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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import jellyfish\n",
"import distance\n",
"from functools import lru_cache\n",
"\n",
"@lru_cache(maxsize = None)\n",
"def levNorm(a, b):\n",
" return 1 - (distance.levenshtein(a, b) / max(len(a), len(b)))\n",
"\n",
"@lru_cache(maxsize = None)\n",
"def dice(a, b):\n",
" if not len(a) or not len(b):\n",
" return 0.0\n",
" if a == b:\n",
" return 1.0\n",
" if len(a) == 1 or len(b) == 1:\n",
" return 0.0\n",
" \n",
" a_bigram_list = [a[i:i + 2] for i in range(len(a) - 1)]\n",
" b_bigram_list = [b[i:i + 2] for i in range(len(b) - 1)]\n",
" \n",
" a_bigram_list.sort()\n",
" b_bigram_list.sort()\n",
" \n",
" \n",
" lena = len(a_bigram_list)\n",
" lenb = len(b_bigram_list)\n",
" \n",
" matches = i = j = 0\n",
" while (i < lena and j < lenb):\n",
" if a_bigram_list[i] == b_bigram_list[j]:\n",
" matches += 2\n",
" i += 1\n",
" j += 1\n",
" elif a_bigram_list[i] < b_bigram_list[j]:\n",
" i += 1\n",
" else:\n",
" j += 1\n",
" \n",
" score = float(matches)/float(lena + lenb)\n",
" return score\n",
"\n",
"@lru_cache(maxsize = None)\n",
"def jaro_winkler(a, b):\n",
" return jellyfish.jaro_winkler(a, b)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"positive_cases = [[\"a shot\", \"shot\"],[\"keanu (reeves)\", \"keanu\"],[\"thud (thunk accepted)\", \"thud\"], [\"thud (thunk accepted)\", \"thunk\"], [\"the woodwork\", \"wood work\"],[\"oranges and apples\", \"apples and oranges\"],[\"dan aykroyd & eddie murphy\", \"eddie murphy and dan ackroyd\"],[\"baby tooth\", \"baby teeth\"],[\"mammon (money later accepted)\", \"money\"],[\"salvador dali\", \"dali\"],[\"booze or ooze\", \"ooze\"],[\"conedison\", \"consolidated edison\"],[\"toys \\\"r\\\" us\", \"toys r us\"],[\"johannes gutenburg\", \"gutenberg\"],[\"p2p (peer-to-peer communication)\", \"p2p\"],[\"mike tyson\", \"tyson\"],[\"forrest gump\", \"gump\"],[\"al capone\", \"capone\"],[\"a kiwi\", \"kiwi\"],[\"indiana jones\", \"indiana jones\"],[\"lithuania\", \"lithuania\"],[\"henry ford\", \"ford\"],[\"dan aykroyd eddie murphy\", \"eddie murphy dan ackroyd\"],[\"grumpy\", \"grumpy\"],[\"grain\", \"grain\"],[\"gird\", \"gird\"],[\"gitchee gumee\", \"gitcheegumee\"],[\"greed\", \"greed\"],[\"moses\", \"moses\"],[\"oklahoma city\", \"oklahoma city, oklahoma\"],[\"mork\", \"mork from ork\"],[\"stop on a dime\", \"stop on a dime\"],[\"wooden nickels\", \"wooden nickels\"],[\"two cents\", \"two cents\"],[\"two bits\", \"two bits\"],[\"penny wise and pound foolish\", \"penny wise pound foolish\"],[\"titanium\", \"titanium\"],[\"lead\", \"lead\"],[\"aluminum\", \"aluminum\"],[\"blip\", \"blip\"],[\"punt\", \"punt\"],[\"west point\", \"west point\"],[\"hilary duff\", \"hilary duff\"],[\"hawkeye\", \"hawkeye\"],[\"the beholder\", \"the beholder\"],[\"the modern pentathlon\", \"pentathlon\"],[\"kelly clarkson\", \"kelly clarkson\"],[\"laverne\", \"laverne\"],[\"hedonism\", \"hedonism\"],[\"reason\", \"reason\"],[\"truckin\", \"trucking\"],[\"elly may\", \"ellie mae\"],[\"lucy ricardo\", \"lucy ricardo\"],[\"plato\", \"plato\"],[\"the bermuda triangle\", \"bermuda triangle\"],[\"rome\", \"rome\"],[\"teapot\", \"teapot\"],[\"survivor\", \"survivor\"],[\"cast away\", \"castaway\"],[\"the punic wars\", \"punic\"],[\"hannibal\", \"hannibal\"],[\"thoroughly\", \"thoroughly\"],[\"queen victoria\", \"queen victoria\"],[\"ice cream\", \"ice cream\"],[\"the mongols\", \"mongols\"],[\"corning\", \"corning\"],[\"trouble\", \"trouble\"],[\"catherine the great\", \"catherine\"],[\"the middle ear\", \"eardrum\"],[\"the atlantic\", \"atlantic\"],[\"cherries\", \"cherry\"],[\"cole porter\", \"porter\"],[\"dangerous minds\", \"dangerous minds\"],[\"belgium\", \"belgium\"],[\"mikado\", \"mikado\"],[\"monopoly money\", \"monopoly money\"],[\"a praying mantis\", \"praying mantis\"],[\"e\", \"e\"],[\"medicaid\", \"medicaid\"],[\"uranium\", \"uranium\"],[\"the world almanac\", \"world almanac\"],[\"gold\", \"gold record\"],[\"fountains\", \"fountain\"],[\"bruce willis\", \"bruce willis\"],[\"an aston martin\", \"astonmartin\"],[\"a placebo\", \"placebo\"],[\"absolute monarchy\", \"absolute monarchy\"],[\"dolly parton\", \"dolly parton\"],[\"mussels\", \"mussels\"],[\"copper\", \"copper\"],[\"waterloo\", \"waterloo\"],[\"malaria\", \"malaria\"],[\"the hms pinafore\", \"hms pinafore\"],[\"the pirates of penzance\", \"pirates of penzance\"],[\"prosthesis\", \"prosthetic\"],[\"assisted living\", \"assisted living\"],[\"marykate ashley olsen\", \"mary kate and ashley olsen\"],[\"whos afraid of virginia woolf\", \"whos afraid of virginia woolf\"],[\"rhinoceroses\", \"rhinoceros\"],[\"mole\", \"mole\"],[\"enigma\", \"enigma\"],[\"rabbit run\", \"rabbit run\"],[\"george iii\", \"george iii\"],[\"augustus\", \"augustus\"],[\"charles ii\", \"henry viii\"],[\"a kimono\", \"kimono\"],[\"alimony\", \"alimony\"],[\"asset\", \"asset\"],[\"dividends\", \"dividends\"],[\"freddie mac\", \"freddie mac\"],[\"gospel\", \"gospel\"],[\"silver\", \"silver\"],[\"the old north church\", \"national cathedral\"],[\"counter intelligence program\", \"counter intelligence program\"],[\"buddha\", \"buddha\"],[\"is\", \"is\"],[\"easter\", \"easter\"],[\"corn\", \"corn\"],[\"egypt\", \"egypt\"],[\"the styx\", \"styx\"],[\"paul revere\", \"revere\"],[\"the 2nd james bond movie\", \"james bond\"],[\"istanbul\", \"istanbul\"],[\"honshu\", \"honshu\"],[\"tigris euphrates\", \"tigris and euphrates\"],[\"2 of 4 pakistan tajikistan turkmenistan uzbekistan\", \"pakistan and uzbekistan\"],[\"2 of candlestick, knife, pipe, revolver, rope, wrench\", \"knife revolver\"],[\"2 of 4 pakistan tajikistan turkmenistan uzbekistan\", \"turkmenistan and pakistan\"],[\"the war of 1812\", \"war of 1812\"],[\"paul bunyan\", \"paul bunyan\"],[\"brave\", \"brave\"],[\"white cliffs of dover\", \"dover\"],[\"maryland\", \"maryland\"],[\"fort mchenry\", \"fort mchenry\"],[\"reynolds\", \"renolyds\"],[\"motel 6\", \"motel 6\"],[\"south carolina\", \"south carolina\"],[\"chess\", \"chess\"],[\"ornithology\", \"entomology\"],[\"respiration\", \"ventilation\"],[\"trendsetter\", \"trendsetter\"],[\"pontiac\", \"pontiac\"],[\"bmw\", \"bmw\"],[\"subaru\", \"subaru\"],[\"audi\", \"audi\"],[\"a pipeline\", \"pipeline\"],[\"kerosene\", \"kerosene\"],[\"woodrow wilson\", \"wilson\"],[\"sean penn\", \"sean penn\"],[\"belgium\", \"belgium\"],[\"ryan o neal\", \"ryan oneil\"],[\"felony\", \"felony\"],[\"rain man\", \"rain man\"],[\"all the presidents men\", \"all the presidents men\"],[\"tootsie\", \"tootsie\"],[\"midnight cowboy\", \"midnight cowboy\"],[\"wag the dog\", \"wag the dog\"],[\"the congressional medal of honor\", \"medal of honor\"],[\"land mines\", \"mines\"],[\"ted turner\", \"ted turner\"],[\"potomac\", \"potomac\"],[\"precedent\", \"precedent\"],[\"common law\", \"common law\"],[\"perjury\", \"perjury\"],[\"lilliputian\", \"liliputan\"],[\"stop lighttraffic signal\", \"traffic light\"],[\"thermometer\", \"thermometer\"],[\"velcro\", \"velcro\"],[\"an underclassman\", \"underclassman\"],[\"an undertaker\", \"undertaker\"],[\"the universe\", \"universe\"],[\"univac\", \"univac\"],[\"a calf\", \"calf\"],[\"rabbi\", \"rabbi\"],[\"parentheses\", \"parenthesis\"],[\"johnny appleseed john chapman\", \"johnny appleseed\"],[\"mousse\", \"mousse\"],[\"jefferson davis\", \"davis\"],[\"electrons\", \"electrons\"],[\"las vegas\", \"las vegas\"],[\"the halflife\", \"half life\"],[\"charleston\", \"charleston\"],[\"absolute zero\", \"zero kelvin\"],[\"new orleans\", \"new orleans\"],[\"amundsen\", \"roald amudsen\"],[\"a brotherhood\", \"brotherhood\"],[\"termites\", \"termites\"],[\"st petersburg\", \"st petersburg\"],[\"the league of nations\", \"the league of nations\"],[\"buffalo\", \"buffalo\"],[\"up\", \"up\"],[\"an umbrella\", \"umbrella\"],[\"the liver\", \"liver\"],[\"the barbary coast\", \"santa barbara\"],[\"barbels\", \"barbs\"],[\"barbados\", \"barbados\"],[\"islam\", \"islam\"],[\"tibet\", \"tibet\"],[\"voodoo\", \"voodoo\"],[\"amethyst\", \"amethyst\"],[\"albumen\", \"albumen\"],[\"marty mcfly\", \"marty fly\"],[\"treasure island\", \"island treasure\"],[\"foxtrot\", \"foxtrot\"],[\"binary code\", \"binary\"],[\"c\", \"c\"],[\"schwa\", \"schwa\"],[\"snow white\", \"snow white\"],[\"a snowman\", \"snowman\"],[\"the snows of kilimanjaro\", \"the snows of kilamanjaro\"],[\"theodore roosevelt\", \"teddy roosevelt\"],[\"old ironsides\", \"old ironsides\"],[\"boston common\", \"boston common\"],[\"the boston tea party\", \"boston tea party\"],[\"one if by land and two if by sea\", \"one if by land two if by sea\"],[\"scrabble\", \"scrabble\"],[\"nixon\", \"nixon\"],[\"john adams\", \"john adams\"],[\"theodore roosevelt\", \"roosevelt\"],[\"lisbon\", \"lisbon\"],[\"elephantom\", \"elephantom\"],[\"japan\", \"japan\"],[\"quarterbackpack\", \"quarterbackpack\"],[\"green\", \"green\"],[\"ears\", \"whiskers\"],[\"a siamese\", \"siamese\"],[\"cher\", \"cher\"],[\"bartenderizer\", \"bartenderizing\"],[\"joan crawford\", \"joan crawford\"],[\"the accused\", \"the accused\"],[\"moon\", \"the moon\"],[\"woody allen francis ford coppola martin scorsese\", \"martin scorsese and woody allen\"],[\"antarctica\", \"antarctica\"],[\"spring\", \"spring\"],[\"san jose\", \"san jose\"],[\"absence\", \"absence\"],[\"cleopatra\", \"cleopatra\"],[\"tokyo\", \"tokyo\"],[\"cleopatra\", \"cleopatra\"],[\"brussels\", \"brussels\"],[\"auckland\", \"auckland\"],[\"jerusalem\", \"jerusalem\"],[\"rome\", \"rome\"],[\"a helicopter\", \"helicopter\"],[\"morse code\", \"morse\"],[\"the bride of frankenstein\", \"bride of frankenstein\"],[\"being there\", \"being there\"],[\"nose\", \"nose\"],[\"the boys from brazil\", \"the boys from brazil\"],[\"stevie ray vaughan\", \"stevie ray vaughn\"],[\"ankle\", \"ankle\"],[\"the big sleep\", \"the big sleep\"],[\"barry lyndon\", \"barry lyndon\"],[\"acupuncture\", \"acupuncture\"],[\"the rolling stones\", \"rolling stones\"],[\"a wolf\", \"wolf\"],[\"gold key\", \"golden key\"],[\"alchemists\", \"alchemists\"],[\"sutures\", \"suture\"],[\"the navy bean\", \"navy bean\"],[\"el dorado\", \"el dorado\"],[\"teeth\", \"teeth\"],[\"don quixote\", \"don quixote\"],[\"quartz\", \"quartz\"],[\"milk duds\", \"milk duds\"],[\"dental floss\", \"floss\"],[\"guy fawkes\", \"guy fawkes\"],[\"cape canaveral\", \"cape canaveral\"],[\"an abacus\", \"abacus\"],[\"rock bottom\", \"rock bottom\"],[\"canapes\", \"canapé\"],[\"candystriper\", \"candystriper\"],[\"the rockefellers\", \"rockefeller\"],[\"little rock\", \"little rock\"],[\"mole\", \"mole\"],[\"the domesday book\", \"domesday\"],[\"sombrero\", \"sombrero\"],[\"lady godiva\", \"godiva\"],[\"vienna\", \"vienna\"],[\"lead\", \"lead\"],[\"pocahontas\", \"pocahontas\"],[\"taste buds\", \"tastebuds\"],[\"scurvy\", \"scurvy\"],[\"aluminum\", \"aluminum\"],[\"walking the plank\", \"walk the plank\"],[\"wedding crashers\", \"wedding crashers\"],[\"pilot\", \"pilot\"],[\"white rabbit\", \"white rabbit\"],[\"sweden\", \"sweden\"],[\"kill people\", \"people\"],[\"defibrillator\", \"defibrillator\"],[\"oahu\", \"oahu\"],[\"idaho\", \"idaho\"],[\"on the cob\", \"on the cob\"],[\"alimony\", \"alimony\"],[\"roosevelt\", \"rose\"],[\"samurai\", \"samurai\"],[\"amanda\", \"amanda\"],[\"fettucine alfredo\", \"alfredo\"],[\"walk like an egyptian\", \"walk like an egyptian\"],[\"andrew\", \"andrew\"],[\"a compass\", \"compass\"],[\"a werewolf\", \"werewolf\"],[\"cowardly lion\", \"cowardly lion\"],[\"drum\", \"drum\"],[\"leo the lion\", \"leo\"],[\"rodents\", \"rodents\"],[\"redcoats\", \"red coats\"],[\"simba\", \"simba\"],[\"wasabi\", \"wasabi\"],[\"alabama and georgia\", \"alabama georgia\"],[\"asset\", \"asset\"],[\"tequila\", \"tequila\"],[\"red carpet\", \"red carpet\"],[\"dividends\", \"dividends\"],[\"a didgeridoo\", \"didgeridoo\"],[\"julie newmar\", \"julie newmar\"],[\"100000\", \"100000\"],[\"a foundry\", \"foundry\"],[\"the rock\", \"the rock\"],[\"unanimous\", \"unanimous\"],[\"red hot\", \"red hot\"],[\"the phantom\", \"the phantom\"],[\"freddie mac\", \"freddie mac\"],[\"the birdcage\", \"the birdcage\"],[\"sequestering\", \"sequestraion\"],[\"synthesizer\", \"synthesizer\"],[\"auguste rodin\", \"rodan\"],[\"martin\", \"martin\"],[\"raphael\", \"raphael\"],[\"litter liter\", \"liter litter\"],[\"latte late\", \"late latte\"],[\"speedy gonzales\", \"speedy gonzalez\"],[\"cutter cuter\", \"cuter cutter\"],[\"astro\", \"astro\"],[\"a flange\", \"flange\"],[\"matter mater\", \"matter mater\"],[\"chinese\", \"chinese\"],[\"dutch\", \"dutch\"],[\"julie andrews\", \"julie andrews\"],[\"joe dimaggio\", \"joe dimaggio\"],[\"rosebud\", \"rosebud\"],[\"kryptonite\", \"kryptonite\"],[\"a giraffe\", \"giraffe\"],[\"red herring\", \"red herring\"],[\"canola oil\", \"canola\"],[\"alfred hitchcock\", \"hitchcock\"],[\"american airlines\", \"american airlines\"],[\"uranium\", \"uranium\"],[\"butterfly\", \"butterfly\"],[\"qantas\", \"qatar\"],[\"lufthansa\", \"lufthansa\"],[\"lassie\", \"lassie\"],[\"chocolate factory\", \"chocolate factory\"],[\"grease\", \"grease\"],[\"elizabeth ii\", \"elizabeth 2\"],[\"elizabeth i\", \"elizabeth 1\"],[\"victoria\", \"victoria\"],[\"george iii\", \"george iii\"],[\"break a leg!\", \"break a leg\"],[\"janet jackson\", \"janet jackson\"],[\"dressed to kill\", \"dressed to kill\"],[\"caracas\", \"caracas\"],[\"pick on somebody your own size\", \"pick on someone your own size\"],[\"vancouver\", \"vancouver\"],[\"a bird in the hand is worth two in the bush\", \"a bird in the hand is worth two in the bush\"],[\"birmingham alabama\", \"birmingham\"],[\"the mount of olives\", \"olives\"],[\"the opera aint over til the fat lady sings\", \"its not over until the fat lady sings\"],[\"charles schulz\", \"schultz\"],[\"yield\", \"yield\"],[\"wuthering heights\", \"wuthering heights\"],[\"demi moore\", \"demi moore\"],[\"kentucky\", \"tennessee\"],[\"space cowboys\", \"space cowboys\"],[\"michigan\", \"michigan\"],[\"patton\", \"patton\"],[\"hartford\", \"hartford\"],[\"a rug\", \"a rug\"],[\"ganges\", \"ganges\"],[\"punkd\", \"punkd\"],[\"gaza strip\", \"gaza strip\"],[\"gobi\", \"gobi\"],[\"galapagos islands\", \"galapagos\"],[\"jessica simpson\", \"jessica simpson\"],[\"te lawrence lawrence of arabia\", \"lawrence\"],[\"bolivar\", \"bolivar\"],[\"greek\", \"greek\"],[\"a midsummer nights dream\", \"midsummer nights dream\"],[\"the medicis\", \"m3dici\"],[\"aj\", \"aj\"],[\"a pension\", \"pension\"],[\"over the counter\", \"over the counter\"],[\"the dow jones\", \"dow jones\"],[\"airplane\", \"airplane\"],[\"a lockout\", \"lockout\"],[\"1989\", \"1988\"],[\"airplane\", \"plane\"],[\"the gatling gun\", \"gatling gun\"],[\"the beholder\", \"beholder\"],[\"plato\", \"plato\"],[\"a nurse\", \"nurse\"],[\"texas\", \"texas\"],[\"alaska\", \"alaska\"],[\"two of queens kings bronx new york and richmond\", \"queens and bronx\"],[\"the glass menagerie\", \"the glass menagerie\"],[\"utah\", \"utah\"],[\"south carolina\", \"south carolina\"],[\"halloween\", \"halloween\"],[\"robert redford\", \"robert redford\"],[\"deliverance\", \"deliverance\"],[\"yen\", \"yen\"],[\"commander in chief\", \"commander in chief\"],[\"sumo wrestling\", \"sumo\"],[\"ruble\", \"ruble\"],[\"pfennig\", \"pennie\"],[\"chanteuse\", \"chanteurlla\"],[\"lincoln\", \"lincoln\"],[\"palm tree\", \"palm tree\"],[\"tom sawyer\", \"tom sawyer\"],[\"the alternator\", \"alternator\"],[\"rehearsal\", \"rehearsal\"],[\"the clutch\", \"clutch\"],[\"a retort\", \"retort\"],[\"louis braille\", \"braille\"],[\"sam walton\", \"walton\"],[\"lice\", \"leese\"],[\"oxen\", \"oxen\"],[\"makes the heart grow fonder\", \"makes the heart grow fonder\"],[\"alumni\", \"alumni\"],[\"squid\", \"squids\"],[\"errata\", \"errati\"],[\"elementary my dear watson\", \"elementary my dear watson\"],[\"x\", \"x\"],[\"steak tartare\", \"steak tartare\"],[\"the solar system\", \"solar system\"],[\"nicaragua\", \"nicaragua\"],[\"dna\", \"dna\"],[\"vienna\", \"vienna\"],[\"lava\", \"lava\"],[\"typhoon\", \"typhoon\"],[\"greece\", \"greece\"],[\"fructose\", \"fructose\"],[\"bonfire\", \"bonfire\"],[\"matinee\", \"matinee\"],[\"macduff\", \"macduff\"],[\"mistress\", \"misters\"],[\"genghis khan\", \"kahn\"],[\"ruff\", \"ruff\"],[\"top cat\", \"top cat\"],[\"pumpernickel\", \"pumperknickel\"],[\"the bushmaster\", \"bushwanger\"],[\"a lump sum\", \"lump sum\"],[\"josie\", \"josie\"],[\"bushido\", \"bushido\"],[\"a bushing\", \"bushing\"],[\"ferdinand isabella\", \"ferdinand and issabella\"],[\"barcelona\", \"barcelona\"],[\"buffalo bills\", \"bills\"],[\"booze or ooze\", \"booze\"],[\"bump or ump\", \"bump\"],[\"joe montana\", \"montano\"],[\"begging or egging\", \"begging\"],[\"balms or alms\", \"balms\"],[\"balms or alms\", \"alarms\"],[\"nerf or foam rubber\", \"nerf\"],[\"nerf or foam rubber\", \"foam rubber\"],[\"john madden\", \"john madden\"],[\"rock or a stone\", \"rock\"],[\"india\", \"india\"],[\"zimbabwe\", \"zimbabwe\"],[\"micronesia\", \"micronesia\"],[\"chile\", \"chile\"],[\"tailbone\", \"tailbone\"],[\"spiderman friday\", \"spider man friday\"],[\"oxygen mask\", \"oxygen mask\"],[\"dairy queen elizabeth\", \"dairy queen elizabeth\"],[\"stiletto\", \"stiletto\"],[\"ponce de leon spinks\", \"ponce de leon spinks\"],[\"don\", \"don\"],[\"rhode island\", \"rhode island\"],[\"nevada\", \"nevada\"],[\"des moines\", \"des moines\"],[\"new jersey\", \"new york\"],[\"reagan\", \"ronald reagan\"],[\"a mammoth\", \"mammoth\"],[\"the equator\", \"the equator\"],[\"atoms\", \"atoms\"],[\"a cell\", \"cells\"],[\"laura ingalls wilder\", \"laura ingalls\"],[\"maryland\", \"maryland\"],[\"apex\", \"apex\"],[\"veterinarians\", \"vetinarians\"],[\"annex\", \"annex\"],[\"anticlimax\", \"anticlimax\"],[\"new orleans\", \"new orleans\"],[\"marykate and ashley olsen\", \"the olsen twins\"],[\"jesse owens\", \"jesse owens\"],[\"spike lee\", \"spike lee\"],[\"sikorsky\", \"sikorski\"],[\"license plates\", \"lisence plates\"],[\"muhammed\", \"the prophet mohammed\"],[\"john knox\", \"john knox\"],[\"glorious\", \"glorious\"],[\"the industrial revolution\", \"industrial\"],[\"the french revolution\", \"french\"],[\"cleopatras needle\", \"cleopatras needle\"],[\"shakers\", \"shakers\"],[\"compass\", \"compass\"],[\"yaw\", \"yaw\"],[\"xena warrior princess\", \"xena\"],[\"xavier\", \"xavier\"],[\"bats\", \"bats\"],[\"abel\", \"abel\"],[\"samsonite\", \"samsonite\"],[\"b\", \"b\"],[\"lego\", \"lego\"],[\"goliath\", \"goliath\"],[\"earth\", \"earth\"],[\"pepsi\", \"pepsi\"],[\"qtip\", \"q tip\"],[\"dna\", \"dna\"],[\"comet\", \"element\"],[\"jupiter\", \"jupiter\"],[\"peas\", \"pea\"],[\"venus serena williams\", \"serena\"],[\"pineapple\", \"pineapple\"],[\"jack kerouac\", \"karuak\"],[\"summa cum laude\", \"magna cum laude\"],[\"cogito ergo sum\", \"cogito ergo sum\"],[\"praise the lord or people that love\", \"paise the ord\"],[\"buddha\", \"buddha\"],[\"u2\", \"u2\"],[\"led zeppelin\", \"led zeppelin\"],[\"sommelier\", \"sommelier\"],[\"paypal\", \"paypal\"],[\"old faithful\", \"old faithful\"],[\"old wives tale\", \"old wives tale\"],[\"camelot\", \"camelot\"],[\"richard the lionhearted\", \"richard the lionheart\"],[\"julius caesar\", \"ceaser\"],[\"senate\", \"senate\"],[\"the deputy\", \"the deputy\"],[\"alexandria\", \"alexandria\"],[\"bazaar\", \"bazaar\"],[\"punic wars\", \"punic\"],[\"legend\", \"legend\"],[\"atrium\", \"atrium\"],[\"yahoo!\", \"yahoo\"],[\"king gillette\", \"gillette\"],[\"computers\", \"computers\"],[\"sony\", \"sony\"],[\"ornithology\", \"ornothography\"],[\"the control group\", \"control\"],[\"chlorophyll\", \"chlorophyll\"],[\"the nucleus\", \"nucleus\"],[\"heisenberg\", \"heisenberg\"],[\"ford\", \"ford\"],[\"hurricanes\", \"hurricanes\"],[\"ford\", \"ford\"],[\"kellogg\", \"kellogs\"],[\"gillette\", \"gilette\"],[\"qwest\", \"question\"],[\"dry ice\", \"dry ice\"],[\"dade\", \"dade\"],[\"isis\", \"isis\"],[\"cast away\", \"castaway\"],[\"medusa\", \"medusa\"],[\"meet the parents\", \"meet the parents\"],[\"24\", \"24\"],[\"the equator\", \"equator\"],[\"thomas jefferson\", \"jefferson\"],[\"m\", \"m\"],[\"k\", \"k\"],[\"the stratosphere\", \"stratosphere\"],[\"theodore roosevelt\", \"roosevelt\"],[\"the league of nations\", \"league of nations\"],[\"cuba\", \"cuba\"],[\"east india comapny\", \"east india\"],[\"gain\", \"gain\"],[\"vain\", \"drain\"],[\"thane\", \"dane\"],[\"brain\", \"pain\"],[\"the xfiles\", \"xfiles\"],[\"a xenophile\", \"xenophile\"],[\"headline\", \"headline\"],[\"a scoop\", \"scoop\"],[\"a beat\", \"beat\"],[\"the sources\", \"source\"],[\"the lead\", \"lede\"],[\"creekcreak\", \"creek\"],[\"xenon\", \"xenon\"],[\"boarbore\", \"boar\"],[\"cordchord\", \"chord\"],[\"gildguild\", \"guild\"],[\"meddlemedal\", \"meddle\"],[\"maxim\", \"maxim\"],[\"marcel proust\", \"proust\"],[\"marines\", \"marines\"],[\"mesa verde\", \"mesa verde\"],[\"1944\", \"1944\"],[\"ebay\", \"ebay\"],[\"1969\", \"1969\"],[\"1920\", \"1920\"],[\"wounded knee\", \"wounded knee\"],[\"ann landers\", \"anne flander\"],[\"vincent van gogh\", \"van gogh\"],[\"a lightning bug\", \"lightning bug\"],[\"lighthouse keeper\", \"lighthouse keeper\"],[\"chicago\", \"chicago\"],[\"salem\", \"salem\"],[\"new orleans\", \"new orleans\"],[\"elizabeth ii\", \"queen elizabeth ii\"],[\"dc\", \"dc\"],[\"gm\", \"gm\"],[\"ss\", \"ss\"],[\"gq\", \"gq\"],[\"persia\", \"persia\"],[\"the mayans\", \"mayans\"],[\"frank sinatra\", \"frank sinatra\"],[\"the saxons\", \"normans\"],[\"the animals\", \"the animals\"],[\"utah\", \"utah\"],[\"uganda\", \"uganda\"],[\"the united kingdom\", \"united kingdom\"],[\"industry\", \"industry\"],[\"sink them\", \"sink\"],[\"coconut\", \"coconut\"],[\"puerto rico\", \"puerto rico\"],[\"rum\", \"rum\"],[\"rabies\", \"rabies\"],[\"sheryl crow\", \"sheryl crowe\"],[\"mount st helens\", \"st helens\"],[\"times square\", \"times square\"],[\"artificial intelligence\", \"artificial intelligence\"],[\"a scoop\", \"scoop\"],[\"an allergy\", \"allergy\"],[\"a whistle\", \"whistle\"],[\"oreos\", \"oreo\"],[\"an alley oop\", \"alley oop\"],[\"bareback\", \"bareback\"],[\"lava\", \"lava\"],[\"a bail bond\", \"bail bond\"],[\"ball bearings\", \"ball bearing\"],[\"martha washington\", \"martha washington\"],[\"jackie kennedy\", \"jackie kennedy\"],[\"mary todd lincoln\", \"lincoln\"],[\"rosalynn carter\", \"carter\"],[\"mrs truman\", \"truman\"],[\"ebay\", \"ebay\"],[\"hong kong\", \"hong kong\"],[\"mexico\", \"mexico\"],[\"sink them\", \"sink them\"],[\"oreos\", \"oreos\"],[\"rook\", \"rook\"],[\"snow white\", \"snow white\"],[\"horse meat\", \"horse\"],[\"cleveland\", \"cleveland\"],[\"george michael\", \"george michel\"],[\"valdez\", \"valdez\"],[\"st louis\", \"st louis\"],[\"tokyo\", \"tokyo\"],[\"mexico city\", \"mexico city\"],[\"santiago\", \"santiago\"],[\"seizures\", \"seizures\"],[\"1941\", \"1937\"],[\"the addams family\", \"the addams family\"],[\"jack\", \"jack\"],[\"the brady bunch\", \"the brady bunch\"],[\"frasier\", \"frasier\"],[\"astronauts\", \"astronauts\"],[\"mars\", \"mars\"],[\"babe ruth\", \"babe ruth\"],[\"equilateral\", \"equilateral\"],[\"subtraction\", \"subtraction\"],[\"terrier\", \"terrier\"],[\"hollandaise sauce\", \"hollandaise\"],[\"tomatoes\", \"tomatoes\"],[\"pastrami\", \"pastrami\"],[\"a lobster\", \"lobster\"],[\"a novice\", \"novice\"],[\"an accomplice\", \"accomplice\"],[\"jaundice\", \"jaundice\"],[\"a harpoon\", \"harpoon\"],[\"a skirt\", \"skirt\"],[\"a belt\", \"belt\"],[\"veto\", \"veto\"],[\"rose\", \"rose\"],[\"yamaha\", \"yamaha\"],[\"penguin\", \"penguin\"],[\"australia\", \"australia\"],[\"hourglass\", \"hour glass\"],[\"july 4\", \"july 4\"],[\"byzantine empire\", \"holy roman empire\"],[\"crown roast\", \"crown\"],[\"curmudgeon\", \"curmudgeon\"],[\"8\", \"8\"],[\"carbon dioxide\", \"carbon dioxide\"],[\"fish\", \"fish\"],[\"the mastodon\", \"mastodon\"],[\"ultraviolet\", \"ultraviolet\"],[\"north america\", \"north america\"],[\"duckbilled\", \"duckbill\"],[\"fanatic\", \"fanatic\"],[\"exodus\", \"exodus\"],[\"hyperbole hyperbolic accepted\", \"hyperbole\"],[\"excalibur\", \"excalibur\"],[\"recapitulate\", \"recapitulate\"],[\"panorama or panoramic\", \"panoramic\"],[\"exhume\", \"extinguish\"],[\"disrespect\", \"disrespect\"],[\"the exponent\", \"exponent\"],[\"florida\", \"florida\"],[\"bug\", \"bug\"],[\"the post\", \"post\"],[\"gores doors\", \"gores doors\"],[\"miranda\", \"miranda\"],[\"robbing the cradle\", \"cradel robbing\"],[\"a granny knot\", \"granny\"],[\"stephen sondheim\", \"sondheim\"],[\"hitch\", \"hitch\"],[\"the 19th hole\", \"19th hole\"],[\"the photosphere\", \"troposphere\"],[\"the 19th hole\", \"19th hole\"],[\"a square knot\", \"square\"],[\"oregon\", \"oregon\"],[\"slack\", \"slack\"],[\"sifter\", \"sifter\"],[\"mt rushmore\", \"mount rushmore\"],[\"sifter\", \"sifter\"],[\"friction\", \"friction\"],[\"sage\", \"sage\"],[\"puss in boots\", \"puss in boots\"],[\"hershey\", \"hershey\"],[\"lewis clark\", \"lewis and clark\"],[\"the cheshire cat\", \"cheshire cat\"],[\"isabella\", \"elizabeth\"],[\"silent\", \"silent\"],[\"aclu american civil liberties union\", \"aclu\"],[\"calcium\", \"calcium\"],[\"aluminum\", \"aluminim\"],[\"wake up little susie\", \"wake up little suzy\"],[\"styrofoam\", \"styrofoam\"],[\"sex\", \"sex\"],[\"macbeth\", \"macbeth\"],[\"heart\", \"heart\"],[\"dirty harry\", \"midnight cowboy\"],[\"beer\", \"bier\"],[\"liver\", \"liver\"],[\"iron\", \"iron\"],[\"opening ceremony\", \"opening ceremonies\"],[\"a dollop\", \"dollop\"],[\"australia\", \"australia\"],[\"tortillas\", \"tortillas\"],[\"a salad dressing\", \"salad dressing\"],[\"dress rehearsal\", \"dress rehearshal\"],[\"a window dressing\", \"window dressing\"],[\"dressage\", \"dressage\"],[\"a star\", \"star\"],[\"roller coasters\", \"roller coaster\"],[\"mustardseed\", \"mustardseed\"],[\"the balance beam\", \"balance beam\"],[\"neon\", \"neon\"],[\"north atlantic treaty organization\", \"north american treaty organization\"],[\"richmond virginia\", \"virgina\"],[\"an electrocardiogram\", \"electrocardiogram\"],[\"iron\", \"iron\"],[\"light\", \"light\"],[\"neutrons\", \"neutron\"],[\"new amsterdam\", \"new amsterdam\"],[\"electron\", \"proton\"],[\"quarks\", \"quark\"],[\"spin\", \"spin\"],[\"new york\", \"new york\"],[\"dutch\", \"dutch\"],[\"russian\", \"russian\"],[\"english\", \"spanish\"],[\"italian\", \"italian\"],[\"death\", \"danger\"],[\"hogwash\", \"hogwash\"],[\"john lennon\", \"john lennon\"],[\"apostle\", \"apostle\"],[\"sean\", \"sean lennon\"],[\"toy dogs\", \"toy\"],[\"puttputt or miniature golf\", \"mini golf\"],[\"puttputt or miniature golf\", \"miniature golf\"],[\"puttputt or miniature golf\", \"puttputt\"],[\"hannah\", \"anna\"],[\"a dam\", \"dam\"],[\"memphis\", \"memphis\"],[\"colorado\", \"colorado\"],[\"the air force academy\", \"air force\"],[\"desi arnazricky ricardo\", \"ricky\"],[\"paul bunyan\", \"bunyan\"],[\"the dead sea\", \"dead sea\"],[\"the caspian sea\", \"caspian sea\"],[\"africa\", \"africa\"],[\"leeches\", \"leech\"],[\"the retina\", \"retina\"],[\"bunker water\", \"water\"],[\"atlantis\", \"atlantis\"],[\"bill cosby\", \"bill cosby\"],[\"sorry\", \"sorry\"],[\"democracy\", \"democracy\"],[\"the marseillaise\", \"la marseille\"],[\"lemony snicket\", \"lemony snicket\"],[\"silver medal\", \"silver\"],[\"usa\", \"usa\"],[\"argentina\", \"argentina\"],[\"st andrew\", \"saint andrew\"],[\"arthur c clarke\", \"clarke\"],[\"teepee\", \"teepee\"],[\"shake n bake\", \"shake bake\"],[\"a chill pill\", \"chill pill\"],[\"wifi\", \"wifi\"],[\"richard nixon\", \"nixon\"],[\"green\", \"green\"],[\"green onion\", \"green\"],[\"lions\", \"lions\"],[\"greens\", \"greens\"],[\"lions\", \"lions\"],[\"red\", \"green\"],[\"the st patricks day parade\", \"st patricks day\"],[\"the valentines day massacre\", \"st valentines day masacre\"],[\"belugas\", \"beluga\"],[\"hurricanes\", \"hurricanes\"],[\"a hookah\", \"hookah\"],[\"nein nine\", \"nine\"],[\"el l\", \"el\"],[\"the holy see\", \"holy see\"],[\"austin\", \"austin\"],[\"salem massachusetts\", \"salem\"],[\"hartford\", \"hartford\"],[\"dayton ohio\", \"dayton\"],[\"scrabble\", \"scrabble\"],[\"the mets\", \"mets\"],[\"the cardinals\", \"cardinals\"],[\"the rockies\", \"rockies\"],[\"latterday saints\", \"latter day saints\"],[\"hollandaise sauce\", \"hollandaise\"],[\"canon\", \"canon\"],[\"pumpernickel\", \"pumpernickel\"],[\"jainism\", \"jain\"],[\"gnocchi\", \"gnocchi\"],[\"the stump\", \"stump speach\"],[\"chad\", \"chad\"],[\"the boondocks\", \"boondocks\"],[\"redistricting\", \"redistricting\"],[\"silk\", \"silk\"],[\"heaven\", \"heaven\"],[\"aspen\", \"aspen\"],[\"pierre\", \"pierre\"],[\"san diego\", \"san diego\"],[\"erie\", \"erie\"],[\"new haven\", \"new haven\"],[\"san diego\", \"san diego\"],[\"usa\", \"usa\"],[\"anchor\", \"ancho\"],[\"rudder\", \"rudder\"],[\"port\", \"port\"],[\"trim\", \"trim\"],[\"world trade center\", \"world trade center\"],[\"frank lloyd wright\", \"frank lloyd wright\"],[\"devils tower\", \"devils tower\"],[\"geology\", \"geology\"],[\"psychology\", \"psychology\"],[\"miracles\", \"miracles\"],[\"paris hilton\", \"hilton\"],[\"madonna\", \"madana\"],[\"key west\", \"key west\"],[\"cordelia\", \"cordelia\"],[\"antony and cleopatra\", \"antony and cleopatra\"],[\"monty python and the holy grail\", \"monty pythons holy grail\"],[\"watership down\", \"watership down\"],[\"smokey the bear\", \"smokey bear\"],[\"alaska\", \"alaska\"],[\"the sierra nevada\", \"sierra nevada\"],[\"braid\", \"braid\"],[\"a bridesmaid\", \"bridesmaid\"],[\"prepaid\", \"prepaid\"],[\"a carpool\", \"carpool\"],[\"whirlpool\", \"whirlpool\"],[\"waylaid\", \"laid\"],[\"liverpool\", \"liverpool\"],[\"straitjacket\", \"strait jacket\"],[\"going over niagara falls\", \"go over niagara falls\"],[\"wax\", \"wax\"],[\"a papoose\", \"papoose\"],[\"life\", \"life\"],[\"a harpoon\", \"harpoon\"],[\"poodle skirts\", \"poodleskirts\"],[\"venus serena williams\", \"williams\"],[\"kerri strug\", \"kerri strug\"],[\"betty veronica\", \"betty and veronica\"],[\"scrooge mcduck\", \"scrooge mcduck\"],[\"batman\", \"batman\"],[\"all in the family\", \"all in the family\"],[\"mission impossible\", \"mission impossible\"],[\"sanford and son\", \"sanford and son\"],[\"kojak\", \"kojak\"],[\"the tooth fairy\", \"tooth fairy\"],[\"the rhine\", \"rhine\"],[\"alaska and hawaii\", \"alaska and hawaii\"],[\"michigan\", \"michigan\"],[\"nuclear\", \"nuclear\"],[\"ambidextrously\", \"ambidextrous\"],[\"marco polo\", \"marco polo\"],[\"soccer\", \"soccer\"],[\"car racing\", \"nascar\"],[\"dolly parton\", \"dolly parton\"],[\"pole vaulting\", \"pole vaulting\"],[\"baseball\", \"baseball\"],[\"the rough\", \"rough\"],[\"elisha otis\", \"otis\"],[\"cousteau\", \"cousteau\"],[\"australia\", \"australia\"],[\"a catoninetails\", \"cats tail\"],[\"the cue ball\", \"cue ball\"],[\"dracula\", \"dracula\"],[\"london\", \"london\"],[\"jerusalem\", \"jerusalem\"],[\"hamburg\", \"hamburg\"],[\"jesuits society of jesus\", \"jesuits\"],[\"changing water into wine\", \"walking on water\"],[\"persia\", \"persia\"],[\"alaska\", \"alaska\"],[\"international\", \"international\"],[\"american airlines\", \"american\"],[\"the periodic table of elements\", \"periodic table\"],[\"organic chemistry\", \"organic\"],[\"runs batted in\", \"runs batted in\"],[\"an isotope\", \"an isotope\"],[\"a centrifuge\", \"a centrifuge\"],[\"violin\", \"violin\"],[\"cornerbacks\", \"quarterback\"],[\"80\", \"80\"],[\"a shrimp\", \"shrimp\"],[\"maryland\", \"maryland\"],[\"habeas corpus\", \"hands corpus\"],[\"montana\", \"montana\"],[\"pro bono\", \"pro bono\"],[\"massachusetts\", \"massachusetts\"],[\"sound pollution or noise pollution\", \"noise pollution\"],[\"sound pollution or noise pollution\", \"sound pollution\"],[\"georgia alabama\", \"georgia and alabama\"],[\"navidad\", \"navidad\"],[\"apex\", \"apex\"],[\"matador\", \"matador\"],[\"annex\", \"annex\"],[\"a dime\", \"dime\"],[\"spain\", \"spain\"],[\"mississippi river\", \"mississippi\"],[\"saint petersburg\", \"saint petersburg\"],[\"saint andrews\", \"saint\"],[\"indiana\", \"indiana\"],[\"saint paul\", \"st paul\"],[\"e\", \"e\"],[\"florida\", \"florida\"],[\"the cascades\", \"the rockies\"],[\"saint louis\", \"st cloud\"],[\"survivor\", \"survivor\"],[\"the apprentice\", \"the apprentice\"],[\"ireland\", \"ireland\"],[\"new zealand\", \"england\"],[\"extreme makeover home edition\", \"extreme home makeover\"],[\"blizzard\", \"blizzard\"],[\"the sunflower\", \"sunflower\"],[\"a mole\", \"mole\"],[\"dr martin luther king jr\", \"martin luther king jr\"],[\"a mole\", \"mole\"],[\"a lizard\", \"lizard\"],[\"the teamsters\", \"teamsters\"],[\"fossil fuels\", \"fossil fuels\"],[\"federation\", \"federated\"],[\"william henry harrison\", \"william henry harrisdon\"],[\"writers guild of america\", \"writers guild\"],[\"brag\", \"brag\"],[\"brag\", \"brag\"],[\"bouncer\", \"bouncer\"],[\"an electron\", \"neutron\"],[\"military intelligence\", \"intelligence\"],[\"guest host\", \"permanent guest host\"],[\"sweet sorrow\", \"sweet sorrow\"],[\"saudi arabia\", \"saudi arabia\"],[\"act naturally\", \"act naturally\"],[\"cast away\", \"castaway\"],[\"eddie murphy\", \"eddie murphy\"],[\"kyoto tokyo\", \"tokyo asnd kyotyo\"],[\"meet the parents\", \"meet the parents\"],[\"blues brothers 2000\", \"blues brothers\"],[\"key\", \"key\"],[\"a duchy\", \"duchy\"],[\"porcupines\", \"porcupine\"],[\"winking\", \"wink\"],[\"africa\", \"africa\"],[\"where your mouth is\", \"where your mouth is\"],[\"teeth\", \"teeth\"],[\"a kiss\", \"kiss\"],[\"uncle sam\", \"uncle sam\"],[\"manatees\", \"manatees\"],[\"bruce springsteen\", \"bruce springsteen\"],[\"ming\", \"mink\"],[\"warsaw\", \"warsaw\"],[\"worms\", \"worm\"],[\"seal\", \"seal\"],[\"star trek the next generation\", \"star trek the next generation\"],[\"sydney\", \"sydney\"],[\"a shire\", \"shire\"],[\"aster\", \"aster\"],[\"the three stooges\", \"three stooges\"],[\"the throat\", \"throat\"],[\"directions\", \"directions\"],[\"testosterone\", \"testosterone\"],[\"krusty\", \"krusty\"],[\"the exorcist\", \"exorcist\"],[\"british airways\", \"british airways\"],[\"russia\", \"russia\"],[\"china\", \"china\"],[\"a sandwich\", \"sandwich\"],[\"costa del sol\", \"costa del sol\"],[\"kiss her\", \"kiss\"],[\"ming\", \"ming\"],[\"cast away\", \"castaway\"],[\"leather\", \"leather\"],[\"kentucky\", \"kentucky\"],[\"maine\", \"maine\"],[\"ford\", \"ford\"],[\"jeep\", \"jeep\"],[\"chevrolet\", \"chevrolet\"],[\"nissan\", \"nissan\"],[\"grandmaster\", \"grand master\"],[\"keyboard\", \"keyboard\"],[\"on the donkey\", \"donkey\"],[\"a rampart\", \"rampart\"],[\"the grand canal in venice\", \"grand canyon\"],[\"keystone\", \"keystone\"],[\"ramifications\", \"rampant\"],[\"latchkey\", \"latchkey\"],[\"france\", \"france\"],[\"hawaii\", \"hawaii\"],[\"doohickey\", \"doohickey\"],[\"sardinia\", \"sardinia\"],[\"stradivarius\", \"strahovski\"],[\"the charleston\", \"charleston\"],[\"tommy lee jones will smith\", \"will smith tommy lee jones\"],[\"gold\", \"gold\"],[\"origin of species\", \"origin of species\"],[\"daddy day care\", \"daddy day care\"],[\"song of solomon\", \"song of solomon\"],[\"big fish\", \"big fish\"],[\"johnny\", \"johnny\"],[\"scott\", \"scott\"],[\"mind\", \"mind\"],[\"drew\", \"drew\"],[\"o little town of bethlehem\", \"o little town of bethlehem\"],[\"town halls\", \"town hall\"],[\"confucius\", \"confucius\"],[\"townshend\", \"townshend\"],[\"que sera sera\", \"que sera\"],[\"sic semper tyrannis\", \"sic semper tyrannis\"],[\"jennifer\", \"jennifer\"],[\"idina menzel\", \"menzel\"],[\"panini\", \"panini\"],[\"mayonnaise\", \"mayonaisse\"],[\"iran\", \"iran\"],[\"hoagie\", \"hoagie\"],[\"mantle\", \"mantle\"],[\"ashtray\", \"ashtray\"],[\"snail\", \"snails\"],[\"iron\", \"iron\"],[\"freezer\", \"freezer\"],[\"salt\", \"salt\"],[\"a drill\", \"drill\"],[\"helsinki\", \"helsinki\"],[\"purse\", \"purse\"],[\"paddys\", \"paddy\"],[\"an actor\", \"actor\"],[\"india\", \"india\"],[\"louisiana purchase\", \"louisiana purchace\"],[\"calvin coolidge\", \"coolidge\"],[\"montreal\", \"montreal\"],[\"australia\", \"australia\"],[\"julia roberts\", \"julia roberts\"],[\"jeff goldblum\", \"jeff goldblum\"],[\"ayn rand\", \"ayn rand\"],[\"speaker of the house\", \"speaker of the house\"],[\"marilyn monroe\", \"marilyn monroe\"],[\"copenhagen\", \"copenhagen\"],[\"roanoke\", \"roanoke\"],[\"nelson mandela\", \"nelson mandela\"],[\"like father like son\", \"like father like son\"],[\"actions speak louder than words\", \"actions speak louder than words\"],[\"always look on the bright side\", \"always look on the bright side\"],[\"better late than never\", \"better late than never\"],[\"healing\", \"healing\"],[\"1984\", \"1984\"],[\"1988\", \"1988\"],[\"1981\", \"1984\"],[\"german\", \"german\"],[\"japanese\", \"japanese\"],[\"mcdonalds\", \"mcdonalds\"],[\"alarm\", \"alarm\"],[\"wendys\", \"wendys\"],[\"autumn\", \"autumn\"],[\"burger king\", \"burger king\"],[\"chesapeake bay\", \"chesapeake\"],[\"i love lucy\", \"i love lucy\"],[\"arbys\", \"arbys\"],[\"inaugural day\", \"inauguration day\"],[\"the outback\", \"outback\"],[\"the adventures of superman\", \"the adventures of superman\"],[\"an incision\", \"incision\"],[\"my mother the car\", \"my mother the car\"],[\"auctions\", \"auction\"],[\"george costanza on seinfeld\", \"george costanza\"],[\"amazon\", \"amazon\"],[\"alaska\", \"alaska\"],[\"the ampere\", \"amp\"],[\"new orleans\", \"new orleans\"],[\"jolly\", \"jolly green giant\"],[\"antwerp\", \"antwerp\"],[\"the jews\", \"jews\"],[\"buddha\", \"buddha\"],[\"jesse owens\", \"jessie jackson\"],[\"russia\", \"russia\"],[\"spike lee\", \"spike lee\"],[\"the hail mary or ave maria\", \"hail mary\"],[\"joe cocker spaniel\", \"cocker\"],[\"detroit\", \"detroit\"],[\"amazon\", \"amazon\"],[\"an albino rhino\", \"albino rhino\"],[\"american samoa\", \"american samoa\"],[\"bacon\", \"bacon\"],[\"china\", \"vhina\"],[\"aluminum\", \"aluminum\"],[\"pizza hut\", \"pizza hut\"],[\"a stroke\", \"stroke\"],[\"biography autobiography\", \"biography\"],[\"marinate\", \"marinade\"],[\"time warner\", \"time warner\"],[\"peanut butter and jelly\", \"peanut butter and jelly\"],[\"navy gravy\", \"navy gravy\"],[\"density\", \"density\"],[\"prostate\", \"prostate\"],[\"delta airlines\", \"delta\"],[\"do not resuscitate\", \"do not resuscitate\"],[\"footloose\", \"footloose\"],[\"lobster\", \"lobster\"],[\"capella a cappella accepted\", \"capela\"],[\"the nobel prize in literature\", \"nobel\"],[\"ulna\", \"ulna\"],[\"europe\", \"europe\"],[\"colonel\", \"corporal\"],[\"animal house\", \"animal house\"],[\"el dorado\", \"el dorado\"],[\"sacramento\", \"sacramento\"],[\"seattle spokane\", \"seattle\"],[\"indianapolis\", \"indianapolis\"],[\"buffalo bill cody\", \"bill hickock\"],[\"billy budd\", \"bill\"],[\"slavery\", \"slavery\"],[\"bill mauldin\", \"bill m\"],[\"eli whitney\", \"eli whitney\"],[\"a firewall\", \"firewall\"],[\"aerosol\", \"aerosol\"],[\"vinegar\", \"vinegar\"],[\"rumble!\", \"rumble\"],[\"patty\", \"patty\"],[\"head\", \"head\"],[\"the 1st amendment\", \"the first amendment\"],[\"the power rangers\", \"power rangers\"],[\"digital monsters\", \"digital monsters\"],[\"a chainsaw\", \"chainsaw\"],[\"an anvil\", \"anvil\"],[\"brazil\", \"brazil\"],[\"marble cake\", \"marble\"],[\"the bass\", \"bassist\"],[\"the tambourine\", \"tamborine\"],[\"cocked\", \"cock\"],[\"the white\", \"egg white\"],[\"king kong\", \"king kong\"],[\"frankenstein\", \"frankenstein\"],[\"epiphany\", \"epiphany\"],[\"an incision\", \"incision\"],[\"feliz navidad\", \"feliz navidad\"],[\"sunday driver\", \"sunday driver\"],[\"red green\", \"red and green\"],[\"mistletoe\", \"mistletoe\"],[\"french horn\", \"french horn\"],[\"the outback\", \"the outback\"],[\"birds and the bees\", \"birds and bees\"],[\"the gander\", \"gander\"],[\"the cuckoo\", \"cuckoo\"],[\"a crow\", \"crow\"],[\"the jet propulsion lab\", \"jet propulsion laboratory\"],[\"habitat for humanity\", \"habitat for humanity\"],[\"jamba juice\", \"jamba juice\"],[\"julius caesar\", \"caesar\"],[\"silk\", \"silk\"],[\"alexander the great\", \"alexander\"],[\"hammurabi\", \"hamurabi\"],[\"lady nancy witcher astor\", \"thatcher\"],[\"dow jones\", \"dow jones\"],[\"dr jekyll\", \"dr jekyll\"],[\"don juan\", \"doc jones\"],[\"quebec\", \"quebec\"],[\"a quasar\", \"quark\"],[\"quid pro quo\", \"quid pro quo\"],[\"smith wesson\", \"smith and wesson\"],[\"derringer\", \"derringer\"],[\"winchester\", \"winchester\"],[\"australia\", \"australia\"],[\"nigeria\", \"nigeria\"],[\"california\", \"california\"],[\"the bermuda triangle\", \"bermuda triangle\"],[\"grapes\", \"grapes\"],[\"devilled\", \"deviled\"],[\"au jus\", \"au jus\"],[\"sprite\", \"sprite\"],[\"cnn\", \"cnn\"],[\"pharaoh\", \"pharaoh\"],[\"ups\", \"ups\"],[\"philadelphia\", \"philadelphia\"],[\"can you hear me now\", \"can you hear me now\"],[\"photosynthesis\", \"photosynthesis\"],[\"mobile\", \"mobile\"],[\"victoria\", \"victoria\"],[\"toronto\", \"toronto\"],[\"alaska\", \"alaska\"],[\"edmonton\", \"edmonton\"],[\"africa\", \"africa\"],[\"the longest yard\", \"the longest yard\"],[\"happy gilmore\", \"happy gilmore\"],[\"earth sun\", \"earth and sun\"],[\"gravity\", \"gravity\"],[\"ted turner\", \"turner\"],[\"epcot\", \"epcot\"],[\"the english channel\", \"british channel\"],[\"paris\", \"paris\"],[\"antarctica\", \"antarctica\"],[\"wings\", \"wings\"],[\"ambulances\", \"ambulence\"],[\"indiana jones\", \"indians jones\"],[\"backgammon\", \"backgammon\"],[\"the gobi desert\", \"ghobi\"],[\"johnny depp\", \"johnny depp\"],[\"nissan\", \"nissan\"],[\"destinys child\", \"destinys child\"],[\"pink\", \"pink\"],[\"the adventures of superman\", \"the adventures of superman\"],[\"my mother the car\", \"my mother the car\"],[\"an equal opposite reaction\", \"newtons third law\"],[\"halleys comet\", \"haleys comet\"],[\"cappuccino\", \"capuchinno\"],[\"poppies\", \"popeyes\"],[\"morph\", \"morph\"],[\"ronald reagan\", \"donald trump\"],[\"the perseids\", \"perseids\"],[\"george w bush\", \"george w bush\"],[\"the texas rangers\", \"texas rangers\"],[\"hawaii\", \"hawaii\"],[\"squid\", \"squid\"],[\"betsy ross\", \"betsy ross\"],[\"n\", \"n\"],[\"expecting\", \"expecting\"],[\"an ion\", \"ion\"],[\"getty center\", \"getty\"],[\"oscar\", \"oscar\"],[\"origami\", \"origami\"],[\"copper\", \"copper\"],[\"potassium\", \"potassium\"],[\"plutonium\", \"uranium\"],[\"a lumberjack\", \"lumberjack\"],[\"hook\", \"hook\"],[\"the land rover\", \"land rover\"],[\"pearl\", \"pearl\"],[\"jade\", \"jade\"],[\"diamond\", \"diamond\"],[\"amethyst\", \"amethyst\"],[\"sapphire\", \"sapphire\"],[\"the catcher in the rye\", \"catcher in the rye\"],[\"leo tolstoy\", \"leo tolstoy\"],[\"russia\", \"russia\"],[\"amazon\", \"amazon\"],[\"american samoa\", \"american samoa\"],[\"islam\", \"islam\"],[\"buddhism\", \"buddhism\"],[\"baton\", \"baton\"],[\"hinduism\", \"hindu\"],[\"astronauts\", \"astronauts\"],[\"liberty bell\", \"liberty bell\"],[\"anne frank\", \"anne frank\"],[\"kempt\", \"kempt\"],[\"walk in space\", \"moonwalk\"],[\"hot\", \"hot\"],[\"arthur clarke\", \"clarke\"],[\"galapagos islands\", \"galapagos\"],[\"theodore roosevelt\", \"roosevelt\"],[\"evolution\", \"evolution\"],[\"15th amendment\", \"amendment\"],[\"the donkey and the elephant\", \"elephant and donkey\"],[\"the olympics\", \"olympics\"],[\"quid pro quo\", \"quid pro quo\"],[\"back to the future\", \"back to the future\"],[\"godzilla\", \"godzilla\"],[\"time machine\", \"time machine\"],[\"murphy brown or murphys law\", \"murphys law\"],[\"jackson pollock\", \"jackson pollack\"],[\"the crucible\", \"crucible\"],[\"ask amy\", \"ask annie\"],[\"europe asia\", \"europe and asia\"],[\"caliph\", \"alah\"],[\"rush hour\", \"rush hour\"],[\"manhour\", \"man hour\"],[\"zero hour\", \"zero hour\"],[\"the desperate hours\", \"horror hour\"],[\"the village people\", \"the village people\"],[\"kiss\", \"kiss\"],[\"dr seuss\", \"dr suess\"],[\"doublemint gum\", \"doublemint\"],[\"full house\", \"full house\"],[\"recall\", \"renounce\"],[\"house senate\", \"house and senate\"],[\"the world cup\", \"world cup\"],[\"slavery\", \"slavery\"],[\"fallout shelters\", \"fallout shelter\"],[\"dandelion\", \"dandelion\"],[\"bart simpson\", \"bart simpson\"],[\"trucks\", \"trucks\"],[\"jack\", \"jack nicholson\"],[\"tin\", \"tin\"],[\"mandarin\", \"mandirin\"],[\"puttputt or miniature golf\", \"mini golf\"],[\"0\", \"0\"],[\"gaescalator\", \"escalator\"],[\"london\", \"london\"],[\"quasimodo\", \"quasi modo\"],[\"the question\", \"question\"],[\"quebec\", \"quebec\"],[\"the quakers\", \"quaker\"],[\"fibrillation\", \"defibriilation\"],[\"music downloads\", \"downloads\"],[\"brillo\", \"brillo pads\"],[\"a cell\", \"cell\"],[\"a dialysis machine\", \"dialysis\"],[\"addition\", \"addition\"],[\"dell\", \"dell\"],[\"knell toll\", \"knell\"],[\"treadmill\", \"treadmill\"],[\"jane austen\", \"jane austen\"],[\"oxycontin\", \"oxycotin\"],[\"ritalin\", \"ritalin\"],[\"lima\", \"lima\"],[\"welsh\", \"welsh\"],[\"the flamingo\", \"flamingo\"],[\"south africa\", \"south africa\"],[\"mgm\", \"mgm\"],[\"russia\", \"russia\"],[\"president\", \"president\"],[\"little rock\", \"little rock\"],[\"jackson\", \"jacksonville\"],[\"louisiana\", \"louisiana\"],[\"solarpowered vehicle\", \"solar\"],[\"kfc\", \"kfc\"],[\"mcdonalds\", \"mcdonalds\"],[\"barry goldwater\", \"goldwater\"],[\"ronald reagan\", \"reagan\"],[\"a foot\", \"foot\"],[\"curie\", \"curie\"],[\"liberty bell\", \"liberty bell\"],[\"crucifixion\", \"crucifixion\"],[\"africa\", \"africa\"],[\"the earth\", \"earth\"],[\"180\", \"180\"],[\"9\", \"9\"],[\"120\", \"120\"],[\"32\", \"32\"],[\"second punic war\", \"punic war\"],[\"uma thurman\", \"uma\"],[\"soot sot\", \"soot\"],[\"droop drop\", \"drop\"],[\"lash\", \"lash\"],[\"malt liquor\", \"malt\"],[\"malfeasance\", \"malpractice\"],[\"malaise\", \"mal\"],[\"malawi\", \"mal\"],[\"table of contents\", \"table\"],[\"table of contents\", \"table\"],[\"table hopping\", \"table\"],[\"turn the tables\", \"table\"],[\"table tennis\", \"table\"],[\"drink him under the table\", \"table\"],[\"new zealand\", \"new\"],[\"the black hole\", \"black\"],[\"the black bird\", \"black\"],[\"san francisco\", \"san francisco\"],[\"1974\", \"1974\"],[\"oklahoma!\", \"oklahoma!\"],[\"new jersey\", \"new jersey\"],[\"montana\", \"montana\"],[\"long island sound\", \"long island sound\"],[\"arkansas\", \"arkansas\"],[\"north carolina\", \"north carolina\"],[\"louisiana\", \"louisiana\"],[\"kentucky\", \"kentukcy\"],[\"oklahoma\", \"oklahoma\"],[\"georgia\", \"georgis\"],[\"fraction\", \"fraction\"],[\"furlong\", \"furlong\"],[\"fathom\", \"fathom\"],[\"factor\", \"factor\"],[\"finite\", \"finite\"],[\"las vegas\", \"las vegas\"],[\"honolulu\", \"honolulu\"],[\"lincoln\", \"lincoln\"],[\"the manhattan indians\", \"manhattan\"],[\"caddy\", \"caddy\"],[\"all in the family\", \"all in the family\"],[\"pride and prejudice\", \"pride and prejudice\"],[\"the heart\", \"heart\"],[\"magnolia\", \"magnolia\"],[\"james k polk\", \"polk\"],[\"cinderella\", \"cinderella\"],[\"the lion king\", \"lion king\"],[\"doctor zhivago\", \"dr zhiviago\"],[\"clinton\", \"clinton\"],[\"ivan iii\", \"ivan\"],[\"hercules\", \"hercules\"],[\"loki\", \"loki\"],[\"a dark shark\", \"dark shark\"],[\"a snake cake\", \"snake cake\"],[\"a shaven raven\", \"shaven raven\"],[\"paris\", \"paris\"],[\"portauprince\", \"port au prince\"],[\"break a leg!\", \"break a leg\"],[\"sales tax\", \"sales\"],[\"tax freedom day\", \"tax day\"],[\"opportunistic\", \"opportunistic\"],[\"earwax\", \"earwax\"],[\"forceps\", \"forceps\"],[\"a tick\", \"ticks\"],[\"a mammogram\", \"mammogram\"],[\"sickle cell anemia\", \"sickle cell anemia\"],[\"poor richards almanack\", \"poor richards almanack\"],[\"catherine the great\", \"catherine the great\"],[\"pigeon\", \"pigeon\"],[\"a sturgeon\", \"sturgeon\"],[\"a bourgeois\", \"bourgeoisie\"],[\"may\", \"may\"],[\"silver\", \"silver\"],[\"ear drops\", \"ear drops\"],[\"dry cleaners\", \"dry cleaning\"],[\"epilepsy\", \"epilepsy\"],[\"an epilogue\", \"epilogue\"],[\"an epidemic\", \"epidemic\"],[\"danny glover\", \"danny glover\"],[\"barry goldwater\", \"goldwater\"],[\"braid\", \"braid\"],[\"chinese\", \"chinese\"],[\"dutch\", \"ditch\"],[\"greek\", \"greek\"],[\"iran\", \"iran\"],[\"adam\", \"adam\"],[\"gorilla\", \"gorilla\"],[\"water wings\", \"floaters\"],[\"a spectator sport\", \"spectator sport\"],[\"a fuse\", \"fusible\"],[\"taxi driver\", \"taxi driver\"],[\"ford\", \"ford\"],[\"equator\", \"ecuator\"],[\"elbow grease\", \"elbow grease\"],[\"a ukulele\", \"ukelele\"],[\"ub40\", \"ub40\"],[\"uranus\", \"uranus\"],[\"april fools day\", \"april fools day\"],[\"cotton\", \"cotton\"],[\"a leopard\", \"leopard\"],[\"suspenders\", \"suspenders\"],[\"evelyn\", \"evelyn waugh\"],[\"manhattan\", \"manhattan\"],[\"dumbo jumbo\", \"dumbo dunbo\"],[\"transcribe\", \"transcribe\"],[\"madagascar\", \"madagascar\"],[\"zoolander\", \"zoolander\"],[\"a pole\", \"dipole\"],[\"entropy\", \"entropy\"],[\"an insulator\", \"insulator\"],[\"japan\", \"kapan\"],[\"spain\", \"spain\"],[\"switzerland\", \"switzerland\"],[\"thursday\", \"thursday\"],[\"biography\", \"biography\"],[\"adverbs\", \"adverbs\"],[\"petrified\", \"petrified\"],[\"a head wind\", \"wind\"],[\"the headliner\", \"head singer\"],[\"headquarters\", \"head\"],[\"a headmaster\", \"head\"],[\"andes\", \"andes\"],[\"praying mantis\", \"praying mantis\"],[\"cricketscicadas\", \"crickets\"],[\"reggie jackson\", \"reggie jackson\"],[\"dow jones\", \"dow jones\"],[\"a lemonade stand\", \"lemonade\"],[\"yolk\", \"a yolk\"],[\"abraham\", \"abraham\"],[\"new jersey\", \"new jersey\"],[\"oregon\", \"oregon\"],[\"louisiana\", \"louisiana\"],[\"jackie kennedy\", \"jackie kennedy\"],[\"missouri\", \"missouri\"],[\"alaska\", \"arkansas\"],[\"armstrong\", \"armstrong\"],[\"atomicnuclear\", \"atomic\"],[\"mit\", \"mit\"],[\"fdr\", \"fdr\"],[\"dwight d eisenhower\", \"eisenhower\"],[\"john adams\", \"adams\"],[\"idaho\", \"idaho\"],[\"georgia\", \"georgia\"],[\"florida\", \"florida\"],[\"new jersey\", \"new jersey\"],[\"four bits\", \"four bits\"],[\"four of a kind\", \"four of a kind\"],[\"fourinhand\", \"four in hand\"],[\"kate hepburn\", \"hepburn\"],[\"berlin\", \"berlin\"],[\"duels\", \"duels\"],[\"kaiser william ii\", \"kaiser wilhelm\"],[\"helen hunt\", \"helen hunt\"],[\"the fly\", \"the fly\"],[\"pepper\", \"powder\"],[\"metric\", \"metric\"],[\"cease desist\", \"cease and desist\"],[\"rudyard kipling\", \"kipling\"],[\"war and peace\", \"war peace\"],[\"masque of the red death\", \"the masque of the red death\"],[\"sinclair lewis\", \"sinclair lewis\"],[\"aldous huxley\", \"huxley\"],[\"merlin\", \"merlin\"],[\"david copperfield\", \"copperfield\"],[\"penn teller\", \"penn teller\"],[\"raisins\", \"raisins\"],[\"martha washington\", \"washington\"],[\"mary todd lincoln\", \"lincoln\"],[\"rosalynn carter\", \"carter\"],[\"mrs truman\", \"truman\"],[\"jennifer aniston\", \"jennifer aniston\"],[\"kelloggs\", \"kelloggs\"],[\"campbells\", \"campbell\"],[\"hellmanns\", \"hellmans\"],[\"dodge\", \"dodge\"],[\"charles schulz\", \"charles shultz\"],[\"demi moore\", \"demi moore\"],[\"michael j fox\", \"michael fox\"],[\"chocolate chips\", \"chocolate\"],[\"pebbles\", \"pebbles\"],[\"an antibiotic\", \"antibiotic\"],[\"an autobiography\", \"autobiography\"],[\"judaism\", \"judaism\"],[\"soy\", \"soy\"],[\"cum\", \"cum\"],[\"jackie robinson\", \"robinson\"],[\"vanessa williams\", \"vanessa william\"],[\"sidney poitier\", \"sidney poiter\"],[\"the underground railroad\", \"underground railroad\"],[\"yahoo!\", \"yahoo\"],[\"yarmulke\", \"yarmulke\"],[\"yada yada yada\", \"yada yada yada\"],[\"cocacola\", \"coca cola\"],[\"the wishbone\", \"wishbone\"],[\"a fourleaf clover\", \"four leaf clover\"],[\"a black cat\", \"black cat\"],[\"a mirror\", \"mirror\"],[\"a ladder\", \"ladder\"],[\"detroit\", \"detroit\"],[\"the berenstain bears\", \"bears\"],[\"clams\", \"clams\"],[\"cash\", \"cash\"],[\"rash\", \"rash\"],[\"dash\", \"dash\"],[\"flash\", \"flash\"],[\"hash\", \"hash\"],[\"money\", \"money\"],[\"ears\", \"ears\"],[\"ohio\", \"ohio\"],[\"christo\", \"christo\"],[\"david bengurion\", \"ben gurion\"],[\"i want to hold your hand\", \"i want to hold your hand\"],[\"cant buy me love\", \"money cant buy me love\"],[\"hawaii\", \"hawaii\"],[\"fw woolworth\", \"woolworth\"],[\"a monkey wrench\", \"monkey wrench\"],[\"canterbury tales\", \"canterbury tales\"],[\"sportscenter\", \"sportscenter\"],[\"peyton manning\", \"manning\"],[\"espn classic\", \"espn classic\"],[\"babe ruth michael jordan muhammad ali\", \"ruth jordan ali\"],[\"the yankees the mets the red sox\", \"mets yankees red sox\"],[\"poseidon\", \"poseiden\"],[\"the jackal\", \"jackyl\"],[\"jason\", \"jason\"],[\"mars\", \"mars\"],[\"carbon\", \"carbom\"],[\"diamonds are forever\", \"diamonds are forever\"],[\"one carat\", \"carat\"],[\"wine\", \"wine\"],[\"an air show\", \"air show\"],[\"santa catalina island\", \"catalina\"],[\"the cat in the hat\", \"cat in the hat\"],[\"a tiger\", \"tiger\"],[\"the black stallion\", \"black beauty\"],[\"sylvester stallone\", \"stalone\"],[\"ice cream\", \"ice cream\"],[\"bf goodrich\", \"goodrich\"],[\"saxophone\", \"saxaphone\"],[\"piccolo\", \"picolo\"],[\"ernest hemingway\", \"hemmingway\"],[\"lone star\", \"lonestar\"],[\"rugby\", \"rugby\"],[\"half\", \"half\"],[\"the carrot\", \"carrot\"],[\"grenadine\", \"grenadine\"],[\"the pineapple\", \"pineapple\"],[\"a pumpkin\", \"pumpkin\"],[\"handshaking\", \"hand shake\"],[\"a chandelier\", \"chandelier\"],[\"vermont\", \"vermont\"],[\"courage\", \"courage\"],[\"ambulance\", \"ambulance\"],[\"a chalet\", \"chalet\"],[\"the pacific\", \"pacific ocean\"],[\"philadelphia\", \"philadelphia\"],[\"laguardia\", \"laguardia\"],[\"abilene\", \"abileine\"],[\"casper wyoming\", \"casper\"],[\"acura\", \"acura\"],[\"infiniti\", \"infinity\"],[\"a viper\", \"viper\"],[\"audi\", \"audi\"],[\"cranberries\", \"cranberry\"],[\"beet\", \"beet\"],[\"pumpkin\", \"pumpkin\"],[\"disney\", \"disney\"],[\"unhorse\", \"unhorse\"],[\"cocacola\", \"coca cola\"],[\"woodrow wilson\", \"wilson\"],[\"home depot\", \"home depot\"],[\"gillette\", \"gillette\"],[\"ming\", \"ming\"],[\"woodrow wilson\", \"wilson\"],[\"attila\", \"atilla\"],[\"hannibal\", \"hannibal\"],[\"hadrian\", \"hadrian\"],[\"ramses ii or ramses the great\", \"ramses\"],[\"a griffin\", \"griffin\"],[\"india\", \"inda\"],[\"ireland\", \"ireladn\"],[\"stevie wonder\", \"stevie wonder\"],[\"natures wonderland\", \"wonder\"],[\"chernobyl\", \"chernobyl\"],[\"trial\", \"trial\"],[\"kangaroo court\", \"a kangaroo court\"],[\"malaria\", \"malaria\"],[\"monokini\", \"bikini\"],[\"the carrot\", \"carrot\"],[\"funnel\", \"funnel\"],[\"prague\", \"prague\"],[\"your tibia\", \"tibula\"],[\"forrest gump\", \"forest\"],[\"hurricanes\", \"hurricanes\"],[\"frasier\", \"frazier\"],[\"matthew perry\", \"matthew perry\"],[\"chic\", \"chic\"],[\"culdesac\", \"cul de sac\"],[\"the cost of a gallon of gas\", \"gasoline\"],[\"the staten island ferry\", \"the ferry\"],[\"a pedometer\", \"pedometer\"],[\"rouge\", \"rouge\"],[\"remorse\", \"remorse\"],[\"atlas\", \"atlas\"],[\"cash\", \"cash\"],[\"rash\", \"rash\"],[\"dash\", \"dash\"],[\"flash\", \"flash\"],[\"hash\", \"hash\"],[\"mother goose\", \"mother goose\"],[\"tie the knot\", \"tie the knot\"],[\"utah\", \"utah\"],[\"uzbekistan\", \"uzbekistan\"],[\"art deco\", \"art deco\"],[\"june carter cash\", \"june carter\"],[\"see the light\", \"light bulb went on\"],[\"kingston\", \"kingston\"],[\"its spots\", \"sposts\"],[\"pound\", \"pound\"],[\"a salad ballad\", \"salad ballad\"],[\"an abel fable\", \"abel fable\"],[\"hail yale\", \"hale yale\"],[\"a brief thief\", \"brief thief\"],[\"slate\", \"slate\"],[\"steal\", \"steal\"],[\"elton john\", \"elton john\"],[\"john scopes\", \"scopes\"],[\"oklahoma city\", \"oklahoma city\"],[\"russia\", \"russia\"],[\"hirohito\", \"hirohito\"],[\"potters wheel\", \"wheel\"],[\"troy\", \"troy\"],[\"the peloponnesian war\", \"peloponnesian\"],[\"the united nations\", \"soviet union\"],[\"a hole\", \"hole\"],[\"mercury\", \"mercury\"],[\"citric acid\", \"citric\"],[\"a microprocessor chip\", \"microchip\"],[\"amber\", \"amber\"],[\"candle in the wind\", \"candle in the wind\"],[\"sir gawain\", \"sir gawain\"],[\"walters altars\", \"walters alters\"],[\"berlin\", \"berlin\"],[\"the parthenon\", \"pantheon\"],[\"portauprince\", \"port au prince\"],[\"a tomato\", \"tomato\"],[\"a key lime\", \"key lime\"],[\"a prune\", \"prune\"],[\"paul mccartney\", \"paul mccartney\"],[\"philadelphia\", \"philadelphia\"],[\"washington dc\", \"washington dc\"],[\"eye test\", \"eye test\"],[\"batman\", \"batman\"],[\"friends\", \"friends\"],[\"er\", \"er\"],[\"new york\", \"new york city\"],[\"family ties\", \"family ties\"],[\"abigail\", \"abigail\"],[\"meet the press\", \"meet the press\"],[\"disney\", \"disney\"],[\"oliver stone\", \"oliver stone\"],[\"gene hackman\", \"gene hackman\"],[\"winking\", \"wink\"],[\"gulliver\", \"gulliver\"],[\"where your mouth is\", \"where your mouth is\"],[\"the two towers\", \"the two towers\"],[\"starship troopers\", \"starship troopers\"],[\"a kiss\", \"kiss on the cheek\"],[\"mademoiselle\", \"madamoiselle\"],[\"date of birth\", \"date of birth\"],[\"deutsche mark\", \"deutschmark\"],[\"vice versa\", \"vice versa\"],[\"close proximity\", \"close\"],[\"knee\", \"knee\"],[\"upper lip\", \"upper lip\"],[\"bareback\", \"bare back\"],[\"bnai brith\", \"bnai brith\"],[\"decibel\", \"decibels\"],[\"60 minutes\", \"60 minutes\"],[\"the hamster\", \"hamster\"],[\"latte late\", \"latte\"],[\"cutter cuter\", \"cutter cuter\"],[\"dental floss\", \"dental floss\"],[\"a compass\", \"compass\"],[\"an abacus\", \"abacus\"],[\"mortons\", \"morton\"],[\"the temple\", \"temple\"],[\"the torah\", \"torah\"],[\"the sabbath\", \"sabbath\"],[\"abraham isaac jacob\", \"abraham isaac jacob\"],[\"mononucleosis\", \"mononucleousus\"],[\"amniotic fluid\", \"amniotic\"],[\"placebo\", \"placebo\"],[\"johns hopkins\", \"john hopkins\"],[\"a keyboard\", \"keyboard\"],[\"clip art\", \"free clipart\"],[\"passover\", \"passover\"],[\"macbethlehem\", \"bethlehem\"],[\"a helicopter\", \"helicoptor\"],[\"johannes brahms\", \"brahm\"],[\"identical\", \"identical\"],[\"recessive\", \"recessive\"],[\"insulin\", \"insulin\"],[\"xx\", \"xy\"],[\"alzheimers disease\", \"alzheimer\"],[\"digital tape\", \"digital\"],[\"april fools day\", \"april fools day\"],[\"syria\", \"syria\"],[\"julia child\", \"julia child\"],[\"ebbets field\", \"ebbets field\"],[\"teeth\", \"teeth\"],[\"a red bed\", \"red bed\"],[\"a blue shoe\", \"blue shoe\"],[\"pink ink\", \"pink ink\"],[\"france\", \"france\"],[\"a pagoda\", \"pagoda\"],[\"times square\", \"times\"],[\"niagara falls\", \"niagra falls\"],[\"nudism\", \"nudist\"],[\"napa\", \"napa\"],[\"light\", \"light\"],[\"a spin doctor\", \"spinster\"],[\"a spinning wheel or spindle\", \"spindle\"],[\"spinach\", \"spinach\"],[\"spinoza\", \"spinaea\"],[\"the mayflower\", \"mayflower\"],[\"the vikings\", \"vikings\"],[\"mt mckinley\", \"mckinley\"],[\"st louis\", \"st louis\"],[\"latin\", \"latin\"],[\"german\", \"german\"],[\"milk duds\", \"milk duds\"],[\"the french revolution\", \"french revolution\"],[\"elizabeth ii\", \"elizabeth ii\"],[\"george iii\", \"george iii\"],[\"henry viii\", \"henry 8\"],[\"elizabeth i\", \"elizabeth i\"],[\"australia\", \"australia\"],[\"guitar\", \"guitar\"],[\"johannes brahms\", \"brahms\"],[\"richard strauss\", \"strauss\"],[\"oriental paraguay\", \"oriental\"],[\"genoa\", \"genoa\"],[\"greenland\", \"greenland\"],[\"thames\", \"thames\"],[\"mexico city\", \"mexico city\"],[\"reykjavik iceland\", \"reykjavik\"],[\"vacuum cleaner\", \"vacuum\"],[\"winter hiver\", \"winter\"],[\"mole\", \"mole\"],[\"back to the future\", \"back to the future\"],[\"godzilla\", \"godzilla\"],[\"a fireplace\", \"fireplace\"],[\"fireflies\", \"fireflys\"],[\"lute\", \"lute\"],[\"borscht\", \"borsch\"],[\"bucks pucks\", \"bucks pucks\"],[\"edward albee\", \"edward albee\"],[\"mailers trailers\", \"mailers trailers\"],[\"dahls malls\", \"dahls malls\"],[\"tss pses\", \"tss pss\"],[\"solomon\", \"solomon\"],[\"nicholas ii\", \"nicholas ii\"],[\"bram stoker\", \"stoker\"],[\"the universe\", \"universe\"],[\"an undertaker\", \"undertaker\"],[\"andre agassi\", \"agassi\"],[\"alice in wonderland\", \"alice in wonderland\"],[\"alice kramden\", \"alice kramden\"],[\"alice cooper\", \"alice cooper\"],[\"rhubarb\", \"rhubarb\"],[\"benito mussolini\", \"mussolini\"],[\"louis napoleon\", \"napoleonito\"],[\"prey\", \"bird of prey\"],[\"turtles\", \"turtles\"],[\"dance\", \"dance\"],[\"thor heyerdahl\", \"thor\"],[\"new york yankees\", \"yankees\"],[\"echidna\", \"echidna\"],[\"earthquake\", \"earthquake\"],[\"shroud of turin\", \"shroud of turin\"],[\"virgil gus grissom\", \"grissom\"],[\"turkey\", \"turkey\"],[\"lana lang\", \"lois lane\"],[\"the greenhouse effect\", \"greenhouse\"],[\"carbon dioxide\", \"carbon dioxide\"],[\"jugular\", \"jugular\"],[\"gaudy\", \"gaudy\"],[\"carolingian\", \"carolingian\"],[\"jefferson davis\", \"jefferson davis\"],[\"johnny appleseed john chapman\", \"johnny appleseed\"],[\"little rock\", \"little rock\"],[\"baton rouge\", \"baton rouge\"],[\"denver\", \"denver\"],[\"albany new york\", \"albany\"],[\"everglades national park\", \"everglades\"],[\"maryland\", \"maryland\"],[\"galapagos islands\", \"galapagos\"],[\"rocky\", \"rocky\"],[\"jaws\", \"jaws\"],[\"the shining\", \"the shining\"],[\"dr strangelove\", \"dr strangelove\"],[\"the princess bride\", \"princess bride\"],[\"the flesh\", \"flesh\"],[\"hallowed be thy name\", \"hallowed be thy name\"],[\"cast away\", \"castaway\"],[\"the green mile\", \"green mile\"],[\"philadelphia\", \"philadelphia\"],[\"road to perdition\", \"road to perdition\"],[\"pistils\", \"pistol\"],[\"tequila\", \"tequila\"],[\"peggy fleming\", \"peggy fleming\"],[\"the soviet union\", \"the ussr\"],[\"indonesia\", \"indonesia\"],[\"portugal\", \"portugal\"],[\"france\", \"france\"],[\"jib\", \"jib\"],[\"homophones\", \"homophones\"],[\"a phoneme\", \"phoneme\"],[\"persephone\", \"persephone\"],[\"an anglophone\", \"egliphone\"],[\"night of the living dead\", \"dawn of the dead\"],[\"dead calm\", \"dead at sea\"],[\"detention\", \"detention\"],[\"legal seal\", \"legal stamp\"],[\"melons\", \"melon\"],[\"apples\", \"apples\"],[\"pears\", \"pear\"],[\"peertopeer persontoperson accepted\", \"peer to peer\"],[\"voice\", \"voice of io\"],[\"new york city\", \"new york\"],[\"los angeles\", \"los angeles\"],[\"atlanta\", \"atlanta\"],[\"dj\", \"dj\"],[\"gm\", \"gm\"],[\"ss\", \"ss\"],[\"gq\", \"gq\"],[\"valentines day\", \"valentines day\"],[\"100\", \"100\"],[\"red cross\", \"red cross\"],[\"ampersand\", \"ampersand\"],[\"sesame street\", \"sesame street\"],[\"law order\", \"law and order\"],[\"my three sons\", \"my three sons\"],[\"tomorrow is another day\", \"tomorrow is another day\"],[\"corn\", \"corn flakes\"],[\"saddle shoe\", \"saddle\"],[\"break the sound barrier\", \"break the sound barrier\"],[\"agate\", \"agate\"],[\"salt\", \"salt\"],[\"norman rockwell\", \"norman rockwell\"],[\"woodwinds\", \"wind\"],[\"williamsburg\", \"williamsburg\"],[\"death taxes\", \"death and taxes\"],[\"ruble\", \"ruble\"],[\"parties\", \"party\"],[\"parquet\", \"parquet\"],[\"dolly parton\", \"parton\"],[\"parsley\", \"parsley\"],[\"parsis\", \"paridk\"],[\"wayne brady\", \"brady\"],[\"scary spice melanie brown\", \"scary\"],[\"smithsonian\", \"smithsonian\"],[\"cocacola\", \"coca cola\"],[\"the holocaust museum\", \"holocaust museum\"],[\"the field museum\", \"field\"],[\"boris yeltsin\", \"yeltsin\"],[\"william butler yeats\", \"yeats\"],[\"wayne gretzky\", \"gretzky\"],[\"phoenix\", \"phoenix\"],[\"russian\", \"russian\"],[\"willa cather\", \"cather\"],[\"hannibal lecter\", \"hannibal\"],[\"carbon\", \"carbon\"],[\"pretty woman\", \"pretty woman\"],[\"my dinner with andre\", \"andre\"],[\"john belushi\", \"belushi\"],[\"cancer\", \"cancer\"],[\"aquarius\", \"aquarius\"],[\"libra\", \"libra\"],[\"scorpio\", \"scorpio\"],[\"salt\", \"salt\"],[\"platinum\", \"platinum\"],[\"helium\", \"helium\"],[\"busby berkeley\", \"berkeley\"],[\"turner and hooch\", \"turnerhooch\"],[\"the simpsons\", \"the simposns\"],[\"home improvement\", \"home improvement\"],[\"rose\", \"rose\"],[\"dust\", \"dust\"],[\"sash\", \"sash\"],[\"a knuckle\", \"knuckle\"],[\"knead\", \"knead\"],[\"knickers\", \"knickers\"],[\"a knapsack\", \"knapsack\"],[\"knell\", \"knoll\"],[\"fruit of the loom\", \"fruit of the loom\"],[\"fireflies\", \"fireflies\"],[\"lie down with dogs\", \"lay down with dogs\"],[\"a fireplace\", \"fireplace\"],[\"federal express\", \"fed ex\"],[\"lie detector\", \"lie detector\"],[\"lie in state\", \"lie in state\"],[\"milk\", \"milk\"],[\"clog\", \"clog\"],[\"samson\", \"samson\"],[\"collars\", \"shirt collars\"],[\"smith\", \"smith\"],[\"the chrysler building\", \"chrysler building\"],[\"dont cry for me argentina\", \"dont cry for me argentina\"],[\"batman\", \"batman\"],[\"flamingo\", \"flamingo\"],[\"equator\", \"equator\"],[\"cream\", \"cream\"],[\"a bar mitzvah\", \"bar mitzvah\"],[\"positively\", \"positively\"],[\"softly\", \"softly\"],[\"frasier\", \"frazier\"],[\"beagle\", \"beagle\"],[\"cohen\", \"cohen\"],[\"hungary\", \"hungary\"],[\"europe\", \"europe\"],[\"division\", \"division\"],[\"colonel\", \"colonel\"],[\"the young and the restless\", \"the young and the restless\"],[\"the super bowl\", \"super bowl\"],[\"rabbit ears\", \"rabbit ears\"],[\"a cash cow\", \"cash cow\"],[\"a talent\", \"talent\"],[\"a teapot\", \"teapot\"],[\"a thermostat\", \"thermostat\"],[\"a grenade\", \"grenade3\"],[\"the emerald\", \"emerald\"],[\"honey\", \"honey\"],[\"cassius clay\", \"casius clay\"],[\"st patricks day\", \"st patricks day\"],[\"louisiana\", \"louisiana\"],[\"arizona\", \"arizona\"],[\"tennessee\", \"tennessee\"],[\"jim henson\", \"jim henson\"],[\"out of order\", \"order\"],[\"out of doors\", \"doors\"],[\"out of bounds\", \"bounds\"],[\"out of africa\", \"africa\"],[\"seine\", \"seine\"],[\"athens\", \"athens\"],[\"frank lloyd wright\", \"wright\"],[\"janet reno\", \"reno\"],[\"rudyard kipling\", \"kipling\"],[\"emma lazarus\", \"lazarus\"],[\"fame\", \"fame\"],[\"fast times at ridgemont high\", \"fast times at ridgemont high\"],[\"dead\", \"dead\"],[\"win\", \"win\"],[\"franklin roosevelt\", \"roosevelt\"],[\"john ringling\", \"ringling\"],[\"tim russert\", \"russert\"],[\"ajax\", \"ajax\"],[\"sparta\", \"sparta\"],[\"odysseus\", \"odysseus\"],[\"he rested\", \"rest\"],[\"pork\", \"pork\"],[\"imaginary\", \"imaginary\"],[\"adjacent\", \"adjacent\"],[\"division\", \"division\"],[\"july 1\", \"july 1\"],[\"vancouver island\", \"vancouver\"],[\"fire\", \"fire\"],[\"dutch doors\", \"double door\"],[\"prince edward island\", \"prince edward island\"],[\"a tithe\", \"tithe\"],[\"little richard\", \"little richard\"],[\"the davidians\", \"davidian\"],[\"sean lennon\", \"sean lennon\"],[\"sean penn\", \"sean penn\"],[\"times\", \"times\"],[\"spumante\", \"spumante\"],[\"fraction\", \"fraction\"],[\"horn\", \"horn\"],[\"the signing of the declaration of independence\", \"revolutionary war\"],[\"jerry lee lewis\", \"jerry lee lewis\"],[\"everglades national park\", \"everglades\"],[\"kurt vonnegut\", \"vonnegut\"],[\"war\", \"war\"],[\"the amoeba\", \"amoeba\"],[\"the epidermis\", \"epidermis\"],[\"dorsal\", \"dorsal\"],[\"genus\", \"genus\"],[\"asthma\", \"asthma\"],[\"an aspect ratio\", \"aspect\"],[\"hera\", \"hera\"],[\"aphrodite\", \"aphrodite\"],[\"artemis\", \"artemis\"],[\"fettuccini\", \"fettucine\"],[\"penicillin\", \"penicillin\"],[\"palindrome\", \"palindrome\"],[\"pecan\", \"pecan\"],[\"pinecones\", \"pinecone\"],[\"1984\", \"1984\"],[\"fagin\", \"fagan\"],[\"badger\", \"badger\"],[\"white flag\", \"white flag\"],[\"charades\", \"charades\"],[\"crickets cicadas\", \"crickets\"],[\"the triceps\", \"triceps\"],[\"a triathalon\", \"triathalon\"],[\"triassic\", \"triassic\"],[\"blood\", \"blood\"],[\"aerobic exercise\", \"aerobic\"],[\"all my children\", \"all my children\"],[\"big ben\", \"big ben\"],[\"waynes world\", \"waynes world\"],[\"lewis clark\", \"louis and clark\"],[\"how i wonder what you are\", \"how i wonder what you are\"],[\"how do i love thee\", \"how do i love thee\"],[\"unsportsmanlike\", \"unsportsmanlike\"],[\"sigourney weaver\", \"weaver\"],[\"italy\", \"italy\"],[\"the gulf of mexico\", \"gulf of mexico\"],[\"spores\", \"spore\"],[\"spores\", \"spore4\"],[\"fairy ring\", \"fairy ring\"],[\"the sphinx\", \"sphinx\"],[\"romulus\", \"romulus\"],[\"zeus\", \"zeus\"],[\"harpies\", \"harpies\"],[\"white lightning\", \"white lightning\"],[\"lightning war\", \"lightning strike\"],[\"prairie dogs\", \"prairie dog\"],[\"bismarck pierre\", \"st pierre\"],[\"ergo\", \"ergo\"],[\"the emerald isle\", \"emerald isle\"],[\"sex and the city\", \"sex and the city\"],[\"hummingbirds\", \"hummingbird\"],[\"boll weevil\", \"boll weevil\"],[\"pine\", \"pine\"],[\"nightshade\", \"nightshade\"],[\"a redshirt\", \"redshirt\"],[\"collars\", \"collar\"],[\"a gumshoe\", \"softshoe\"],[\"will smith\", \"will smith\"],[\"david duchovny\", \"david duchovny\"],[\"7\", \"7\"],[\"veterans day thanksgiving\", \"veterans memorial\"],[\"the wizard of oz\", \"wizard of oz\"],[\"king kong\", \"king kong\"],[\"the yen\", \"yen\"],[\"france\", \"france\"],[\"quick\", \"quickly\"],[\"quebec\", \"quebec\"],[\"quasimodo\", \"quasimodo\"],[\"quench\", \"quench\"],[\"a quadrilateral\", \"quadrigon\"],[\"depression\", \"depression\"],[\"alzheimers\", \"alzheimers\"],[\"kidneys\", \"kidney\"],[\"sleep apnea\", \"sleep apnea\"],[\"aphasia\", \"aphasia\"],[\"public domain\", \"public\"],[\"aerosol can\", \"aerosal\"],[\"sacco vanzetti\", \"sacco and vinzetti\"],[\"a tornado\", \"tornado\"],[\"the call of the wild\", \"call of the wild\"],[\"cujo\", \"cujo\"],[\"carrie\", \"carrie\"],[\"richard bachman\", \"bachman\"],[\"orthodontist\", \"orthodontist\"],[\"neurologist\", \"neurologist\"],[\"dermatologist\", \"dermatologist\"],[\"anesthesiologist\", \"anesthesiologist\"],[\"ear nose throat\", \"ears nose and throat\"],[\"ate eight\", \"ate eight\"],[\"cains canes\", \"kains canes\"],[\"seize seas\", \"seize seas\"],[\"the titanic\", \"titanic\"],[\"roanoke\", \"roanoke\"],[\"necessity\", \"necessity\"],[\"cinderella\", \"cinderella\"],[\"swan\", \"swan\"],[\"romeo and juliet\", \"romeo and juliet\"],[\"7\", \"7\"],[\"lewis carroll charles l dodgson\", \"lewis carroll\"],[\"ayn rand\", \"ayn rand\"],[\"ulysses\", \"ulysses\"],[\"letters\", \"letters\"],[\"ebenezer\", \"ebenezer\"],[\"the young and the restless\", \"the young and the restless\"],[\"ivory\", \"ivory\"],[\"detroit\", \"detroit\"],[\"st louis\", \"st louis\"],[\"midnight blue\", \"midnight\"],[\"maize\", \"maize\"],[\"garnet ruby\", \"garnet and ruby\"],[\"mandarins\", \"mandarin\"],[\"string bean or beanpole\", \"stringbean\"],[\"boston\", \"boston\"],[\"your brain\", \"brain\"],[\"julius caesar\", \"caesar\"],[\"a frog\", \"frog\"],[\"the beagle\", \"beagle\"],[\"cells\", \"cell\"],[\"chlorophyll\", \"chlorophyll\"],[\"dna\", \"dna\"],[\"bruce almighty\", \"bruce almighty\"],[\"the simpsons\", \"the simpson\"],[\"woody harrelson the characters name was woody boyd\", \"woody harrelson\"],[\"tiny toon adventures\", \"tiny toons\"],[\"divorce him\", \"divorce\"],[\"corn lima beans\", \"corn potato\"],[\"the others\", \"the others\"],[\"bunker hillbreeds hill\", \"bunker\"],[\"elephant\", \"elephant\"],[\"rabbit ears\", \"rabbit ears\"],[\"rhode island\", \"rhode island\"],[\"des moines\", \"des moiens\"],[\"julius caesar\", \"julius caesar\"],[\"bob dylan\", \"bob dylan\"],[\"muscles\", \"muscles\"],[\"space\", \"space\"],[\"statics\", \"stasis\"],[\"taste buds\", \"taste bud\"],[\"scurvy\", \"scurvy\"],[\"chloroform\", \"chloroform\"],[\"the eyes\", \"eyes\"],[\"clog\", \"clog\"],[\"toys r us\", \"toys r us\"],[\"necking\", \"necking\"],[\"lions\", \"lions\"],[\"ostriches\", \"ostriches\"],[\"a vault\", \"vault\"],[\"the horizon\", \"horizon\"],[\"orion\", \"orions\"],[\"pseudopods\", \"pseudopods\"],[\"not war\", \"not war\"],[\"how do i love thee\", \"how do i love thee\"],[\"amethyst\", \"amethyst\"],[\"napoleon josephine\", \"josephine\"],[\"jim crow laws\", \"jim crowe\"],[\"seraphim\", \"seraphim\"],[\"apple computer\", \"apple\"],[\"the los angeles county museum of art\", \"los angeles california museum of art\"],[\"annie oakley\", \"annie oakley\"],[\"australia\", \"australia\"],[\"leper\", \"leper\"],[\"schools out\", \"schools out for summer\"],[\"clean\", \"clean\"],[\"a scene\", \"scene\"],[\"a gene\", \"gene\"],[\"a spleen\", \"spleen\"],[\"rupert grint\", \"rupert grint\"],[\"chris rock\", \"chris rock\"],[\"britney spears\", \"britney spears\"],[\"hogwash\", \"hogwash\"],[\"forfeit\", \"forfeit\"],[\"lingual\", \"vernacular\"],[\"funnel\", \"funnel\"],[\"molting\", \"molting\"],[\"chrysalis\", \"chrysallis\"],[\"pop quiz\", \"pop quiz\"],[\"the number of licks it takes to get to the center of a tootsie pop\", \"licks it takes to get to the center of a tootsie pop\"],[\"pop goes the weasel\", \"pop goes the weasel\"],[\"snap! crackle! pop!\", \"snap crackle pop\"],[\"mexico\", \"mexico\"],[\"demi moore\", \"demi moore\"],[\"arthur miller\", \"miller\"],[\"andrew lloyd webber\", \"webber\"],[\"muck\", \"mud\"],[\"unfurling\", \"unravel\"],[\"stephen king\", \"stephen king\"],[\"babar\", \"babar\"],[\"fitzgerald\", \"fitzgerald\"],[\"stephen king\", \"stephen king\"],[\"kentucky derby\", \"kentucky derby\"],[\"blubber\", \"blubber\"],[\"bats\", \"bat\"],[\"the tongue\", \"tongue\"],[\"a bird\", \"bird\"],[\"san diego\", \"san francisco\"],[\"good friday\", \"good friday\"],[\"silent\", \"silent\"],[\"canines\", \"canine\"],[\"the small intestine\", \"intestines\"],[\"the epiglottis\", \"epiglottis\"],[\"the jugular veins\", \"jugular\"],[\"bioluminescence\", \"bioluminescence\"],[\"limousine\", \"limosine\"],[\"a tugboat\", \"tugboat\"],[\"lolita\", \"lolita\"],[\"a slope\", \"slope\"],[\"charades\", \"charades\"],[\"cesium\", \"calcium\"],[\"nearsightedness\", \"near sightedness\"],[\"a spinal tap\", \"spinal tap\"],[\"the blind spot\", \"blind spot\"],[\"the liver\", \"liver\"],[\"physician assistants\", \"physician assistant\"],[\"birds\", \"birds\"],[\"saffron\", \"saffron\"],[\"isaac asimov\", \"asimov\"],[\"war of the worlds\", \"war of the world\"],[\"shaquille o neal\", \"o neill\"],[\"purple\", \"purple\"],[\"dirty dancing\", \"dirty dancing\"],[\"edgar allan poe annabel lee\", \"edgar allan poe\"],[\"tweety\", \"tweety bird\"],[\"elizabeth taylor\", \"elizabeth\"],[\"hippopotamus\", \"hippo\"],[\"the osbournes\", \"the osbournes\"],[\"paper airplane\", \"paper plane\"],[\"wordsworth\", \"woolworth\"],[\"the jetsons\", \"jetsons\"],[\"rocko\", \"rocko\"],[\"johnny bravo\", \"johnny bravo\"],[\"unisex\", \"unisex\"],[\"sexiest man alive\", \"sexiest\"],[\"asexual\", \"asexual\"],[\"white\", \"white\"],[\"carbon\", \"carbon\"],[\"jocks\", \"jocks\"],[\"barry bonds\", \"barry bonds\"],[\"bricks\", \"bricks\"],[\"julian bond\", \"bond\"],[\"hydrogen bonds\", \"bonds\"],[\"cadmium\", \"cadmium\"],[\"potassium chloride\", \"potassium\"],[\"helium\", \"helium\"],[\"actinium\", \"actinium\"],[\"carbon\", \"carbon\"],[\"handcuffs\", \"hancuffs\"],[\"peter the great\", \"peter\"],[\"africa\", \"africa\"],[\"the incan empire\", \"inca\"],[\"stevie nicks\", \"nicks\"],[\"stephen decatur\", \"decatur\"],[\"matricide\", \"matricide\"],[\"regicide\", \"regicide\"],[\"deicide\", \"theocide\"],[\"felicide\", \"felincide\"],[\"jane austen\", \"austen\"],[\"i dont speak bislama\", \"i dont speak\"],[\"chinese\", \"chiense\"],[\"brazil\", \"brazil\"],[\"the better to see you with\", \"all the better to see you with\"],[\"the three little pigs\", \"three pigs\"],[\"laura ingalls wilder\", \"laura ingalls\"],[\"roald dahl\", \"dahl\"],[\"cs lewis\", \"lewis\"],[\"mork\", \"mork\"],[\"new jersey\", \"new jersey\"],[\"betty veronica\", \"betty and veronica\"],[\"gain\", \"gain\"],[\"vain\", \"vain\"],[\"skein\", \"skein\"],[\"the addams family\", \"the adams family\"],[\"the everly brothers\", \"everly\"],[\"nose\", \"nose\"],[\"teeth\", \"teeth\"],[\"jackie robinson\", \"jackie robinson\"],[\"cairo\", \"cairo\"],[\"bobby fischer\", \"bobby fisher\"],[\"jello\", \"jello\"],[\"bosco\", \"bosco\"],[\"williams\", \"williams\"],[\"john f kennedy\", \"john f kennedy\"],[\"foosball\", \"fooz ball\"],[\"stickball\", \"stick ball\"],[\"hoover\", \"hoover\"],[\"knee\", \"knee\"],[\"serve\", \"serve\"],[\"waiting\", \"waiting\"],[\"little\", \"little\"],[\"dove\", \"dove\"],[\"saudi arabia\", \"saudi arabia\"],[\"the hajj\", \"hajj\"],[\"mercury\", \"mercury\"],[\"sirius\", \"sirius\"],[\"arabic\", \"arabic\"],[\"sandwich day\", \"sandwiches\"],[\"april 16\", \"april 16\"],[\"noah webster\", \"webster\"],[\"the rockies\", \"rockies\"],[\"gold\", \"gold\"],[\"california\", \"california\"],[\"james buchanan\", \"buchanan\"],[\"bullets\", \"bullets\"],[\"a bird\", \"bird\"],[\"a mammal\", \"mammal\"],[\"a fish\", \"fish\"],[\"annapolis\", \"annapolis\"],[\"oyster crackers\", \"oyster crackers\"],[\"oxford cloth\", \"oxford cloth\"],[\"objective case\", \"objective case\"],[\"gatorade\", \"gatorade\"],[\"water\", \"water\"],[\"mountain dew\", \"mountain dew\"],[\"sobe\", \"sobe\"],[\"yearning to breathe free\", \"yearning to breathe free\"],[\"the earned income tax credit\", \"earned income tax credit\"],[\"the importance of being earnest\", \"the importance of being earnest\"],[\"slavery\", \"slavery\"],[\"rhode island\", \"rhode island\"],[\"hiroshima\", \"hiroshima\"],[\"st pauls\", \"st pauls\"],[\"charles goodyear\", \"goodyear\"],[\"ralph nader\", \"nader\"],[\"samuel morse\", \"morse\"],[\"thomas edison\", \"edison\"],[\"bikini\", \"bikini\"],[\"hispaniola\", \"hispaniola\"],[\"archimedes\", \"archimedes\"],[\"kleenex\", \"kleenex\"],[\"kin\", \"kin\"],[\"knot\", \"knot\"],[\"karachi\", \"karachi\"],[\"aldous huxley\", \"huxley\"],[\"se hinton\", \"hinton\"],[\"april 1861\", \"april 1865\"],[\"south africa\", \"south africe\"],[\"algeria\", \"argentina\"],[\"seventhday adventists\", \"seventh day adventist\"],[\"the seventh amendment\", \"the seventh amendment\"],[\"the seventh inning stretch\", \"seventh inning stretch\"],[\"seventh son of a seventh son\", \"the seventh son\"],[\"the seventh seal\", \"the seventh seal\"],[\"pablo picasso\", \"picasso\"],[\"mobiles\", \"mobiles\"],[\"white\", \"white\"],[\"helium\", \"helium\"],[\"electrons\", \"electrons\"],[\"cosmic rays\", \"cosmic\"],[\"fusion\", \"fusion\"],[\"boll weevils\", \"boll weevils\"],[\"blockbuster\", \"blockbuster\"],[\"blood pressure\", \"blood pressure\"],[\"variety\", \"variety\"],[\"youll get wet it will rain accepted\", \"youll get wet\"],[\"heart of darkness\", \"heart of darkness\"],[\"grand teton\", \"grand teton\"],[\"striped hyena\", \"hyena\"],[\"weeps\", \"weeps\"],[\"give\", \"give\"],[\"cant hurry\", \"cant hurry\"],[\"teach\", \"teach\"],[\"napoleon\", \"napoleon\"],[\"north carolina\", \"north carolina\"],[\"carpooling\", \"carpool\"],[\"bloopers\", \"bloopers\"],[\"an offshoot\", \"offshoot\"],[\"chicago\", \"chicago\"],[\"new york\", \"new york\"],[\"maggie thatcher\", \"thatcher\"],[\"december 8th\", \"december 7\"],[\"grandma moses\", \"grandma moses\"],[\"francisco franco\", \"franco\"],[\"soccer\", \"soccer\"],[\"car racing\", \"auto racing\"],[\"baseball\", \"baseball\"],[\"the rough\", \"rough\"],[\"wheaties\", \"wheaties\"],[\"frosted flakes\", \"frosted flakes\"],[\"trix\", \"trix\"],[\"lucky charms\", \"lucky charms\"],[\"life\", \"life\"],[\"danish\", \"danish\"],[\"latin\", \"latin\"],[\"57\", \"57\"],[\"the spanishamerican war\", \"the spanishamerican war\"],[\"22\", \"22\"],[\"operation desert storm\", \"desert storm\"],[\"88\", \"88\"],[\"portauprince\", \"port au prince\"],[\"marbury v madison\", \"monroe v madison\"],[\"new orleans\", \"new orleans\"],[\"ann arbor\", \"ann arbor\"],[\"columbus\", \"columbus\"],[\"philadelphia\", \"philadelphia\"],[\"and then there were none\", \"and then there were none\"],[\"this little piggy had none\", \"this little piggy had none\"],[\"bar none\", \"bar none\"],[\"nonesuch\", \"nonesuch\"],[\"paul mccartney\", \"mccartney\"],[\"aretha franklin\", \"franklin\"],[\"an apple\", \"apple\"],[\"quiche\", \"quiche\"],[\"parsley\", \"parsley\"],[\"filet mignon\", \"filet mignon\"],[\"baked alaska\", \"baked alaska\"],[\"thumbs\", \"thumbs\"],[\"an eye\", \"eye\"],[\"the hip\", \"the hip\"],[\"sea legs\", \"sea legs\"],[\"jamestown\", \"jamestown\"],[\"john jay\", \"jay\"],[\"french indian war\", \"the french indian war\"],[\"the dead sea\", \"dead sea\"],[\"new orleans\", \"new orleans\"],[\"the appalachians\", \"appalachian\"],[\"dictionary\", \"dictionary\"],[\"the roman empire\", \"rome\"],[\"codes\", \"codes\"],[\"charles dickens\", \"dickens\"],[\"louisiana\", \"louisiana\"],[\"utah\", \"utah\"],[\"california\", \"california\"],[\"texas dallas houston san antonio\", \"texas\"],[\"texas dallas houston san antonio\", \"san antonio\"],[\"the torah\", \"torah\"],[\"a marriage contract\", \"marriage\"],[\"abraham isaac jacob\", \"abraham isaac and jacob\"],[\"tail\", \"tail\"],[\"crocodiles alligators gavials\", \"crocodiles and alligators\"],[\"brooklyn\", \"brooklyn\"],[\"fdny\", \"fdny\"],[\"belgium\", \"belgium\"],[\"monopoly\", \"monopoly\"],[\"hangman\", \"hangman\"],[\"bellevue\", \"bellevue\"],[\"train\", \"the train\"],[\"smell\", \"smell\"],[\"jet lag\", \"jet lag\"],[\"a fanny pack\", \"fanny pack\"],[\"a passport\", \"passports\"],[\"puerto rico\", \"puerto rico\"],[\"st lawrence\", \"st lawrence\"],[\"germany\", \"germany\"],[\"okra\", \"okra\"],[\"massachusetts\", \"massachusetts\"],[\"attila\", \"attila\"],[\"hannibal\", \"hannibal\"],[\"hadrian\", \"hadrian\"],[\"ptolemy\", \"ptolemy\"],[\"pulp\", \"pulp\"],[\"pure\", \"pure\"],[\"concentrated\", \"concentrate\"],[\"essential\", \"essential\"],[\"planters punch\", \"grovers punch\"],[\"rice\", \"rice\"],[\"new zealand\", \"new zealand\"],[\"sicily\", \"sicily\"],[\"falkland islandsislas malvinas\", \"falkland islands\"],[\"santa catalina\", \"catalina\"],[\"st martinmaarten\", \"st maarten\"],[\"king lear\", \"king lear\"],[\"othello\", \"othello\"],[\"william shakespeare\", \"shakespeare\"],[\"william faulkner\", \"faulkner\"],[\"gravity\", \"gravity\"],[\"will smith\", \"smith\"],[\"mel gibson\", \"gibson\"],[\"alma mater\", \"alma mater\"],[\"alter ego\", \"alter ego\"],[\"carpe diem\", \"carpe diem\"],[\"ringling barnum bailey\", \"barnum and bailey\"],[\"balloons\", \"baloons\"],[\"a butcher\", \"butcher\"],[\"a hermit crab\", \"hermit\"],[\"genesis\", \"genesis\"],[\"grimm\", \"grimm\"],[\"gatorade\", \"gatorade\"],[\"a gigabyte\", \"gigabyte\"],[\"19th century\", \"19th\"],[\"troop\", \"troop\"],[\"leopards\", \"leopard\"],[\"foxes\", \"wolves\"],[\"july 1\", \"july 1st\"],[\"prince edward island\", \"price edward island\"],[\"roll up into a ball\", \"curl into ball\"],[\"algae\", \"algae\"],[\"here there\", \"here and there\"],[\"permanent\", \"permanent\"],[\"love story\", \"love story\"],[\"walter mondale\", \"mondale\"],[\"nelson rockefeller\", \"rockerfeller\"],[\"henry a wallace\", \"wallace\"],[\"the trunk\", \"trunk\"],[\"12\", \"12\"],[\"dallas\", \"dallas\"],[\"a chandelier\", \"chandelier\"],[\"ambulance\", \"ambulance\"],[\"bread wine\", \"bread and wine\"],[\"wednesday\", \"wednesday\"],[\"buddha\", \"buddha\"],[\"bram stoker\", \"stoker\"],[\"a bear\", \"bear\"],[\"a horse\", \"horse\"],[\"cerberus\", \"cerberus\"],[\"money\", \"monkeys\"],[\"rosy red\", \"red\"],[\"2\", \"2\"],[\"a telescope\", \"telescope\"],[\"a rearview mirror\", \"rearview mirror\"],[\"obsidian\", \"obsidian\"],[\"the treaty of versailles\", \"treaty of versaille\"],[\"benedict arnold\", \"arnold\"],[\"william wallace\", \"wallace\"],[\"its spots\", \"spots\"],[\"disneylands tomorrowland\", \"disney world\"],[\"concave\", \"concave\"],[\"a contingency plan\", \"contingency\"],[\"confucius\", \"converts\"],[\"a converter\", \"convert\"],[\"a mayfly\", \"mayfly\"],[\"christopher columbus\", \"columbus\"],[\"the alamo\", \"alamo\"],[\"fleurdelis\", \"fleur de lis\"],[\"green\", \"green\"],[\"malta\", \"malta\"],[\"yamaha\", \"yamaha\"],[\"the afl cio\", \"afl cio\"],[\"bewitched\", \"bewitched\"],[\"the munsters\", \"munsters\"],[\"vaporization\", \"evaporation\"],[\"pendulum\", \"pendulum\"],[\"mars pluto\", \"mars pluto\"],[\"light emitting diode\", \"light emitting diode\"],[\"joseph priestley\", \"priestly\"],[\"flesh\", \"flesh\"],[\"romeo and juliet\", \"romeo and juliet\"],[\"nuts\", \"nut\"],[\"france\", \"france\"],[\"scotland\", \"scotland\"],[\"brazil\", \"brazil\"],[\"greece\", \"greece\"],[\"spain\", \"spain\"],[\"nixon\", \"nixon\"],[\"oldrem spice\", \"old spice\"],[\"easter\", \"easter sunday\"],[\"labor day\", \"labor day\"],[\"all saints day\", \"all saints day\"],[\"scotland\", \"scotland\"],[\"waterloo\", \"waterloo\"],[\"fungi\", \"fungi\"],[\"massachusetts\", \"massechusetts\"],[\"earwax\", \"earwax\"],[\"forceps\", \"forceps\"],[\"a tick\", \"tick\"],[\"a mammogram\", \"mammogram\"],[\"sickle cell anemia\", \"sickle cell anemia\"],[\"art linkletter\", \"art linkletter\"],[\"arthur sullivan\", \"sullivan\"],[\"bewitched\", \"bewitched\"],[\"banjo\", \"banjo\"],[\"woodwind\", \"wind\"],[\"the bough\", \"bough\"],[\"dough\", \"dough\"],[\"a trough\", \"trough\"],[\"a borough\", \"burough\"],[\"bob dylan\", \"bob dylan\"],[\"marilyn monroe\", \"marilyn monros\"],[\"woody allen\", \"woody allen\"],[\"winona ryder\", \"wynona ryder\"],[\"rock hudson\", \"rock hudson\"],[\"alma mater\", \"alma mater\"],[\"alter ego\", \"alter ego\"],[\"whale\", \"whale\"],[\"2 of belgium the netherlands luxembourg\", \"netherlands luxombourg\"],[\"the united arab emirates\", \"united arab emirates\"],[\"tie the knot\", \"tie the knot\"],[\"sleep apnea\", \"sleep apnea\"],[\"new york\", \"new york\"],[\"the titanic sinking\", \"titanic\"],[\"bedouins\", \"bedouin\"],[\"the hajj\", \"haj\"],[\"veneer\", \"veneer\"],[\"ivana trump\", \"ivana trump\"],[\"frasier\", \"frazier\"],[\"furlong\", \"furlong\"],[\"israel\", \"israel\"],[\"on the space shuttle\", \"space capsule\"],[\"bingo\", \"bingo\"],[\"wyoming\", \"wyoming\"],[\"the indianapolis 500\", \"indianapolis 500\"],[\"mia\", \"mia\"],[\"the us postal service\", \"united states postal service\"],[\"cherry tomatoes\", \"cherry\"],[\"caviar\", \"caviar\"],[\"the carrot\", \"carrot\"],[\"eggplant\", \"eggplant\"],[\"johnny gilbert\", \"johnny gilbert\"],[\"fiddler on the roof\", \"fiddler on the roof\"],[\"how i wonder what you are\", \"how i wonder what you are\"],[\"soap\", \"soap\"],[\"ball one\", \"base hit\"],[\"second base\", \"second base\"],[\"china\", \"china\"],[\"a moon tune\", \"moon tune\"],[\"mars bars\", \"mars bars\"],[\"hubble trouble\", \"hubble trouble\"],[\"a crater dater crater rater accepted\", \"crater rater\"],[\"the diameter\", \"diameter\"],[\"poker\", \"poker\"],[\"mixed doubles\", \"doubles\"],[\"vanessa williams\", \"vannessa williams\"],[\"celery\", \"celery\"],[\"sunglasses\", \"sunglasses\"],[\"marc antony\", \"anthony\"],[\"shari lewis\", \"shari\"],[\"harriet beecher stowe\", \"harriet beecher stowe\"],[\"dr martin luther king jr\", \"martin luther king jr\"],[\"christmas\", \"christmas\"],[\"the absurd\", \"absurd\"],[\"waiting for godot\", \"waiting for godot\"],[\"the nobel prize in literature\", \"noble prize for literature\"],[\"mice\", \"mice\"],[\"a horse\", \"horse\"],[\"habeas corpus\", \"habeus corpus\"],[\"pro bono\", \"pro bono\"],[\"ignorance is no excuse of the law\", \"ignorance is not an excuse\"],[\"a clock\", \"clock\"],[\"grey goose\", \"grey goose\"],[\"samson\", \"samson\"],[\"boom!\", \"boom\"],[\"bikini\", \"bikini\"],[\"victoria\", \"victoria\"],[\"a season\", \"a reason\"],[\"thy rod and thy staff\", \"rod and staff\"],[\"faith\", \"faith\"],[\"ellipses or an ellipsis\", \"ellipses\"],[\"genealogy\", \"geneology\"],[\"trade winds\", \"tradr\"],[\"hawaii\", \"hawaii\"],[\"istanbul\", \"istanbul\"],[\"calcium\", \"calcium\"],[\"jimmy neutron\", \"jimmy neutron\"],[\"danny phantom danny fenton accepted\", \"danny phantom\"],[\"why do you climb mount everest\", \"why did you climb mt everest\"],[\"why did samson have his strength\", \"why was samson so strong\"],[\"why doesnt it hurt when you clip your fingernails\", \"why doesnt it hurt to cut your fingernails\"],[\"why is the sky blue\", \"why is the sky blue\"],[\"jim\", \"jim\"],[\"oedipus rex\", \"oedipus\"],[\"a pseudonym\", \"pseudonym\"],[\"a palindrome\", \"palindrome\"],[\"a syllabus\", \"syllabus\"],[\"crater\", \"crater\"],[\"purple\", \"purple\"],[\"puerto rico\", \"puerto rico\"],[\"brave\", \"brave\"],[\"the smithsonian\", \"smithsonian\"],[\"male\", \"male\"],[\"dialysis\", \"dialysis\"],[\"histamine\", \"histamine\"],[\"melatonin\", \"melatonin\"],[\"sauerkraut\", \"saurkraut\"],[\"new york\", \"new york\"],[\"ben franklin\", \"benjamin franklin\"],[\"exodus\", \"exodus\"],[\"esther\", \"esther\"],[\"rhett\", \"rhett\"],[\"rhubarb\", \"rhubarb\"],[\"rhombus\", \"rhombus\"],[\"farrows arrows\", \"arrows\"],[\"injure ginger\", \"injure ginger\"],[\"cuter suitor\", \"cuter suitor\"],[\"5000\", \"5000\"],[\"ecuador\", \"ecuador\"],[\"the taming of the shrew\", \"taming of the shrew\"],[\"othello\", \"othello\"],[\"denmark\", \"denmark\"],[\"falstaff\", \"falstaff\"],[\"florence\", \"florence\"],[\"fiji\", \"fiji\"],[\"british virgin islands\", \"british virgin islands\"],[\"pixie\", \"pixie\"],[\"oberon\", \"oberon\"],[\"fairy godmother\", \"fairy godmother\"],[\"diamonds\", \"diamond\"],[\"emeralds\", \"emerald\"],[\"star sapphires\", \"star sapphire\"],[\"bloodstone\", \"bloodstone\"],[\"jade\", \"jade\"],[\"usa\", \"usa\"],[\"raisins\", \"raisins\"],[\"colorblindness\", \"colorblindness\"],[\"chicken pox\", \"chicken pox\"],[\"a clone\", \"clone\"],[\"rapid eye movement\", \"rapid eye movement\"],[\"white blood cells\", \"white blood cells\"],[\"ham\", \"ham\"],[\"rice pudding\", \"rice pudding\"],[\"broth or stock\", \"stock\"],[\"salt\", \"salt\"],[\"hardboiled\", \"hard boiled\"],[\"eggplant\", \"eggplant\"],[\"sepia\", \"sepa\"],[\"cinnamon\", \"cinnamon\"],[\"vandyke\", \"van dyck\"],[\"russet\", \"russet\"],[\"umber\", \"umbra\"],[\"insulin\", \"insulin\"],[\"12\", \"12\"],[\"peers\", \"peers\"],[\"bread crumbs\", \"crumbs\"],[\"clarify\", \"clarify\"],[\"cream\", \"cream\"],[\"horseradish\", \"horse raddish\"],[\"bubble gum\", \"bubble\"],[\"boston red sox\", \"red sox\"],[\"redletter days\", \"red letter\"],[\"family ties\", \"family ties\"],[\"perry ellis island\", \"perry ellis island\"],[\"volvo\", \"volvo\"],[\"listerine\", \"listerine\"],[\"scrabble\", \"scrabble\"],[\"he rested\", \"rested\"],[\"pork\", \"pork\"],[\"the davidians\", \"davidians\"],[\"popcorn\", \"popcorn\"],[\"driveins\", \"drive ins\"],[\"ratings\", \"ratings\"],[\"commercials\", \"commercials\"],[\"all in the family\", \"all in the family\"],[\"mission impossible\", \"mission impossible\"],[\"seventeen\", \"sixteen\"],[\"emeralds\", \"emeralds\"],[\"scallion allium accepted\", \"scallion\"],[\"desi arnaz\", \"arnez\"],[\"ben jerry\", \"ben and jerry\"],[\"mary kay\", \"mary kay\"],[\"john f kennedy\", \"kennedy\"],[\"kellogg\", \"kellog\"],[\"moot court\", \"moot\"],[\"consonants\", \"consonents\"],[\"words per minute\", \"words per minute\"],[\"poison ivy\", \"poison ivy\"],[\"maple leafs\", \"maple leafs\"],[\"parsley\", \"parsley\"],[\"an oak leaf\", \"oak\"],[\"groundhog day\", \"groundhog day\"],[\"dowager\", \"dowager\"],[\"cardiology\", \"cardiology\"],[\"hemophilia\", \"hemophilia\"],[\"polio\", \"polio\"],[\"the menninger clinic\", \"mayo clinic\"],[\"declaration of independence\", \"declaration\"],[\"town meeting\", \"town hall\"],[\"ash wednesday\", \"wednesday\"],[\"blue\", \"blue\"],[\"chicago\", \"chicago\"],[\"ellis island\", \"ellis island\"],[\"jack london\", \"london\"],[\"nobel prize for literature\", \"nobel prize for literature\"],[\"the 1920s\", \"1900s\"],[\"the incas\", \"incas\"],[\"the gap\", \"gap\"],[\"a cub\", \"cub\"],[\"oscar wilde\", \"wilde\"],[\"carbon dioxide\", \"co2\"],[\"ulysses grant\", \"grant\"],[\"the gods\", \"gods\"],[\"a gold bricker\", \"goldsmith\"],[\"the bubonic plague\", \"plague\"],[\"57 heinz\", \"57\"],[\"the ford foundation\", \"ford\"],[\"dana scully\", \"scully\"],[\"the chronicles of narnia\", \"narnia\"],[\"edgar allan poe\", \"poe\"],[\"university of kansas\", \"kansas\"],[\"the un\", \"un\"],[\"the bow\", \"bow\"],[\"gq gentlemens quarterly\", \"gq\"],[\"ulysses s grant\", \"grant\"],[\"212 degrees\", \"212\"],[\"the irs\", \"irs\"],[\"hugh jackman\", \"hugh\"],[\"wind\", \"the wind\"],[\"the pga championship\", \"pga\"],[\"muzak or music or elevator music\", \"music\"],[\"buzz aldrin\", \"aldrin\"],[\"the birds\", \"birds\"],[\"the artist formerly known as prince\", \"prince\"],[\"the sun\", \"sun\"],[\"the pound\", \"pound\"],[\"the okapi\", \"okapi\"],[\"robert e lee\", \"lee\"],[\"al gore\", \"gore\"],[\"spiro agnew\", \"agnew\"],[\"the nazis\", \"nazi\"],[\"a dog\", \"dog\"]]\n",
"np.random.shuffle(positive_cases)\n",
"\n",
"negative_cases = [[\"calcium\", \"cesium\"],[\"cocoa puffs\", \"cookie crisps\"],[\"helium\", \"light\"],[\"aa milne\", \"e e cummings\"],[\"south dakota\", \"idaho\"],[\"a scavenger\", \"carrion\"],[\"the bulfinch state house\", \"harvard observatory\"],[\"arkansas\", \"nebraska\"],[\"the admirable chrichton\", \"moby dick\"],[\"aerosol\", \"pressure\"],[\"lord nelson\", \"prince edward\"],[\"murder in the cathedral\", \"animal farm\"],[\"promise keepers\", \"straight edge\"],[\"prince william\", \"charles\"],[\"czechoslovakia\", \"israel\"],[\"suriname\", \"french guinea\"],[\"done\", \"forgotten\"],[\"an action figure\", \"gi joe\"],[\"the puller\", \"trapper\"],[\"the passion fruit\", \"sunflower\"],[\"brewster place\", \"waverly\"],[\"the ten commandments\", \"planet of te apes\"],[\"tulip\", \"fluted\"],[\"luigi galvani\", \"da vinci\"],[\"massachusetts\", \"jamestown\"],[\"green bay packers\", \"broncos\"],[\"rob roy\", \"red beard\"],[\"jerome robbins\", \"sondheim\"],[\"granite\", \"limestone\"],[\"beets\", \"bell peppers\"],[\"the confederacy\", \"puerto rico\"],[\"nicaragua\", \"iran\"],[\"huevos rancheros\", \"chilaquiles\"],[\"tin\", \"chromium\"],[\"calcium\", \"cesium\"],[\"cocoa puffs\", \"cookie crisps\"],[\"tin\", \"chromium\"],[\"sepia\", \"dog\"],[\"a telescope\", \"camera\"],[\"gargantua\", \"asd\"],[\"the prince and the pauper\", \"\"],[\"tin\", \"chromium\"],[\"taxi\", \"land\"],[\"sails\", \"ropes\"],[\"huck finn\", \"\"],[\"long island\", \"\"],[\"pele\", \"hephaestus\"],[\"newhart\", \"bob\"],[\"sir francis drake\", \"nelson\"],[\"scotland\", \"england\"],[\"carousel\", \"cavalcade\"],[\"forget paris\", \"space jam\"],[\"the honeymooners\", \"full house\"],[\"things that have stays\", \"restraint\"],[\"alan shepard\", \"john glenn\"],[\"cigar\", \"coffee\"],[\"john locke\", \"descartes\"],[\"over easy\", \"flip fried\"],[\"harry s truman\", \"house\"],[\"albert einstein\", \"\"],[\"beirut\", \"rome\"],[\"ronald reagan\", \"nixon\"],[\"fernando valenzuela\", \"sanchez\"],[\"bf goodrich\", \"firestone\"],[\"potato\", \"ida\"],[\"archery\", \"airsoft\"],[\"starbucks\", \"aw\"],[\"texas\", \"arizona\"],[\"bobby bowden\", \"\"],[\"baja california\", \"yucatan\"],[\"nickel\", \"copper\"],[\"espresso\", \"coffee\"],[\"obstetriciangynecologist\", \"\"],[\"perry mason\", \"\"],[\"carson mccullers\", \"\"],[\"john osborne\", \"\"],[\"the savoy theatre\", \"\"],[\"little shop of horrors\", \"\"],[\"petit mal\", \"\"],[\"silver\", \"\"],[\"a dog\", \"\"],[\"the odd couple\", \"\"],[\"try to remember\", \"\"],[\"christian soldiers\", \"\"],[\"priceless\", \"celebrity\"],[\"jake gyllenhaal\", \"twister\"],[\"yonkers\", \"paris\"],[\"david\", \"caleb\"],[\"elizabeth i\", \"victoria\"],[\"the steeple\", \"belltower\"],[\"istanbul\", \"moscow\"],[\"william inge\", \"\"],[\"dominican republic\", \"santo domingo\"],[\"maui\", \"kauai\"],[\"august strindberg\", \"\"],[\"napoleon\", \"\"],[\"dance fever\", \"\"],[\"heartburn\", \"\"],[\"diamonds are forever\", \"\"],[\"candle in the wind\", \"\"],[\"wooden shoes\", \"clogs\"],[\"italy sweden\", \"france\"],[\"iowa\", \"illinois\"],[\"lightning\", \"thunder\"],[\"pennsylvania\", \"iowa\"],[\"the coercive acts or the intolerable acts\", \"stamp acts\"],[\"pele\", \"luau\"],[\"cambodia\", \"vietnam\"],[\"davy crockett\", \"bierce\"],[\"richard wright\", \"faulkner\"],[\"fuji\", \"nikon\"],[\"rubbermaid\", \"pirex\"],[\"maytag\", \"whirlpool\"],[\"adolph ochs\", \"\"],[\"venezuela\", \"argentina\"],[\"transparent\", \"\"],[\"avoirdupois\", \"tonnage\"],[\"isuzu\", \"ford\"],[\"a blow out\", \"\"],[\"british petroleum\", \"exonn\"],[\"rumplestiltskin\", \"rapunzel\"],[\"germany\", \"hungary\"],[\"the persian empire\", \"sparta\"],[\"armed forces day\", \"flag day\"],[\"decoration day\", \"remembrance day\"],[\"hit someone on the head\", \"stay in bed\"],[\"cunard\", \"white star\"],[\"pete rose\", \"jonny bench\"],[\"david lloyd george and herbert asquith\", \"\"],[\"britain, france, russia\", \"\"],[\"diana\", \"circe\"],[\"woolly\", \"west\"],[\"the war department\", \"military\"],[\"archery\", \"\"],[\"oz\", \"down under\"],[\"el\", \"s\"],[\"animal farm\", \"cat\"],[\"beowulf\", \"asd\"],[\"pink\", \"dubble bubble\"],[\"billy joel\", \"nas\"],[\"aztecs\", \"maya\"],[\"goya\", \"jh\"],[\"common sense\", \"the bill of rights\"],[\"arrowroot\", \"aloe\"],[\"garter snake\", \"grass\"],[\"cape horn\", \"hope\"],[\"first edition\", \"enjoy the following\"],[\"first ladies\", \"yt\"],[\"asteroids or minor planets\", \"uy\"],[\"knossos\", \"minotaur\"],[\"the summer solstice\", \"sun burn\"],[\"wyoming\", \"utah\"],[\"ho chi minh city\", \"u\"],[\"john muir\", \"redwood\"],[\"alphabits\", \"abc\"],[\"campobello\", \"long island\"],[\"edith\", \"eleanor\"],[\"the bastille\", \"normandy\"],[\"toy story\", \"\"],[\"waterworld\", \"\"],[\"franklin pierce\", \"polk\"],[\"antwerp\", \"\"],[\"ohio\", \"louisiana\"],[\"millie the bush family dog\", \"\"],[\"revell\", \"\"],[\"alaska\", \"new jersey\"],[\"brussels\", \"geneva\"],[\"cornwall\", \"wessex\"],[\"munchkins\", \"pygmy\"],[\"copper\", \"aluminium\"],[\"caracas\", \"santiago\"],[\"synthesizer\", \"guitar\"],[\"a lifeguard\", \"cpr\"],[\"bessie smith\", \"ella fitzgerald\"],[\"quezon city\", \"\"],[\"the alamo\", \"\"],[\"cambridge\", \"oxford\"],[\"the vulgate\", \"\"],[\"cannoletto the grand canal\", \"da vinci\"],[\"bullfighting\", \"soccer\"],[\"brazil usa\", \"canada and usa\"],[\"tin\", \"ceramic\"],[\"john muir\", \"audubon\"],[\"kabul, afghanistan\", \"tibet\"],[\"hair\", \"skin\"],[\"the eyes\", \"feet\"],[\"rocky mountain spotted fever\", \"\"],[\"closer\", \"eat, pray, love\"],[\"the java trench\", \"mariana\"],[\"gherkin\", \"dill\"],[\"mt mckinley\", \"denali\"],[\"gnocchi\", \"ravioli\"],[\"moses\", \"maurice\"],[\"rio grande\", \"platte\"],[\"radicchio\", \"cabbage\"],[\"birmingham\", \"motgomery\"],[\"gentle ben\", \"clifford\"],[\"lassie\", \"clifford\"],[\"harvard\", \"georgetown\"],[\"topper\", \"\"],[\"hebrew\", \"greek\"],[\"margarine\", \"lard\"],[\"suet\", \"marrow\"],[\"greek\", \"sanskrit\"],[\"horse\", \"dolphin\"],[\"estonian\", \"czech\"],[\"parking meters\", \"tractor\"],[\"culdesac\", \"balloon\"],[\"henry v\", \"as you like it\"],[\"things that have stays\", \"neck\"],[\"gruff\", \"billy\"],[\"lawyer\", \"detective\"],[\"michael j fox\", \"steve urkel\"],[\"corcovado\", \"sugarloaf\"],[\"the man who would be king\", \"\"],[\"switzerland\", \"alaska\"],[\"acadia national park\", \"yosemite\"],[\"gibraltar\", \"bosphorus\"],[\"the plymouth colony\", \"\"],[\"hippocrates\", \"galen\"],[\"offshore\", \"\"],[\"1 of ford or carter\", \"john f kennedy\"],[\"nixon\", \"roosevelt\"],[\"samuel colt\", \"wessen\"],[\"cigar\", \"kick in the butt\"],[\"nothingness\", \"living\"],[\"boccaccio\", \"\"],[\"the burbs\", \"\"],[\"the vietnam war\", \"cold war\"],[\"alaska\", \"\"],[\"fort wayne\", 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\"range\"],[\"an old wives tale\", \"myth\"],[\"dublin\", \"pennsylvania\"],[\"a kangaroo\", \"chicken\"],[\"flagrante delicto\", \"\"],[\"nolo contendere\", \"\"],[\"jim davis\", \"bill\"],[\"biography\", \"bible\"],[\"brodbignag\", \"\"],[\"beluga\", \"bass\"],[\"rhone\", \"thames\"],[\"u pick live\", \"icarly\"],[\"my life as a teenage robot\", \"twitches\"],[\"holly golightly\", \"tiffany\"],[\"switzerland\", \"malta\"],[\"shoemaking\", \"cobbler\"],[\"herring\", \"cod\"],[\"portobello\", \"shiitake\"],[\"agatha christie\", \"\"],[\"hang\", \"mistrial\"],[\"a challenge\", \"strike\"],[\"cleveland\", \"columbus\"],[\"red wine\", \"savignon\"],[\"dog day afternoon\", \"corleone\"],[\"stadium\", \"bleachers\"],[\"rio de janeiro\", \"impanima\"],[\"a copay\", \"deductible\"],[\"olives\", \"oak\"],[\"tandoor\", \"\"],[\"portuguese\", \"spanish\"],[\"plato\", \"socrates\"],[\"minnesota\", \"iowa\"],[\"18\", \"16\"],[\"barbara bush\", \"obama\"],[\"analgesic\", \"anti\"],[\"andre agassi\", \"nadal\"],[\"ldl low density lipoproteins\", \"saturated fats\"],[\"uncle remus/joel chandler harris\", \"silverstein\"],[\"james i\", \"george i\"],[\"pete rose\", \"alex rodriguez\"],[\"new jersey\", \"new mexico\"],[\"king farouk\", \"gaffhadi\"],[\"books\", \"words\"],[\"flapjack\", \"waffle\"],[\"shoes\", \"tires\"],[\"sink ships\", \"cause hits\"],[\"princess stephanie of monaco\", \"jackie kennedy\"],[\"protons\", \"hydrogen\"],[\"china\", \"ukraine\"],[\"poverty\", \"vietnam\"],[\"a bushel\", \"8 gallons\"],[\"panama\", \"nicaragua\"],[\"buchanan\", \"johnson\"],[\"sweden\", \"denmark\"],[\"citigroup\", \"costco\"],[\"skein\", \"pain\"],[\"american express\", \"chase\"],[\"mantle\", \"i beam\"],[\"families\", \"phila\"],[\"sheryl swoopes\", \"lisa leslie\"],[\"george washington carver\", \"carter\"],[\"dirty pool\", \"whirlpool\"],[\"mount rushmore\", \"crazy horse\"],[\"a midsummer night's dream\", \"hamlet\"],[\"charles augustin de coulomb\", \"cartes\"],[\"a stoop\", \"s\"],[\"sneezing\", \"masturbating\"],[\"nicotine patches\", \"tobacco\"],[\"possum\", \"platypus\"],[\"english\", \"french\"],[\"africa\", \"australia\"],[\"hamlet\", \"merchant of venice\"],[\"beatrice\", \"much ado about nothing\"],[\"alta\", \"baca\"],[\"ebony\", \"mahogany\"],[\"balloons\", \"hoops\"],[\"john f kennedy\", \"johnson\"],[\"halloween\", \"hannuchah\"],[\"hero\", \"helen\"],[\"flags\", \"stars\"],[\"irene cara\", \"david bowie\"],[\"israel\", \"united states of america\"],[\"the bald cypress\", \"bald\"],[\"onassis\", \"roussel\"],[\"maui\", \"hawaii\"],[\"a scythe\", \"sickle\"],[\"barbados\", \"bb\"],[\"libraries\", \"university\"],[\"a cantina\", \"taverna\"],[\"sangria\", \"caberne\"],[\"the loonie\", \"loony\"],[\"beauty\", \"balance\"],[\"peter the great\", \"nicholas the second\"],[\"whigs\", \"no nothings\"],[\"garry kasparov\", \"bobby fisher\"],[\"leukemia\", \"liver\"],[\"he said, she said\", \"kramer vs kramer\"],[\"billy graham\", \"bill clinton\"],[\"oregon\", \"wyoming\"],[\"pyrenees/alps\", \"himalayan\"],[\"richard i\", \"edward\"],[\"quito\", \"qatar\"],[\"windpipe\", \"adam's apple\"],[\"starsky hutch\", \"cagney lacey\"],[\"w formerly women's wear daily\", \"e\"],[\"odense\", \"oslo\"],[\"william conrad\", \"chris farley\"],[\"vincent van gogh\", \"monet\"],[\"the saronic gulf\", \"athena\"],[\"midnight hour\", \"happy hour\"],[\"the hague\", \"geneva\"],[\"rum\", \"syrup\"],[\"razor\", \"ruler\"],[\"garth brooks\", \"dolly parton\"],[\"dover beach\", \"rule brittania\"],[\"xanax\", \"a\"],[\"salvador dali\", \"van gogh\"],[\"maine\", \"thode island\"],[\"edison\", \"west orange\"],[\"arroyo\", \"playa\"],[\"truth is stranger than\", \"h\"],[\"pot never boils\", \"n\"],[\"ticker tape\", \"tequila\"],[\"omar torrijos\", \"tito\"],[\"a moderator\", \"a\"],[\"cornell\", \"columbia\"],[\"tag\", \"guten\"],[\"aleutians\", \"bering\"],[\"coney island\", \"staten\"],[\"toronto\", \"ottawa\"],[\"cello\", \"clarinet\"],[\"ungulate\", \"unumbrian\"],[\"suspenders\", \"glasses\"],[\"cuzco\", \"machu picchu\"],[\"united nations\", \"teamsters\"],[\"ray liotta\", \"pacino\"],[\"dell\", \"mill\"],[\"h2so4\", \"sf4\"],[\"oliver wendell holmes\", \"whitman\"],[\"boston\", \"london\"],[\"jean chretien\", \"churchill\"],[\"gman\", \"man in black\"],[\"a vet doc accepted\", \"vet\"],[\"cassava\", \"sassafrass\"],[\"earlobe\", \"lobe\"],[\"domes\", \"columns\"],[\"miles standish\", \"elvis\"],[\"wheat\", \"oat\"],[\"plectrum\", \"lyre\"],[\"arabic\", \"berber\"],[\"kern\", \"knit\"],[\"lillian hellman\", \"albee\"],[\"a bandicoot\", \"kangaroo\"],[\"a broom\", \"waterloo\"],[\"isabel sanford\", \"bell\"],[\"monmouth\", \"concord\"],[\"maine\", \"washington\"],[\"hampton roads\", \"antietam\"],[\"alexander stephens\", \"lee\"],[\"maria tallchief\", \"graham\"],[\"raiders of the lost ark\", \"star wars\"],[\"jean chretien\", \"n\"],[\"shopping\", \"eating\"],[\"jerusalem\", \"mecca\"],[\"norway\", \"france\"],[\"vipers\", \"asps\"],[\"sight\", \"hearing\"],[\"dip\", \"double dip\"],[\"birthday\", \"day\"],[\"the visigoths\", \"huertas\"],[\"endgame\", \"end of the party\"],[\"his own soul\", \"himself\"],[\"horse and carriage\", \"peas and carrots\"],[\"the plastic ono band\", \"beatles\"],[\"the acropolis\", \"compass\"],[\"green bean\", \"snap pea\"],[\"the tampa bay devil rays\", \"marlins\"],[\"debra winger\", \"danny devito\"],[\"oscar wilde\", \"hawthorne\"],[\"a line\", \"cinema\"],[\"maryland\", \"california\"],[\"shiva\", \"vishnu\"],[\"george washington\", \"andrew jackson\"],[\"andrew jackson\", \"franklin pierce\"],[\"india\", \"iran\"],[\"jim garrison\", \"kevin costner\"],[\"managua nicaragua\", \"buenos aires\"],[\"all in the family\", \"arrested development\"],[\"scotland\", \"england\"],[\"denmark\", \"france\"],[\"denmark\", \"france\"],[\"titanium\", \"tin\"],[\"sasquatch bigfoot the abominable snowman yeti\", \"tortoise and hare\"],[\"mahatma gandhi\", \"william tecumseh\"],[\"harry blackmun\", \"clarence black\"],[\"catholicism\", \"christianity\"],[\"cogito ergo sum\", \"you reape what you sew\"],[\"threes company\", \"theres\"],[\"the piano\", \"the other boleyn girl\"],[\"crescent the star\", \"moon and star\"],[\"citizen kane\", \"gone with the wind\"],[\"the army\", \"marines\"],[\"barbiturates\", \"truth serum\"],[\"physiology\", \"physics\"],[\"sleeping beauty\", \"beauty and the beast\"],[\"las cruces\", \"albequrque\"],[\"dungeons dragons\", \"age of empires\"],[\"the suntimes\", \"chicago tribune\"],[\"verses\", \"dreams\"],[\"the chancellor of germany\", \"prime minister\"],[\"isaac bashevis singer\", \"sholom aleichem\"],[\"mcdonalds\", \"chopped leaf\"],[\"thomas gray\", \"frost\"],[\"nothing in common\", \"moonlighting\"],[\"through the lookingglass\", \"alice in wonderland\"],[\"incompatibility\", \"irreconcilable difference\"],[\"a jackolantern\", \"skeleton\"],[\"apocryphal\", \"heretical\"],[\"the niger\", \"yangtze\"],[\"capillaries\", \"capillaries\"],[\"edwin land\", \"polaroid\"],[\"the karate kid\", \"stand by me\"],[\"forward\", \"guard\"],[\"flagrante delicto\", \"the act\"],[\"idaho oregon\", \"utah and california\"],[\"yellowstone\", \"yosemite\"],[\"whooping crane\", \"blue crane\"],[\"the thyroid gland\", \"lymph nodes\"],[\"connecticut\", \"louisiana\"],[\"jacqueline kennedy\", \"marilyn monroe\"],[\"east of eden\", \"grapes of wrath\"],[\"henry viii anne boleyn\", \"edward and elizabeth\"],[\"taste\", \"the weather\"],[\"licking stamps\", \"sealing an envelope\"],[\"chandler\", \"churchill\"],[\"the arctic circle\", \"the tropic of cancer\"],[\"suleiman the magnificent\", \"vlad the impaler\"],[\"a hard days night\", \"yellow submarine\"],[\"transpiration\", \"photosynthesis\"],[\"transfer\", \"transcriptional\"],[\"meet me in st louis!\", \"a miracle on 34th st\"],[\"lincoln nebraska\", \"kansas city\"],[\"the usfl\", \"american football league\"],[\"decontaminating\", \"chelation\"],[\"victoria\", \"edward vi\"],[\"i do not know\", \"i cannot say\"],[\"central mountain\", \"central standard\"],[\"georgia\", \"ukraine\"],[\"an underclassman\", \"undergraduate\"],[\"rosh hashanah yom kippur\", \"passover hannukah\"],[\"punic wars\", \"adrian\"],[\"acoustics\", \"audiology\"],[\"an elixir\", \"spoonful of sugar\"],[\"clemenceau\", \"de gaulle\"],[\"pitcairn island\", \"australia\"],[\"the middle passage\", \"slave trade\"],[\"sweden\", \"switzerland\"],[\"california gold rush\", \"rosetta stone\"],[\"john sirica\", \"nison\"],[\"low countries or the netherlands or holland\", \"indonesia\"],[\"world war i\", \"crimean war\"],[\"simon bolivar\", \"columbus\"],[\"a logarithm\", \"square root\"],[\"a rock hound\", \"houndstooth\"],[\"sumac\", \"cashew nut\"],[\"a piton\", \"pin needle\"],[\"gloria estefan\", \"jennifer lopez\"],[\"poor richards almanack\", \"lampoon\"],[\"lillian russell\", \"scarlett ohara\"],[\"transpiration\", \"photosynthesis\"],[\"ricky ricardo\", \"charlie brown\"],[\"ann landers\", \"dear abby\"],[\"robert de niro\", \"martin scorscese\"],[\"augusta maine\", \"kansas city\"],[\"dayton ohio\", \"kansas city\"],[\"daniel defoe\", \"robinson caruso\"],[\"guys and dolls\", \"luck be a lady\"],[\"the woodsman\", \"prince charming\"],[\"jordan river\", \"rhine\"],[\"arizona\", \"idaho\"],[\"stranger in a strange land\", \"set my people free\"],[\"ogden nash\", \"hemingway\"],[\"ernest hemingway\", \"fitzgerald\"],[\"slap\", \"penalty\"],[\"gesundheit\", \"god bless you\"],[\"halleys alleys\", \"johans brihans\"],[\"dallas fort worth\", \"houston and dallas\"],[\"charlies angels\", \"fast and furious\"],[\"john calvin\", \"charlemagne\"],[\"telephone directory\", \"white pages\"],[\"lance\", \"scalpel\"],[\"the corn belt\", \"bread basket\"],[\"a jade blade\", \"pea epee\"],[\"forget paris\", \"space jam\"],[\"little women\", \"reality bites\"],[\"scotland\", \"england\"],[\"esprit\", \"levi strauss\"],[\"strother martin\", \"torn\"],[\"chlorine\", \"carbon\"],[\"west virginia\", \"new york\"],[\"truman and eisenhower\", \"bush and clinton\"],[\"vermont\", \"west virginia\"],[\"lebanon\", \"libya\"],[\"bloemfontein\", \"belltown\"],[\"lingual\", \"lingual\"],[\"nypd blue\", \"days of our lives\"], [\"the wishbone\", \"boner\"], [\"driver\", \"pooter\"], [\"sifting\", \"boiling\"], [\"Idaho\", \"oklahoma\"]]\n",
"np.random.shuffle(negative_cases)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"\n",
"def gen_tests(good_cases, bad_cases):\n",
" def clean_string(x):\n",
" return re.sub('[^\\w\\s]', '', x)\n",
" X = []\n",
" y = []\n",
" for good_case in good_cases:\n",
" a, b = map(clean_string, good_case)\n",
" X.append([a, b])\n",
" y.append(True)\n",
" for bad_case in bad_cases:\n",
" a, b = map(clean_string, bad_case)\n",
" X.append([a, b])\n",
" y.append(False)\n",
" return (np.array(X), np.array(y))\n",
"\n",
"(X, y) = gen_tests(positive_cases, negative_cases)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def accuracy(X, y, f):\n",
" correct = 0\n",
" total = 0\n",
" for i in range(len(X)):\n",
" a, b = X[i]\n",
" if f(a, b) == y[i]:\n",
" correct += 1\n",
" total += 1\n",
" return float(correct) / total\n",
"\n",
"def print_acc(acc):\n",
" print(\"Accuracy: {:.2f}%\".format(acc * 100))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 73.54%\n"
]
}
],
"source": [
"def strcmp(a, b):\n",
"\treturn a == b\n",
"\n",
"print_acc(accuracy(X, y, strcmp))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 75.01%\n"
]
}
],
"source": [
"import nltk\n",
"from nltk.stem.porter import PorterStemmer\n",
"\n",
"def strcmp_with_stemming(a, b):\n",
" stemmer = PorterStemmer()\n",
" return stemmer.stem(a) == stemmer.stem(b)\n",
" \n",
"print_acc(accuracy(X, y, strcmp_with_stemming))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 82.63%\n"
]
}
],
"source": [
"def strcmp_with_tokenizing(a, b):\n",
" def remove_non_nouns(s):\n",
" tags = nltk.pos_tag(nltk.word_tokenize(s))\n",
" filtered_tags = [ tag[0] for tag in tags if tag[1][0] == 'N' ]\n",
" return ' '.join(filtered_tags)\n",
" a, b = map(remove_non_nouns, (a, b))\n",
" return stemmer.stem(a) == stemmer.stem(b)\n",
" \n",
"print_acc(accuracy(X, y, strcmp_with_tokenizing))"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def weighted_f(f, a, b, t, *args):\n",
" return f(a, b, *args) > t"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4)"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Weight(s): [0.6835568997829167]\n",
"Accuracy: 92.12%\n"
]
}
],
"source": [
"from sklearn.base import BaseEstimator, ClassifierMixin\n",
"from sklearn.utils.validation import check_X_y, check_array, check_is_fitted\n",
"from sklearn.utils.multiclass import unique_labels\n",
"\n",
"class LinearWeightClassifier(BaseEstimator, ClassifierMixin):\n",
" def __init__(self, f, param_count=0):\n",
" self.f = f\n",
" self.param_count = param_count + 1\n",
" \n",
" def fit(self, X, y):\n",
" X, y = check_X_y(X, y)\n",
" self.classes_ = unique_labels(y)\n",
" self.X = X\n",
" self.y = y\n",
" \n",
" def opt_f(args):\n",
" return -1 * accuracy(self.X, self.y, lambda a, b: weighted_f(self.f, a, b, *args))\n",
" \n",
" bounds = [(0, 5)] * self.param_count\n",
" opt = optimize.differential_evolution(opt_f, bounds=bounds, maxiter=2000)\n",
" self.t = list(map(float, opt.x))\n",
" self.weighted_f = lambda a, b: weighted_f(self.f, a, b, *self.t)\n",
" return self\n",
"\n",
" def predict(self, X):\n",
" check_is_fitted(self, ['X', 'y'])\n",
" y_pred = []\n",
" for x in X:\n",
" y_pred.append(self.weighted_f(*x))\n",
" print(\"Weight(s): {}\".format(self.t))\n",
" return y_pred\n",
"\n",
"clf = LinearWeightClassifier(jaro_winkler).fit(X_train, y_train)\n",
"print_acc(clf.score(X_test, y_test))"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Weight(s): [0.28736244416686807]\n",
"Accuracy: 94.87%\n"
]
}
],
"source": [
"clf = LinearWeightClassifier(levNorm).fit(X_train, y_train)\n",
"print_acc(clf.score(X_test, y_test))"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Weight(s): [0.34486629479279207]\n",
"Accuracy: 97.46%\n"
]
}
],
"source": [
"clf = LinearWeightClassifier(dice).fit(X_train, y_train)\n",
"print_acc(clf.score(X_test, y_test))"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def linear_combination_f(a, b, w1, w2, w3):\n",
" return w1 * jaro_winkler(a, b) + w2 * levNorm(a, b) + w3 * dice(a, b)"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Weight(s): [2.3934858600956623, 0.3159910494971623, 2.3338070149206827, 4.105535998508461]\n",
"Accuracy: 97.52%\n"
]
}
],
"source": [
"clf = LinearWeightClassifier(linear_combination_f, 3).fit(X_train, y_train)\n",
"print_acc(clf.score(X_test, y_test))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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