        u"consistant": u"consistent",
        u"consituencies": u"constituencies",
        u"consituency": u"constituency",
        u"consitutional": u"constitutional",
        u"consitution": u"constitution",
        u"consolodate": u"consolidate",
        u"consolodated": u"consolidated",
        u"consonent": u"consonant",
        u"consonents": u"consonants",
        u"consorcium": u"consortium",
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        u"constanly": u"constantly",
        u"constatn": u"constant",
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        u"constituants": u"constituents",
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        u"constituional": u"constitutional",
        u"constuction": u"construction",
        u"consumate": u"consummate",
        u"consumated": u"consummated",
        u"contaiminate": u"contaminate",
        u"containes": u"contains",
        u"contamporaries": u"contemporaries",
        u"contamporary": u"contemporary",
        u"continous": u"continuous",
        u"continously": u"continuously",
        u"continueing": u"continuing",
        u"contravercial": u"controversial",
        u"contraversy": u"controversy",
        u"contributer": u"contributor",
        u"contributers": u"contributors",
        u"controled": u"controlled",
        u"controling": u"controlling",
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        u"controlls": u"controls",
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        u"controvercy": u"controversy",
        u"controveries": u"controversies",
        u"controvery": u"controversy",
        u"conveinent": u"convenient",
        u"convenant": u"covenant",
        u"convential": u"conventional",
        u"convertion": u"conversion",
        u"convertor": u"converter",
        u"convertors": u"converters",
        u"convienient": u"convenient",
        u"coordiantion": u"coordination",
        u"corosion": u"corrosion",
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        u"correponding": u"corresponding",
        u"correposding": u"corresponding",
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        u"corrispond": u"correspond",
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        u"corrisponding": u"corresponding",
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        u"corrisponds": u"corresponds",
        u"costitution": u"constitution",
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        u"creaeted": u"created",
        u"critereon": u"criterion",
        u"criticists": u"critics",
        u"critisism": u"criticism",
        u"critisisms": u"criticisms",
        u"crucifiction": u"crucifixion",
        u"crusies": u"cruises",
        u"culiminating": u"culminating",
        u"cumulatative": u"cumulative",
        u"curch": u"church",
        u"currenly": u"currently",
        u"cxan": u"cyan",
        u"dalmation": u"Dalmatian",
        u"damenor": u"demeanor",
        u"Dardenelles": u"Dardanelles",
        u"debateable": u"debatable",
        u"decendant": u"descendant",
        u"decendants": u"descendants",
        u"decendent": u"descendant",
        u"decendents": u"descendants",
        u"decideable": u"decidable",
        u"decidely": u"decidedly",
        u"decieved": u"deceived",
        u"decomposit": u"decompose",
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        u"definately": u"definitely",
        u"definatly": u"definitely",
        u"definetly": u"definitely",
        u"definit": u"definite",
        u"definitly": u"definitely",
        u"demenor": u"demeanor",
        u"demographical": u"demographic",
        u"denegrating": u"denigrating",
        u"deriviated": u"derived",
        u"derogitory": u"derogatory",
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        u"descuss": u"discuss",
        u"descision": u"decision",
        u"descisions": u"decisions",
        u"deside": u"decide",
        u"desintegrated": u"disintegrated",
        u"desintegration": u"disintegration",
        u"desireable": u"desirable",
        u"despiration": u"desperation",
        u"dessicated": u"desiccated",
        u"dessigned": u"designed",
        u"detailled": u"detailed",
        u"detatched": u"detached",
        u"detremental": u"detrimental",
        u"determinining": u"determining",
        u"develope": u"develop",
        u"devolopement": u"development",
        u"developped": u"developed",
        u"devide": u"divide",
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        u"diaster": u"disaster",
        u"dicover": u"discover",
        u"dicovered": u"discovered",
        u"dicovers": u"discovers",
        u"dicovering": u"discovering",
        u"dicovery": u"discovery",
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        u"dieties": u"deities",
        u"diety": u"deity",
        u"diferent": u"different",
        u"diferrent": u"different",
        u"diffrent": u"different",
        u"dificulties": u"difficulties",
        u"dificulty": u"difficulty",
        u"dimenions": u"dimensions",
        u"dimention": u"dimension",
        u"dimentional": u"dimensional",
        u"dimentions": u"dimensions",
        u"diphtong": u"diphthong",
        u"diphtongs": u"diphthongs",
        u"dipthong": u"diphthong",
        u"dipthongs": u"diphthongs",
        u"dirived": u"derived",
        u"disaproval": u"disapproval",
        u"disasterous": u"disastrous",
        u"disatisfaction": u"dissatisfaction",
        u"disatisfied": u"dissatisfied",
        u"discontentment": u"discontent",
        u"discribe": u"describe",
        u"discribed": u"described",
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        u"discribing": u"describing",
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        u"disemination": u"dissemination",
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        u"disolved": u"dissolved",
        u"disobediance": u"disobedience",
        u"disobediant": u"disobedient",
        u"dispair": u"despair",
        u"disparingly": u"disparagingly",
        u"dispence": u"dispense",
        u"dispenced": u"dispensed",
        u"dispencing": u"dispensing",
        u"dispicable": u"despicable",
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        u"dissagreement": u"disagreement",
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        u"dissapeared": u"disappeared",
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        u"dissappear": u"disappear",
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        u"distingish": u"distinguish",
        u"distingished": u"distinguished",
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        u"electricly": u"electrically",
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        u"eles": u"else",
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        u"emmigrated": u"emigrated",
        u"emminently": u"eminently",
        u"emmision": u"emission",
        u"emmisarries": u"emissaries",
        u"emmisarry": u"emissary",
        u"emmisaries": u"emissaries",
        u"emmisary": u"emissary",
        u"emmited": u"emitted",
        u"emmiting": u"emitting",
        u"emmitted": u"emitted",
        u"emmitting": u"emitting",
        u"emnity": u"enmity",
        u"emperical": u"empirical",
        u"emphysyma": u"emphysema",
        u"encryptiion": u"encryption",
        u"endevour": u"endeavour",
        u"endolithes": u"endoliths",
        u"engeneer": u"engineer",
        u"engeneering": u"engineering",
        u"engieneer": u"engineer",
        u"engieneers": u"engineers",
        u"enlargment": u"enlargement",
        u"enlargments": u"enlargements",
        u"enourmous": u"enormous",
        u"enourmously": u"enormously",
        u"entrepeneur": u"entrepreneur",
        u"entrepeneurs": u"entrepreneurs",
        u"enviorment": u"environment",
        u"enviormental": u"environmental",
        u"enviormentally": u"environmentally",
        u"enviorments": u"environments",
        u"enviornment": u"environment",
        u"enviornmental": u"environmental",
        u"enviornmentalist": u"environmentalist",
        u"enviornmentally": u"environmentally",
        u"enviornments": u"environments",
        u"enviroment": u"environment",
        u"enviromental": u"environmental",
        u"enviromentalist": u"environmentalist",
        u"enviromentally": u"environmentally",
        u"enviroments": u"environments",
        u"enxt": u"next",
        u"equilibium": u"equilibrium",
        u"equilibrum": u"equilibrium",
        u"equiped": u"equipped",
        u"equippment": u"equipment",
        u"equitorial": u"equatorial",
        u"equivelant": u"equivalent",
        u"equivelent": u"equivalent",
        u"equivilant": u"equivalent",
        u"equivilent": u"equivalent",
        u"eratic": u"erratic",
        u"eraticly": u"erratically",
        u"esle": u"else",
        u"esential": u"essential",
        u"essencial": u"essential",
        u"essense": u"essence",
        u"essesital": u"essential",
        u"essentual": u"essential",
        u"Europian": u"European",
        u"Europians": u"Europeans",
        u"Eurpean": u"European",
        u"Eurpoean": u"European",
        u"eveyr": u"every",
        u"evidentally": u"evidently",
        u"exagerate": u"exaggerate",
        u"exagerated": u"exaggerated",
        u"exagerates": u"exaggerates",
        u"exagerating": u"exaggerating",
        u"exagerrate": u"exaggerate",
        u"exagerrated": u"exaggerated",
        u"exagerrates": u"exaggerates",
        u"exagerrating": u"exaggerating",
        u"exampt": u"exempt",
        u"excecute": u"execute",
        u"excecuted": u"executed",
        u"excecutes": u"executes",
        u"excecuting": u"executing",
        u"excecution": u"execution",
        u"excedded": u"exceeded",
        u"excell": u"excel",
        u"excells": u"excels",
        u"exelent": u"excellent",
        u"exerbate": u"exacerbate",
        u"exerbated": u"exacerbated",
        u"exerpt": u"excerpt",
        u"exerpts": u"excerpts",
        u"exerternal": u"external",
        u"exhalted": u"exalted",
        u"exibition": u"exhibition",
        u"exibitions": u"exhibitions",
        u"existance": u"existence",
        u"exmaple": u"example",
        u"exoskelaton": u"exoskeleton",
        u"expalin": u"explain",
        u"expell": u"expel",
        u"expells": u"expels",
        u"exploititive": u"exploitative",
        u"extered": u"exerted",
        u"extraterrestial": u"extraterrestrial",
        u"extraterrestials": u"extraterrestrials",
        u"extravagent": u"extravagant",
        u"extremeophile": u"extremophile",
        u"extrordinarily": u"extraordinarily",
        u"extrordinary": u"extraordinary",
        u"eyar": u"year",
        u"eyasr": u"years",
        u"faciliate": u"facilitate",
        u"faciliated": u"facilitated",
        u"facinated": u"fascinated",
        u"fanatism": u"fanaticism",
        u"Farenheit": u"Fahrenheit",
        u"faught": u"fought",
        u"Febuary": u"February",
        u"feromone": u"pheromone",
        u"fianlly": u"finally",
        u"ficticious": u"fictitious",
        u"fictious": u"fictitious",
        u"fidn": u"find",
        u"filiament": u"filament",
        u"finaly": u"finally",
        u"financialy": u"financially",
        u"firends": u"friends",
        u"Flemmish": u"Flemish",
        u"florescent": u"fluorescent",
        u"fluorish": u"flourish",
        u"fonetic": u"phonetic",
        u"forfiet": u"forfeit",
        u"forhead": u"forehead",
        u"foriegn": u"foreign",
        u"Formalhaut": u"Fomalhaut",
        u"formallize": u"formalize",
        u"formallized": u"formalized",
        u"formost": u"foremost",
        u"forseeable": u"foreseeable",
        u"forunner": u"forerunner",
        u"foudn": u"found",
        u"fougth": u"fought",
        u"foundaries": u"foundries",
        u"foundary": u"foundry",
        u"fourty": u"forty",
        u"Fransiscan": u"Franciscan",
        u"Fransiscans": u"Franciscans",
        u"freind": u"friend",
        u"fundametal": u"fundamental",
        u"fundametals": u"fundamentals",
        u"furuther": u"further",
        u"funguses": u"fungi",
        u"futher": u"further",
        u"futhermore": u"furthermore",
        u"galatic": u"galactic",
        u"garantee": u"guarantee",
        u"garanteed": u"guaranteed",
        u"garantees": u"guarantees",
        u"gauarana": u"guarana",
        u"gaurantee": u"guarantee",
        u"gauranteed": u"guaranteed",
        u"gaurantees": u"guarantees",
        u"gaurentee": u"guarantee",
        u"gaurenteed": u"guaranteed",
        u"gaurentees": u"guarantees",
        u"geneologies": u"genealogies",
        u"geneology": u"genealogy",
        u"generaly": u"generally",
        u"genialia": u"genitalia",
        u"geometrician": u"geometer",
        u"geometricians": u"geometers",
        u"gerat": u"great",
        u"Ghandi": u"Gandhi",
        u"godess": u"goddess",
        u"godesses": u"goddesses",
        u"goign": u"going",
        u"gonig": u"going",
        u"gouvener": u"governor",
        u"governer": u"governor",
        u"goverment": u"government",
        u"govermental": u"governmental",
        u"govorment": u"government",
        u"govormental": u"governmental",
        u"graet": u"great",
        u"grafitti": u"graffiti",
        u"grammaticaly": u"grammatically",
        u"gramatically": u"grammatically",
        u"gratuitious": u"gratuitous",
        u"greatful": u"grateful",
        u"greatfully": u"gratefully",
        u"greif": u"grief",
        u"gropu": u"group",
        u"groupsex": u"group sex",
        u"grwo": u"grow",
        u"guage": u"gauge",
        u"guarentee": u"guarantee",
        u"guarenteed": u"guaranteed",
        u"guarentees": u"guarantees",
        u"Guatamala": u"Guatemala",
        u"Guatamalan": u"Guatemalan",
        u"guidence": u"guidance",
        u"Guiness": u"Guinness",
        u"Guiseppe": u"Giuseppe",
        u"gunanine": u"guanine",
        u"gurantee": u"guarantee",
        u"guranteed": u"guaranteed",
        u"gurantees": u"guarantees",
        u"guttaral": u"guttural",
        u"gutteral": u"guttural",
        u"Habsbourg": u"Habsburg",
        u"hapen": u"happen",
        u"hapened": u"happened",
        u"happended": u"happened",
        u"hapening": u"happening",
        u"harased": u"harassed",
        u"harases": u"harasses",
        u"harasment": u"harassment",
        u"harasments": u"harassments",
        u"harras": u"harass",
        u"harrasing": u"harassing",
        u"harrased": u"harassed",
        u"harrases": u"harasses",
        u"harrasment": u"harassment",
        u"harrasments": u"harassments",
        u"harrassed": u"harassed",
        u"harrasses": u"harasses",
        u"harrassment": u"harassment",
        u"harrassments": u"harassments",
        u"hasnt": u"hasn't",
        u"headquater": u"headquarter",
        u"headquatered": u"headquartered",
        u"headquaters": u"headquarters",
        u"heared": u"heard",
        u"heigher": u"higher",
        u"heirarchy": u"hierarchy",
        u"heiroglyphics": u"hieroglyphics",
        u"hemmorhage": u"hemorrhage",
        u"heroe": u"hero",
        u"hieght": u"height",
        u"hierachical": u"hierarchical",
        u"hierachies": u"hierarchies",
        u"hierachy": u"hierarchy",
        u"hierarcical": u"hierarchical",
        u"hierarcy": u"hierarchy",
        u"hieroglph": u"hieroglyph",
        u"hieroglphs": u"hieroglyphs",
        u"higer": u"higher",
        u"higest": u"highest",
        u"hinderence": u"hindrance",
        u"hindrence": u"hindrance",
        u"helpfull": u"helpful",
        u"hipopotamus": u"hippopotamus",
        u"hismelf": u"himself",
        u"histocompatability": u"histocompatibility",
        u"homogeneize": u"homogenize",
        u"homogeneized": u"homogenized",
        u"honory": u"honorary",
        u"horrifing": u"horrifying",
        u"howver": u"however",
        u"htey": u"they",
        u"hting": u"thing",
        u"htikn": u"think",
        u"htink": u"think",
        u"htis": u"this",
        u"humoural": u"humoral",
        u"hvae": u"have",
        u"hvaing": u"having",
        u"hwihc": u"which",
        u"hwile": u"while",
        u"hwole": u"whole",
        u"hydropile": u"hydrophile",
        u"hydropilic": u"hydrophilic",
        u"hydropobe": u"hydrophobe",
        u"hydropobic": u"hydrophobic",
        u"hygeine": u"hygiene",
        u"hypocracy": u"hypocrisy",
        u"hypocrasy": u"hypocrisy",
        u"hypocricy": u"hypocrisy",
        u"hypocrit": u"hypocrite",
        u"hypocrits": u"hypocrites",
        u"iconclastic": u"iconoclastic",
        u"idaes": u"ideas",
        u"idealogies": u"ideologies",
        u"idealogy": u"ideology",
        u"identicial": u"identical",
        u"ideosyncratic": u"idiosyncratic",
        u"Ihaca": u"Ithaca",
        u"illegimacy": u"illegitimacy",
        u"illegitmate": u"illegitimate",
        u"illution": u"illusion",
        u"ilogical": u"illogical",
        u"imagenary": u"imaginary",
        u"imagin": u"imagine",
        u"imediately": u"immediately",
        u"imense": u"immense",
        u"immidately": u"immediately",
        u"immidiately": u"immediately",
        u"immediatley": u"immediately",
        u"immitate": u"imitate",
        u"immitated": u"imitated",
        u"immitating": u"imitating",
        u"immitator": u"imitator",
        u"immunosupressant": u"immunosuppressant",
        u"impedence": u"impedance",
        u"improvision": u"improvisation",
        u"inaccessable": u"inaccessible",
        u"inappropiate": u"inappropriate",
        u"inaugures": u"inaugurates",
        u"inbalance": u"imbalance",
        u"inbalanced": u"imbalanced",
        u"incidently": u"incidentally",
        u"incompatable": u"incompatible",
        u"incompatability": u"incompatibility",
        u"incompatabilities": u"incompatibilities",
        u"incompatablity": u"incompatibility",
        u"incompatablities": u"incompatibilities",
        u"incompatiblity": u"incompatibility",
        u"incompatiblities": u"incompatibilities",
        u"incompetance": u"incompetence",
        u"incompetant": u"incompetent",
        u"inconsistant": u"inconsistent",
        u"incorperation": u"incorporation",
        u"incorruptable": u"incorruptible",
        u"increadible": u"incredible",
        u"incredable": u"incredible",
        u"inctroduced": u"introduced",
        u"inctroduce": u"introduce",
        u"incuding": u"including",
        u"incunabla": u"incunabula",
        u"indefinately": u"indefinitely",
        u"indefinitly": u"indefinitely",
        u"indepedantly": u"independently",
        u"independant": u"independent",
        u"independantly": u"independently",
        u"independece": u"independence",
        u"indipendent": u"independent",
        u"indipendently": u"independently",
        u"indispensible": u"indispensable",
        u"indisputibly": u"indisputably",
        u"indisputible": u"indisputable",
        u"indite": u"indict",
        u"indpendently": u"independently",
        u"indpendent": u"independent",
        u"indulgue": u"indulge",
        u"indutrial": u"industrial",
        u"inevatible": u"inevitable",
        u"inevitible": u"inevitable",
        u"infectuous": u"infectious",
        u"infilitrate": u"infiltrate",
        u"infilitrated": u"infiltrated",
        u"infinit": u"infinite",
        u"infomation": u"information",
        u"inflamation": u"inflammation",
        u"influencial": u"influential",
        u"influented": u"influenced",
        u"ingreediants": u"ingredients",
        u"initation": u"initiation",
        u"inmigrant": u"immigrant",
        u"inmigrants": u"immigrants",
        u"inocence": u"innocence",
        u"inot": u"into",
        u"inpeach": u"impeach",
        u"inpolite": u"impolite",
        u"inprisonment": u"imprisonment",
        u"insistance": u"insistence",
        u"insitution": u"institution",
        u"insitutions": u"institutions",
        u"instade": u"instead",
        u"instatance": u"instance",
        u"inteligence": u"intelligence",
        u"inteligent": u"intelligent",
        u"interchangable": u"interchangeable",
        u"interchangably": u"interchangeably",
        u"interelated": u"interrelated",
        u"interferance": u"interference",
        u"intergrated": u"integrated",
        u"intergration": u"integration",
        u"internation": u"international",
        u"interpet": u"interpret",
        u"interrugum": u"interregnum",
        u"intertaining": u"entertaining",
        u"interupt": u"interrupt",
        u"intial": u"initial",
        u"intially": u"initially",
        u"intrest": u"interest",
        u"intutive": u"intuitive",
        u"intutively": u"intuitively",
        u"inventer": u"inventor",
        u"invertibrates": u"invertebrates",
        u"involvment": u"involvement",
        u"irelevent": u"irrelevant",
        u"iresistable": u"irresistible",
        u"iresistably": u"irresistibly",
        u"iresistible": u"irresistible",
        u"iresistibly": u"irresistibly",
        u"iritable": u"irritable",
        u"iritated": u"irritated",
        u"ironicly": u"ironically",
        u"irregardless": u"regardless",
        u"irresistable": u"irresistible",
        u"irresistably": u"irresistibly",
        u"Israelies": u"Israelis",
        u"iwll": u"will",
        u"iwth": u"with",
        u"Japanes": u"Japanese",
        u"jeapardy": u"jeopardy",
        u"Johanine": u"Johannine",
        u"Jospeh": u"Joseph",
        u"journies": u"journeys",
        u"jstu": u"just",
        u"jsut": u"just",
        u"Juadaism": u"Judaism",
        u"Juadism": u"Judaism",
        u"judical": u"judicial",
        u"judisuary": u"judiciary",
        u"kindergarden": u"kindergarten",
        u"km2": u"km<sup>2</sup>",
        u"Km2": u"km<sup>2</sup>",
        u"knowlege": u"knowledge",
        u"knowlegeable": u"knowledgeable",
        u"konw": u"know",
        u"konws": u"knows",
        u"knive": u"knife",
        u"knifes": u"knives",
        u"knwo": u"know",
        u"knwos": u"knows",
        u"kwno": u"know",
        u"labratory": u"laboratory",
        u"laguage": u"language",
        u"laguages": u"languages",
        u"lavae": u"larvae",
        u"layed": u"laid",
        u"legitamate": u"legitimate",
        u"lenght": u"length",
        u"lerans": u"learns",
        u"leutenant": u"lieutenant",
        u"levetate": u"levitate",
        u"levetated": u"levitated",
        u"levetates": u"levitates",
        u"levetating": u"levitating",
        u"levle": u"level",
        u"libary": u"library",
        u"libguistic": u"linguistic",
        u"libguistics": u"linguistics",
        u"libell": u"libel",
        u"lieing": u"lying",
        u"liek": u"like",
        u"liekd": u"liked",
        u"liesure": u"leisure",
        u"Lightyear": u"Lightyear", # Exception: Buzz Lightyear's name...
        u"lightyear": u"light year",
        u"lightyears": u"light years",
        u"likelyhood": u"likelihood",
        u"Linnaena": u"Linnaean",
        u"litature": u"literature",
        u"literture": u"literature",
        u"liuke": u"like",
        u"livley": u"lively",
        u"loev": u"love",
        u"lonelyness": u"loneliness",
        u"lonley": u"lonely",
        u"lsat": u"last",
        u"Lukid": u"Likud",
        u"lveo": u"love",
        u"lvoe": u"love",
        u"Lybia": u"Libya",
        u"mackeral": u"mackerel",
        u"magolia": u"magnolia",
        u"maintainance": u"maintenance",
        u"maintainence": u"maintenance",
        u"maintance": u"maintenance",
        u"maintenence": u"maintenance",
        u"maintioned": u"mentioned",
        u"makse": u"makes",
        u"maltesian": u"Maltese",
        u"mamal": u"mammal",
        u"mamalian": u"mammalian",
        u"managment": u"management",
        u"manufature": u"manufacture",
        u"manufatured": u"manufactured",
        u"manufaturing": u"manufacturing",
        u"marjority": u"majority",
        u"marketting": u"marketing",
        u"marraige": u"marriage",
        u"marrage": u"marriage",
        u"marryied": u"married",
        u"Massachussets": u"Massachusetts",
        u"Massachussetts": u"Massachusetts",
        u"massmedia": u"mass media",
        u"mathamatics": u"mathematics",
        u"matheticians": u"mathematicians",
        u"mathmatician": u"mathematician",
        u"mathmaticians": u"mathematicians",
        u"medacine": u"medicine",
        u"Mediteranean": u"Mediterranean",
        u"meerkrat": u"meerkat",
        u"memeber": u"member",
        u"messanger": u"messenger",
        u"metalic": u"metallic",
        u"metalurgic": u"metallurgic",
        u"metalurgical": u"metallurgical",
        u"metalurgy": u"metallurgy",
        u"metamorphysis": u"metamorphosis",
        u"Michagan": u"Michigan",
        u"midwifes": u"midwives",
        u"mileau": u"milieu",
        u"milennia": u"millennia",
        u"milennium": u"millennium",
        u"mileu": u"milieu",
        u"millepede": u"millipede",
        u"millitary": u"military",
        u"miltary": u"military",
        u"minature": u"miniature",
        u"ministery": u"ministry",
        u"miscelaneous": u"miscellaneous",
        u"miscellanous": u"miscellaneous",
        u"miscellanious": u"miscellaneous",
        u"mischeivous": u"mischievous",
        u"mischevious": u"mischievous",
        u"mischievious": u"mischievous",
        u"misile": u"missile",
        u"misdameanor": u"misdemeanor",
        u"misdameanors": u"misdemeanors",
        u"misdemenor": u"misdemeanor",
        u"misdemenors": u"misdemeanors",
        u"mispelling": u"misspelling",
        u"Misouri": u"Missouri",
        u"Missisipi": u"Mississippi",
        u"Missisippi": u"Mississippi",
        u"mistery": u"mystery",
        u"misterious": u"mysterious",
        u"misteryous": u"mysterious",
        u"mkae": u"make",
        u"mkaes": u"makes",
        u"mkaing": u"making",
        u"mkea": u"make",
        u"modle": u"model",
        u"moent": u"moment",
        u"moeny": u"money",
        u"monestaries": u"monasteries",
        u"monolite": u"monolithic",
        u"montypic": u"monotypic",
        u"moreso": u"more so",
        u"morgage": u"mortgage",
        u"motiviated": u"motivated",
        u"movei": u"movie",
        u"mroe": u"more",
        u"mucuous": u"mucous",
        u"muder": u"murder",
        u"mudering": u"murdering",
        u"muncipalities": u"municipalities",
        u"muncipality": u"municipality",
        u"myraid": u"myriad",
        u"mysef": u"myself",
        u"mysogyny": u"misogyny",
        u"mysogynist": u"misogynist",
        u"mysterous": u"mysterious",
        u"Mythraic": u"Mithraic",
        u"Napoleonian": u"Napoleonic",
        u"naturaly": u"naturally",
        u"naturely": u"naturally",
        u"naturually": u"naturally",
        u"naturual": u"natural",
        u"Nazereth": u"Nazareth",
        u"neccessary": u"necessary",
        u"neccessarily": u"necessarily",
        u"neccesary": u"necessary",
        u"neccesarily": u"necessarily",
        u"necesary": u"necessary",
        u"necesarily": u"necessarily",
        u"neglible": u"negligible",
        u"negligable": u"negligible",
        u"negociate": u"negotiate",
        u"negociation": u"negotiation",
        u"negotation": u"negotiation",
        u"nessasarily": u"necessarily",
        u"nineth": u"ninth",
        u"ninteenth": u"nineteenth",
        u"ninty": u"ninety",
        u"nkow": u"know",
        u"nkwo": u"know",
        u"northen": u"northern",
        u"northereastern": u"northeastern",
        u"noteable": u"notable",
        u"noteably": u"notably",
        u"noteriety": u"notoriety",
        u"noth": u"north",
        u"nothern": u"northern",
        u"noticable": u"noticeable",
        u"noticeing": u"noticing",
        u"noticible": u"noticeable",
        u"noveau": u"nouveau",
        u"nucular": u"nuclear",
        u"nuculear": u"nuclear",
        u"nuisanse": u"nuisance",
        u"Nullabour": u"Nullarbor",
        u"nusance": u"nuisance",
        u"nutritent": u"nutrient",
        u"nutritents": u"nutrients",
        u"obediance": u"obedience",
        u"obediant": u"obedient",
        u"obstacal": u"obstacle",
        u"ocasion": u"occasion",
        u"ocasional": u"occasional",
        u"ocasionally": u"occasionally",
        u"ocasionaly": u"occasionally",
        u"ocasioned": u"occasioned",
        u"ocasions": u"occasions",
        u"ocassion": u"occasion",
        u"ocassional": u"occasional",
        u"ocassionally": u"occasionally",
        u"ocassioned": u"occasioned",
        u"ocassions": u"occasions",
        u"occassion": u"occasion",
        u"occassional": u"occasional",
        u"occassionally": u"occasionally",
        u"occassionaly": u"occasionally",
        u"occassioned": u"occasioned",
        u"occassions": u"occasions",
        u"occurance": u"occurrence",
        u"occurances": u"occurrences",
        u"occured": u"occurred",
        u"occurence": u"occurrence",
        u"occurences": u"occurrences",
        u"occuring": u"occurring",
        u"occurr": u"occur",
        u"occurrance": u"occurrence",
        u"occurrances": u"occurrences",
        u"octohedra": u"octahedra",
        u"octohedral": u"octahedral",
        u"octohedron": u"octahedron",
        u"ocuntry": u"country",
        u"ocuntries": u"countries",
        u"ocurr": u"occur",
        u"ocurrance": u"occurrence",
        u"ocurred": u"occurred",
        u"ocurrence": u"occurrence",
        u"offical": u"official",
        u"officaly": u"officially",
        u"offically": u"officially",
        u"officialy": u"officially",
        u"omision": u"omission",
        u"omited": u"omitted",
        u"omiting": u"omitting",
        u"ommision": u"omission",
        u"ommited": u"omitted",
        u"ommiting": u"omitting",
        u"ommitted": u"omitted",
        u"ommitting": u"omitting",
        u"omniverous": u"omnivorous",
        u"omniverously": u"omnivorously",
        u"omre": u"more",
        u"onyl": u"only",
        u"oponent": u"opponent",
        u"oportunity": u"opportunity",
        u"oposite": u"opposite",
        u"oposition": u"opposition",
        u"opression": u"oppression",
        u"opressive": u"oppressive",
        u"oppinion": u"opinion",
        u"opthalmic": u"ophthalmic",
        u"opthalmologist": u"ophthalmologist",
        u"opthalmology": u"ophthalmology",
        u"opthamologist": u"ophthalmologist",
        u"optomism": u"optimism",
        u"organim": u"organism",
        u"orginize": u"organise",
        u"originaly": u"originally",
        u"originnally": u"originally",
        u"origional": u"original",
        u"orignally": u"originally",
        u"otehr": u"other",
        u"overshaddowed": u"overshadowed",
        u"overwelming": u"overwhelming",
        u"owrk": u"work",
        u"owudl": u"would",
        u"oxigen": u"oxygen",
        u"oximoron": u"oxymoron",
        u"pagen": u"pagan",
        u"paliamentarian": u"parliamentarian",
        u"Palistian": u"Palestinian",
        u"Palistinian": u"Palestinian",
        u"Palistinians": u"Palestinians",
        u"pamplet": u"pamphlet",
        u"pantomine": u"pantomime",
        u"Papanicalou": u"Papanicolaou",
        u"paralel": u"parallel",
        u"paralelly": u"in parallel",
        u"paralely": u"in parallel",
        u"parallely": u"in parallel",
        u"paranthesis": u"parenthesis",
        u"paraphenalia": u"paraphernalia",
        u"parituclar": u"particular",
        u"parliment": u"parliament",
        u"parrakeets": u"parakeets",
        u"parralel": u"parallel",
        u"parrallel": u"parallel",
        u"parrallell": u"parallel",
        u"parrallelly": u"parallelly",
        u"parrallely": u"parallelly",
        u"partialy": u"partially",
        u"particularily": u"particularly",
        u"pased": u"passed",
        u"pasttime": u"pastime",
        u"pastural": u"pastoral",
        u"pattented": u"patented",
        u"peculure": u"peculiar",
        u"peice": u"piece",
        u"penatly": u"penalty",
        u"penisula": u"peninsula",
        u"pennisula": u"peninsula",
        u"peom": u"poem",
        u"peoms": u"poems",
        u"peopel": u"people",
        u"peotry": u"poetry",
        u"percepted": u"perceived",
        u"percieved": u"perceived",
        u"performence": u"performance",
        u"perhasp": u"perhaps",
        u"perheaps": u"perhaps",
        u"perhpas": u"perhaps",
        u"peripathetic": u"peripatetic",
        u"perjery": u"perjury",
        u"perjorative": u"pejorative",
        u"permanant": u"permanent",
        u"permenant": u"permanent",
        u"permissable": u"permissible",
        u"perogative": u"prerogative",
        u"perpindicular": u"perpendicular",
        u"persistance": u"persistence",
        u"persistant": u"persistent",
        u"personel": u"personnel",
        u"personell": u"personnel",
        u"personnell": u"personnel",
        u"persue": u"pursue",
        u"persuing": u"pursuing",
        u"persuit": u"pursuit",
        u"pertubation": u"perturbation",
        u"pertubations": u"perturbations",
        u"petetion": u"petition",
        u"pessiary": u"pessary",
        u"phenomenonal": u"phenomenal",
        u"phenomonenon": u"phenomenon",
        u"phenonmena": u"phenomena",
        u"Philipines": u"Philippines",
        u"Philipinnes": u"Philippines",
        u"philisopher": u"philosopher",
        u"philisophical": u"philosophical",
        u"philisophy": u"philosophy",
        u"Phillipine": u"Philippine",
        u"Phillipines": u"Philippines",
        u"Phillippines": u"Philippines",
        u"Phonecian": u"Phoenician",
        u"phongraph": u"phonograph",
        u"pich": u"pitch",
        u"pilgrimmage": u"pilgrimage",
        u"pilgrimmages": u"pilgrimages",
        u"pinapple": u"pineapple",
        u"pinnaple": u"pineapple",
        u"plantiff": u"plaintiff",
        u"playwrite": u"playwright",
        u"playwrites": u"playwrights",
        u"plesant": u"pleasant",
        u"Poincare": u"Poincaré",
        u"poisin": u"poison",
        u"polinator": u"pollinator",
        u"polinators": u"pollinators",
        u"polute": u"pollute",
        u"poluted": u"polluted",
        u"polutes": u"pollutes",
        u"poluting": u"polluting",
        u"polution": u"pollution",
        u"polysaccharid": u"polysaccharide",
        u"polysaccaride": u"polysaccharide",
        u"pomegranite": u"pomegranate",
        u"popularaty": u"popularity",
        u"Portugese": u"Portuguese",
        u"posess": u"possess",
        u"posessed": u"possessed",
        u"posesses": u"possesses",
        u"posessing": u"possessing",
        u"posession": u"possession",
        u"possable": u"possible",
        u"possably": u"possibly",
        u"posseses": u"possesses",
        u"possesion": u"possession",
        u"possesing": u"possessing",
        u"possibilty": u"possibility",
        u"possition": u"position",
        u"Postdam": u"Potsdam",
        u"postion": u"position",
        u"powerfull": u"powerful",
        u"practial": u"practical",
        u"practially": u"practically",
        u"practicaly": u"practically",
        u"practicioner": u"practitioner",
        u"practicioners": u"practitioners",
        u"practicly": u"practically",
        u"practioner": u"practitioner",
        u"practioners": u"practitioners",
        u"prairy": u"prairie",
        u"prarie": u"prairie",
        u"preample": u"preamble",
        u"precedessor": u"predecessor",
        u"preceed": u"precede",
        u"preceeded": u"preceded",
        u"preceeding": u"preceding",
        u"preceeds": u"precedes",
        u"precurser": u"precursor",
        u"prefered": u"preferred",
        u"prefering": u"preferring",
        u"preferrably": u"preferably",
        u"pregancies": u"pregnancies",
        u"premeire": u"premiere",
        u"premeired": u"premiered",
        u"premillenial": u"premillennial",
        u"prepartion": u"preparation",
        u"presense": u"presence",
        u"presidental": u"presidential",
        u"prestigeous": u"prestigious",
        u"prestigous": u"prestigious",
        u"presumibly": u"presumably",
        u"prevelant": u"prevalent",
        u"previvous": u"previous",
        u"pricipal": u"principal",
        u"priciple": u"principle",
        u"primative": u"primitive",
        u"primatives": u"primitives",
        u"primatively": u"primitively",
        u"primordal": u"primordial",
        u"priveledges": u"privileges",
        u"privelege": u"privilege",
        u"priveleged": u"privileged",
        u"priveleges": u"privileges",
        u"privelige": u"privilege",
        u"priveliged": u"privileged",
        u"priveliges": u"privileges",
        u"privilage": u"privilege",
        u"priviledge": u"privilege",
        u"priviledges": u"privileges",
        u"privledge": u"privilege",
        u"probablly": u"probably",
        u"probalibity": u"probability",
        u"probaly": u"probably",
        u"probelm": u"problem",
        u"proccess": u"process",
        u"proccessing": u"processing",
        u"procedger": u"procedure",
        u"procedings": u"proceedings",
        u"proceedure": u"procedure",
        u"proclaming": u"proclaiming",
        u"proclomation": u"proclamation",
        u"proffesion": u"profession",
        u"proffesor": u"professor",
        u"profilic": u"prolific",
        u"programable": u"programmable",
        u"prohabition": u"prohibition",
        u"prologomena": u"prolegomena",
        u"prominance": u"prominence",
        u"prominant": u"prominent",
        u"prominantly": u"prominently",
        u"promiscous": u"promiscuous",
        u"prophacy": u"prophecy",
        u"propietary": u"proprietary",
        u"propogate": u"propagate",
        u"propogates": u"propagates",
        u"propotions": u"proportions",
        u"proprietory": u"proprietary",
        u"proseletyzing": u"proselytizing",
        u"protaganist": u"protagonist",
        u"protaganists": u"protagonists",
        u"protrayed": u"portrayed",
        u"protruberance": u"protuberance",
        u"protruberances": u"protuberances",
        u"provded": u"provided",
        u"pseudonyn": u"pseudonym",
        u"pseudononymous": u"pseudonymous",
        u"psycology": u"psychology",
        u"psyhic": u"psychic",
        u"Puertorrican": u"Puerto Rican",
        u"Puertorricans": u"Puerto Ricans",
        u"pumkin": u"pumpkin",
        u"purposedly": u"purposely",
        u"pursuade": u"persuade",
        u"pursuaded": u"persuaded",
        u"pursuades": u"persuades",
        u"pususading": u"persuading",
        u"puting": u"putting",
        u"pwoer": u"power",
        u"pyscic": u"psychic",
        u"quantaty": u"quantity",
        u"quantitiy": u"quantity",
        u"quarantaine": u"quarantine",
        u"quicklyu": u"quickly",
        u"quizes": u"quizzes",
        u"rabinnical": u"rabbinical",
        u"radify": u"ratify",
        u"raelly": u"really",
        u"reacll": u"recall",
        u"realyl": u"really",
        u"reccomend": u"recommend",
        u"reccomended": u"recommended",
        u"reccomending": u"recommending",
        u"reccommend": u"recommend",
        u"reccommended": u"recommended",
        u"reccommending": u"recommending",
        u"reccuring": u"recurring",
        u"receeded": u"receded",
        u"receeding": u"receding",
        u"recepient": u"recipient",
        u"recepients": u"recipients",
        u"recide": u"reside",
        u"recided": u"resided",
        u"recident": u"resident",
        u"recidents": u"residents",
        u"reciding": u"residing",
        u"reciept": u"receipt",
        u"reciever": u"receiver",
        u"recievers": u"receivers",
        u"recieves": u"receives",
        u"recieving": u"receiving",
        u"recipiant": u"recipient",
        u"recipiants": u"recipients",
        u"recogise": u"recognise",
        u"recogize": u"recognize",
        u"recomend": u"recommend",
        u"recomended": u"recommended",
        u"recomending": u"recommending",
        u"recomends": u"recommends",
        u"reconcilation": u"reconciliation",
        u"reconaissance": u"reconnaissance",
        u"reconnaissence": u"reconnaissance",
        u"recquired": u"required",
        u"recrational": u"recreational",
        u"recrod": u"record",
        u"rediculous": u"ridiculous",
        u"referal": u"referral",
        u"refered": u"referred",
        u"refering": u"referring",
        u"referrs": u"refers",
        u"reffered": u"referred",
        u"refference": u"reference",
        u"refridgerator": u"refrigerator",
        u"refusla": u"refusal",
        u"regluar": u"regular",
        u"reguarly": u"regularly",
        u"regularily": u"regularly",
        u"rehersal": u"rehearsal",
        u"reknown": u"renown",
        u"reknowned": u"renowned",
        u"rela": u"real",
        u"relaly": u"really",
        u"relatiopnship": u"relationship",
        u"relativly": u"relatively",
        u"releive": u"relieve",
        u"releived": u"relieved",
        u"relevence": u"relevance",
        u"relevent": u"relevant",
        u"religeous": u"religious",
        u"remaing": u"remaining",
        u"remeber": u"remember",
        u"rememberance": u"remembrance",
        u"remembrence": u"remembrance",
        u"reminent": u"remnant",
        u"reminescent": u"reminiscent",
        u"rendevous": u"rendezvous",
        u"repentence": u"repentance",
        u"repentent": u"repentant",
        u"repetion": u"repetition",
        u"reponsible": u"responsible",
        u"representive": u"representative",
        u"representives": u"representatives",
        u"resemblence": u"resemblance",
        u"resevoir": u"reservoir",
        u"resignement": u"resignation",
        u"resistable": u"resistible",
        u"resistence": u"resistance",
        u"resistent": u"resistant",
        u"responce": u"response",
        u"responnsibilty": u"responsibility",
        u"ressemblance": u"resemblance",
        u"ressemble": u"resemble",
        u"ressembled": u"resembled",
        u"ressemblence": u"resemblance",
        u"ressembling": u"resembling",
        u"ressurection": u"resurrection",
        u"restaraunt": u"restaurant",
        u"restaraunteur": u"restaurateur",
        u"restaraunteurs": u"restaurateurs",
        u"restaraunts": u"restaurants",
        u"resteraunt": u"restaurant",
        u"resteraunts": u"restaurants",
        u"resurecting": u"resurrecting",
        u"retalitated": u"retaliated",
        u"retalitation": u"retaliation",
        u"revaluated": u"reevaluated",
        u"reversable": u"reversible",
        u"revolutionar": u"revolutionary",
        u"rewriet": u"rewrite",
        u"rhymme": u"rhyme",
        u"rhythem": u"rhythm",
        u"rhythim": u"rhythm",
        u"rigourous": u"rigorous",
        u"rininging": u"ringing",
        u"Rockerfeller": u"Rockefeller",
        u"rococco": u"rococo",
        u"roomate": u"roommate",
        u"rougly": u"roughly",
        u"russina": u"Russian",
        u"Russion": u"Russian",
        u"rulle": u"rule",
        u"rwite": u"write",
        u"rythm": u"rhythm",
        u"rythem": u"rhythm",
        u"rythim": u"rhythm",
        u"sacrafice": u"sacrifice",
        u"saftey": u"safety",
        u"safty": u"safety",
        u"salery": u"salary",
        u"sandwhich": u"sandwich",
        u"Sanhedrim": u"Sanhedrin",
        u"sargant": u"sergeant",
        u"satelite": u"satellite",
        u"inhabitnants": u"inhabitants",
        u"Saterday": u"Saturday",
        u"Saterdays": u"Saturdays",
        u"satric": u"satiric",
        u"satrical": u"satirical",
        u"satrically": u"satirically",
        u"sattelite": u"satellite",
        u"sattelites": u"satellites",
        u"scandanavia": u"Scandinavia",
        u"scaleable": u"scalable",
        u"schedual": u"schedule",
        u"Schroedinger": u"Schrödinger",
        u"scirpt": u"script",
        u"scoll": u"scroll",
        u"seach": u"search",
        u"seached": u"searched",
        u"seaches": u"searches",
        u"secratary": u"secretary",
        u"secretery": u"secretary",
        u"sedereal": u"sidereal",
        u"seige": u"siege",
        u"sence": u"sense",
        u"sensure": u"censure",
        u"seperate": u"separate",
        u"seperated": u"separated",
        u"seperately": u"separately",
        u"seperates": u"separates",
        u"seperating": u"separating",
        u"seperation": u"separation",
        u"seperatist": u"separatist",
        u"seperatism": u"separatism",
        u"sepina": u"subpoena",
        u"severeal": u"several",
        u"severley": u"severely",
        u"shaddow": u"shadow",
        u"sheild": u"shield",
        u"shineing": u"shining",
        u"shoudl": u"should",
        u"shouldnt": u"shouldn't",
        u"shreak": u"shriek",
        u"sicne": u"since",
        u"sideral": u"sidereal",
        u"siezure": u"seizure",
        u"siezures": u"seizures",
        u"signifantly": u"significantly",
        u"significently": u"significantly",
        u"signitories": u"signatories",
        u"signitory": u"signatory",
        u"similarily": u"similarly",
        u"similiar": u"similar",
        u"similiarity": u"similarity",
        u"simmilar": u"similar",
        u"simpley": u"simply",
        u"simplier": u"simpler",
        u"simultanous": u"simultaneous",
        u"sincerley": u"sincerely",
        u"singsog": u"singsong",
        u"Sionist": u"Zionist",
        u"Sionists": u"Zionists",
        u"Sixtin": u"Sistine",
        u"smae": u"same",
        u"smoe": u"some",
        u"snese": u"sneeze",
        u"soem": u"some",
        u"sofware": u"software",
        u"sohw": u"show",
        u"solatary": u"solitary",
        u"soliders": u"soldiers",
        u"soliliquy": u"soliloquy",
        u"soluable": u"soluble",
        u"sophicated": u"sophisticated",
        u"sophmore": u"sophomore",
        u"sorceror": u"sorcerer",
        u"sotry": u"story",
        u"soudn": u"sound",
        u"soudns": u"sounds",
        u"sourth": u"south",
        u"sourthern": u"southern",
        u"souvenier": u"souvenir",
        u"souveniers": u"souvenirs",
        u"soverign": u"sovereign",
        u"soverignity": u"sovereignty",
        u"sovereignity": u"sovereignty",
        u"spainish": u"Spanish",
        u"speciman": u"specimen",
        u"spectauclar": u"spectacular",
        u"sponser": u"sponsor",
        u"spontanous": u"spontaneous",
        u"sponzored": u"sponsored",
        u"spreaded": u"spread",
        u"startegic": u"strategic",
        u"startegy": u"strategy",
        u"statment": u"statement",
        u"stilus": u"stylus",
        u"stingent": u"stringent",
        u"stoyr": u"story",
        u"storeis": u"stories",
        u"storise": u"stories",
        u"stpo": u"stop",
        u"startegies": u"strategies",
        u"stradegies": u"strategies",
        u"stradegy": u"strategy",
        u"strenghen": u"strengthen",
        u"strenghened": u"strengthened",
        u"strenghening": u"strengthening",
        u"strenght": u"strength",
        u"strenghten": u"strengthen",
        u"strenghtened": u"strengthened",
        u"strenghtening": u"strengthening",
        u"stornegst": u"strongest",
        u"strenous": u"strenuous",
        u"strictist": u"strictest",
        u"stubborness": u"stubbornness",
        u"stucture": u"structure",
        u"stuctured": u"structured",
        u"studdy": u"study",
        u"studing": u"studying",
        u"subcatagory": u"subcategory",
        u"subcatagories": u"subcategories",
        u"subsidary": u"subsidiary",
        u"subsiduary": u"subsidiary",
        u"substatial": u"substantial",
        u"substace": u"substance",
        u"substract": u"subtract",
        u"substracted": u"subtracted",
        u"substracts": u"subtracts",
        u"substracting": u"subtracting",
        u"substraction": u"subtraction",
        u"subterranian": u"subterranean",
        u"succesful": u"successful",
        u"succesfuly": u"successfully",
        u"succesfully": u"successfully",
        u"succesion": u"succession",
        u"succesive": u"successive",
        u"successfull": u"successful",
        u"suceed": u"succeed",
        u"suceeded": u"succeeded",
        u"suceeds": u"succeeds",
        u"sucesful": u"successful",
        u"sucesfully": u"successfully",
        u"sucesfuly": u"successfully",
        u"sucesion": u"succession",
        u"sucess": u"success",
        u"sucesses": u"successes",
        u"sucessfull": u"successful",
        u"sucessfully": u"successfully",
        u"sucessfuly": u"successfully",
        u"sucession": u"succession",
        u"sucessive": u"successive",
        u"sucide": u"suicide",
        u"sufferage": u"suffrage",
        u"sufficent": u"sufficient",
        u"sufficently": u"sufficiently",
        u"sumary": u"summary",
        u"suop": u"soup",
        u"superintendant": u"superintendent",
        u"suphisticated": u"sophisticated",
        u"supose": u"suppose",
        u"suposed": u"supposed",
        u"suposedly": u"supposedly",
        u"suposes": u"supposes",
        u"suposing": u"supposing",
        u"supress": u"suppress",
        u"supressed": u"suppressed",
        u"supresses": u"suppresses",
        u"supressing": u"suppressing",
        u"suprise": u"surprise",
        u"suprised": u"surprised",
        u"suprising": u"surprising",
        u"suprisingly": u"surprisingly",
        u"suprize": u"surprise",
        u"suprized": u"surprised",
        u"suprizing": u"surprising",
        u"suprizingly": u"surprisingly",
        u"suround": u"surround",
        u"surounded": u"surrounded",
        u"surounding": u"surrounding",
        u"suroundings": u"surroundings",
        u"surounds": u"surrounds",
        u"surplanted": u"supplanted",
        u"surpress": u"suppress",
        u"surpressed": u"suppressed",
        u"surprize": u"surprise",
        u"surprized": u"surprised",
        u"surprizing": u"surprising",
        u"surprizingly": u"surprisingly",
        u"surrepetitious": u"surreptitious",
        u"surrepetitiously": u"surreptitiously",
        u"surreptious": u"surreptitious",
        u"surreptiously": u"surreptitiously",
        u"surrundering": u"surrendering",
        u"surveill": u"surveil",
        u"surveyer": u"surveyor",
        u"surviver": u"survivor",
        u"survivers": u"survivors",
        u"suseptible": u"susceptible",
        u"swaer": u"swear",
        u"swaers": u"swears",
        u"swiming": u"swimming",
        u"syas": u"says",
        u"symetry": u"symmetry",
        u"symetrical": u"symmetrical",
        u"symetrically": u"symmetrically",
        u"symmetral": u"symmetric",
        u"symmetricaly": u"symmetrically",
        u"synonomous": u"synonymous",
        u"syphyllis": u"syphilis",
        u"syrap": u"syrup",
        u"tahn": u"than",
        u"taht": u"that",
        u"tath": u"that",
        u"talekd": u"talked",
        u"targetted": u"targeted",
        u"targetting": u"targeting",
        u"tast": u"taste",
        u"tattooes": u"tattoos",
        u"taxanomic": u"taxonomic",
        u"taxanomy": u"taxonomy",
        u"teached": u"taught",
        u"techician": u"technician",
        u"techicians": u"technicians",
        u"tehy": u"they",
        u"temparate": u"temperate",
        u"temperment": u"temperament",
        u"temperture": u"temperature",
        u"tenacle": u"tentacle",
        u"tenacles": u"tentacles",
        u"tendancies": u"tendencies",
        u"tennisplayer": u"tennis player",
        u"terrestial": u"terrestrial",
        u"terriories": u"territories",
        u"terriory": u"territory",
        u"territorist": u"terrorist",
        u"thgat": u"that",
        u"tghe": u"the",
        u"theese": u"these",
        u"theif": u"thief",
        u"theives": u"thieves",
        u"themselfs": u"themselves",
        u"theri": u"their",
        u"thge": u"the",
        u"thier": u"their",
        u"thign": u"thing",
        u"thigns": u"things",
        u"thigsn": u"things",
        u"thikn": u"think",
        u"thikns": u"thinks",
        u"thiunk": u"think",
        u"thna": u"than",
        u"thne": u"then",
        u"thnig": u"thing",
        u"thnigs": u"things",
        u"threee": u"three",
        u"threshhold": u"threshold",
        u"thrid": u"third",
        u"throughly": u"thoroughly",
        u"thsi": u"this",
        u"thsoe": u"those",
        u"thta": u"that",
        u"thyat": u"that",
        u"tihkn": u"think",
        u"tihs": u"this",
        u"timne": u"time",
        #"tje": u"the", # unlikely misspelling.
        u"tjhe": u"the",
        u"Tjpanishad": u"Upanishad",
        u"tkae": u"take",
        u"tkaes": u"takes",
        u"tkaing": u"taking",
        u"tlaking": u"talking",
        u"tobbaco": u"tobacco",
        u"todya": u"today",
        u"tolerence": u"tolerance",
        u"Tolkein": u"Tolkien",
        u"tomatos": u"tomatoes",
        u"tommorrow": u"tomorrow",
        u"tommorow": u"tomorrow",
        u"tongiht": u"tonight",
        u"toriodal": u"toroidal",
        u"torpedos": u"torpedoes",
        u"tounge": u"tongue",
        u"towrad": u"toward",
        u"traditionaly": u"traditionally",
        u"trafficed": u"trafficked",
        u"trafic": u"traffic",
        u"trancendent": u"transcendent",
        u"trancending": u"transcending",
        u"tranform": u"transform",
        u"tranformed": u"transformed",
        u"transcendance": u"transcendence",
        u"transcendant": u"transcendent",
        u"transcendentational": u"transcendental",
        u"transending": u"transcending",
        u"transfered": u"transferred",
        u"transfering": u"transferring",
        u"translater": u"translator",
        u"translaters": u"translators",
        u"transmissable": u"transmissible",
        u"tremelos": u"tremolos",
        u"triology": u"trilogy",
        u"trustworthyness": u"trustworthiness",
        u"Tuscon": u"Tucson",
        u"twon": u"town",
        u"tyhat": u"that",
        u"tyhe": u"they",
        u"typcial": u"typical",
        u"tyranies": u"tyrannies",
        u"tyrany": u"tyranny",
        u"tyrranies": u"tyrannies",
        u"tyrrany": u"tyranny",
        u"ubiquitious": u"ubiquitous",
        u"uise": u"use",
        u"Ukranian": u"Ukrainian",
        u"uncertainity": u"uncertainty",
        u"unconcious": u"unconscious",
        u"unconciousness": u"unconsciousness",
        u"unconvential": u"unconventional",
        u"unecessary": u"unnecessary",
        u"undecideable": u"undecidable",
        u"unforetunately": u"unfortunately",
        u"unforgiveable": u"unforgivable",
        u"unfortunatly": u"unfortunately",
        u"unilatreal": u"unilateral",
        u"unilatreally": u"unilaterally",
        u"univeristies": u"universities",
        u"univeristy": u"university",
        u"univesities": u"universities",
        u"univesity": u"university",
        u"unmistakeably": u"unmistakably",
        u"unneccesary": u"unnecessary",
        u"unneccesarily": u"unnecessarily",
        u"unneccessary": u"unnecessary",
        u"unneccessarily": u"unnecessarily",
        u"unnecesary": u"unnecessary",
        u"unnecesarily": u"unnecessarily",
        u"unoticeable": u"unnoticeable",
        u"unplesant": u"unpleasant",
        u"unrepentent": u"unrepentant",
        u"unsubstanciated": u"unsubstantiated",
        u"unsuccessfull": u"unsuccessful",
        u"unsucesful": u"unsuccessful",
        u"unsucesfuly": u"unsuccessfully",
        u"unsucessfull": u"unsuccessful",
        u"unsucessfully": u"unsuccessfully",
        u"unsuprised": u"unsurprised",
        u"unsuprising": u"unsurprising",
        u"unsuprisingly": u"unsurprisingly",
        u"unsuprized": u"unsurprised",
        u"unsuprizing": u"unsurprising",
        u"unsuprizingly": u"unsurprisingly",
        u"unsurprized": u"unsurprised",
        u"unsurprizing": u"unsurprising",
        u"unsurprizingly": u"unsurprisingly",
        u"untill": u"until",
        u"untranslateable": u"untranslatable",
        u"unuseable": u"unusable",
        u"unviersity": u"university",
        u"unweildly": u"unwieldy",
        u"unwieldly": u"unwieldy",
        u"usally": u"usually",
        u"usefull": u"useful",
        u"usefuly": u"usefully",
        u"useing": u"using",
        u"usualy": u"usually",
        u"vaccum": u"vacuum",
        u"vaccume": u"vacuum",
        u"vacinity": u"vicinity",
        u"valuble": u"valuable",
        u"valueable": u"valuable",
        u"varient": u"variant",
        u"varities": u"varieties",
        u"varity": u"variety",
        u"vasall": u"vassal",
        u"vasalls": u"vassals",
        u"vegtable": u"vegetable",
        u"vegatarian": u"vegetarian",
        u"vegitable": u"vegetable",
        u"vegitables": u"vegetables",
        u"venemous": u"venomous",
        u"vengance": u"vengeance",
        u"vengence": u"vengeance",
        u"verfication": u"verification",
        u"verison": u"version",
        u"verisons": u"versions",
        u"vetween": u"between",
        u"veyr": u"very",
        u"vigilence": u"vigilance",
        u"vigourous": u"vigorous",
        u"villian": u"villain",
        u"villify": u"vilify",
        u"visable": u"visible",
        u"visably": u"visibly",
        u"visting": u"visiting",
        u"volcanoe": u"volcano",
        u"volontary": u"voluntary",
        u"volonteer": u"volunteer",
        u"volonteers": u"volunteers",
        u"volonteered": u"volunteered",
        u"volonteering": u"volunteering",
        u"volounteer": u"volunteer",
        u"volounteers": u"volunteers",
        u"volounteered": u"volunteered",
        u"volounteering": u"volunteering",
        u"vrey": u"very",
        u"vyer": u"very",
        u"vyre": u"very",
        u"waht": u"what",
        u"warrent": u"warrant",
        u"wasnt": u"wasn't",
        u"wass": u"was",
        u"watn": u"want",
        u"weaponary": u"weaponry",
        u"wehn": u"when",
        u"weilded": u"wielded",
        u"wendsay": u"Wednesday",
        u"wensday": u"Wednesday",
        u"whant": u"want",
        u"whants": u"wants",
        u"whcih": u"which",
        u"whereever": u"wherever",
        u"whic": u"which",
        u"whihc": u"which",
        u"whta": u"what",
        u"wief": u"wife",
        u"wierd": u"weird",
        u"wiht": u"with",
        u"wirting": u"writing",
        u"withing": u"within",
        u"withold": u"withhold",
        u"wiull": u"will",
        u"wnat": u"want",
        u"wnats": u"wants",
        u"wnated": u"wanted",
        u"wohle": u"whole",
        u"wokr": u"work",
        u"wokring": u"working",
        u"worstened": u"worsened",
        u"woudl": u"would",
        u"wriet": u"write",
        u"writen": u"written",
        u"wrok": u"work",
        u"wroking": u"working",
        u"wroet": u"wrote",
        u"wtih": u"with",
        u"witht": u"with",
        u"X-Box": u"Xbox",
        u"XBox": u"Xbox",
        u"yatch": u"yacht",
        u"yeild": u"yield",
        u"ytou": u"you",
        u"yera": u"year",
        u"yeras": u"years",
        u"yersa": u"years",
        u"yeasr": u"years",
}