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638501574717804544
[ "who was arrested for child pornography in boston", "who is professor at a college in boston?", "who is nh professor", "where is nh professor", "where is professor nh", "who is professor of law in massachusetts who is being arrested for child pornography", "what college professor is on leave after being arrested for child pornography", "who is nh professor", "where is professor nh living", "what is nh professor arrested for", "who was arrested for child porn", "where did professor elvis live", "what is a professor in nh doing today", "was this college professor arrested for child pornography", "why did nh college professors get arrested", "who is a boston college professor", "who is the professor of college in nh", "why is nh professor on leave", "what college professor is on leave", "where is professor nh arrested" ]
638501463854088192
[ "why would someone have your children at their school", "why is it okay for a teacher to have their own child in school?", "what is it when you want to teach at schools", "what does it mean to want to teach at a school", "do teachers have to teach their children?", "why can't i have my own children at schools", "why do you teach at a school", "how can people tell you are teaching", "what would you teach at a school", "why would you don't want your children to be taught in a school", "are teachers supposed to teach", "why does a teacher refuse to teach", "what if you can't have your own children attend school", "why are teachers banned?", "who says it is okay to teach at a school", "how can someone teach in a school?", "how do teachers teach kids", "why is it okay to not want children in school", "what is the problem with being a teacher?", "what do you do when a teacher refuses to teach" ]
638501568371757056
[ "when did the crisis end for clerigy", "who is clergy", "who call for an end conflict", "who said cliergy called for end to conflict", "clergy clergy call for end to conflict", "what is the clergy call for", "who call for clergy", "what is the clergy call", "how did clergy call for an end to conflict?", "who calls for end of conflict", "clergy call for end of conflict", "who does clergy call for", "is clergy in conflict", "where do cergy call for an end to conflict", "who calls for end to conflict", "clurey calls for end to conflict", "who called for end to conflict?", "who is clergy and what does it say?", "clergy clergy calls for end to conflict", "clergy calls for end to conflict" ]
638501564676575233
[ "when did american air start flying dreamliners", "who is american air", "who makes the boeing dreamliner", "who is dfw", "who is the leading carrier in japan?", "which airline flies dreamliners", "who is the leading airline in the world", "what airline makes its dreamliner", "who fly dfw", "who is the leader in the airline industry", "what type of airline is the daft airways", "who fly dreamliner", "what airline fly out of japan", "who fly boeing 787's", "which airlines fly dreamliner", "who fly the dfw 737", "what airplanes fly in japan", "who flies dfw", "who owns dreamliner", "who is the leading carrier in the us" ]
638501578345984000
[ "what year does uncharted come out", "when is uncharted 4 coming out", "when does metal gear solid release", "when is uncharted metal gear solid", "when are uncharted 5 releases", "when is uncharted released", "when will uncharted 5 twilight release", "when does metal gear solid nbc release?", "what year did metal gear solid come out", "when will metal gear solid uncharted be released", "when do uncharted mgs 5 come out", "when is uncharted 2 coming out", "when does uncharted vs metal gear solid come out", "when does uncharted gs5 release", "when will the metal gear solid 5 microtransactions release", "when does uncharted 4 come out", "what metal gear solid game is a microtransaction in?", "when is uncharted 4 coming out", "when does metal gear solid come out", "when will uncharted be released" ]
638501563342843906
[ "which minnesota sports has volleyball?", "what volleyball division in minnesota", "what division is minnesota volleyball", "minnesota volleyball avg", "what volleyball division in minnesota is 8a", "what subsection is volleyball", "what section is volleyball in minnesota", "what volleyball subsection is minnesota", "what volleyball subsection is minnesota", "minnesota volleyball", "what division is minnesota volleyball", "what section in minnesota is volleyball", "what sports do minnesota have", "where is minnesota volleyball located?", "minnesota volleyball section", "minnesota volleyball subsection", "minnesota volleyball schedule", "what sports are in minnesota", "what section is volleyball minnesota", "what section is volleyball in minn" ]
638501437119549440
[ "who is the astros rhp", "when was jim crane honored", "who is the nohitter for the aster", "who is the rhp of the asters", "who was honored for a no hitter", "when did jim crane award the bronze medal to the stars rhp", "who is the star pitcher on the sky?", "what team is rhp on", "who was honored with the no hitter on the astros", "who was honored for his no hitter", "who is the rhp of the astros", "what team was rhp honored for", "who is honored", "who is the rhp on the astronauts baseball team", "what baseball team is the skylers on", "who is the october astronauts rhp", "who was honored in the ohio astros without a hit", "who is honoring the Astros", "who is an rhp for stars 64", "when was rhp honored for no hitter" ]
638501581785141249
[ "where is gorillas", "columbus gorillas", "what zoo has the best gorillas", "where is the columbus zoo", "where was the columbus zoo", "which zoo has an infant at the zoo", "where are young gorillas", "what is the zoo for kids", "where is the columbus zoo", "where do gorillas play at the columbus zoo", "what is the columbus zoo called", "where are gorillas zoo", "what animal is a gorilla", "where was the columbus zoo gorillas zoo", "where are gorillas at in columbus zoo", "which zoo has gorillas in columbus", "what is the columbus zoo's name", "where are the gorillas in columbus", "what zoo has a gorilla", "where is columbus gorilla zoo" ]
638501423681019905
[ "what is the hotel management trump stayed at", "who is the technical specialist at trump hotel?", "what hotel was the trump hotel in", "what hotel company did trump stay at", "who is the technical specialist for the trump hotel", "what hotel management did trump", "who is the trump hotel management", "who found the trump hotel unsubstantiated", "trump hotels", "what hotel is trump", "is trump's hotel a tech center", "what hotel has the trump hotel?", "what hotel is trump in", "which hotel management agency trump", "what hotel management does trump run", "who was the trump hotel technical specialist", "why did trump's hotel manager get fired from the presidency", "who is the hotel specialist for trump", "what hotel management is trump at", "who is the trump hotel management" ]
638501563305062401
[ "is carbon footprint a problem", "when is the turning point towards a low carbon future", "what is the turning point towards a low carbon future", "who is the turning point toward a low carbon future", "when is the turning point to low carbon future", "who explains the turning point towards a low carbon future", "what is the turning point towards a low carbon future", "when should carbon emissions be reduced", "who is bill mckibben", "how is carbon future", "who wrote on low carbon future", "who are the leaders on low carbon", "which of these is a turning point toward a low carbon future? what is the answer", "what is the turning point toward low carbon future", "what is the turning point in lowering carbon emissions", "what is the turning point towards a low carbon future", "what is the turning point towards a low carbon future?", "what's the turning point toward a low carbon future?", "what's the turning point towards", "who are the leaders on low carbon ecowatch" ]
638501571374919681
[ "wall mirror meaning", "what is mirror", "what is wall mounted mirror", "what type of wall mirror would be", "what is a mirror", "where is the mirror on the wall", "what is the wall mirror", "what's the word for mirror", "what is a mirror on a wall", "what is a mirror", "where is a mirror on a wall", "what is the meaning of mirror", "who is mirror", "what is the definition of a mirror", "wall mirrors", "what is mirrors", "what is a mirror?", "wall mirror", "where do you find your mirrors", "what wall mirror should be placed" ]
638501565905563648
[ "what is the bds movement", "what is ueunion", "what is bds union", "which unions are bds", "what us industrial unit", "who was the industrial union", "who joined the #bds movement?", "where is ueunion", "what is the #bds movement", "where is ueunion based?", "largest industrial unions", "what is bds movement", "what is the industrial action in the #bds movement?", "what us industrial unions are involved in the bds movement?", "what is the major industrial unions", "what are the unions in us", "what union is bds", "what us industrial union joined bds", "what major industrial unions are in the united states", "where are the industrial unions in the united states" ]
638501571781767168
[ "who is png tok", "how do papua ng relations work", "what is the relationship between papua new guinea and australia", "what is relationship between papua new guinea and australia", "which country is closest to australia", "who wrote the interpreter on relations between australia and papua new guinea", "what's the relationship papua new guinea has with australia?", "what is the relation with papua new guinea", "is the interpreter on papua new guinea", "who was papua new guinea relations", "who is png tok", "what were papua new guinea relations like", "what is the relationship between papua new guinea and australia", "who is png", "papua new guinea relations", "who are australian and papua new guinea relations?", "what is the relationship between papua new guinea and australia", "who is ng tok", "can papua new guinea relations improve", "what is the relationship between papua new guinea and australia" ]
638501080171683840
[ "what is the depth chart for georgia southern", "what state has deepest depth chart", "depth chart for georgia southern game", "depth chart for georgia southern game", "what state does the depth chart for georgia southern", "depth chart of georgia southern game", "depth chart for georgia southern game", "what state is georgia southern on depth chart", "where is the depth chart for georgia southern", "where is depth chart for georgia southern game", "what is wv depth chart", "depth chart for ga southern", "depth chart georgia southern game", "which state has depth chart georgia southern", "what is the depth chart for georgia southern", "what's the depth of ga southern", "which wv state has depth charts", "what is the depth of georgia southern game", "where is georgia southern", "what is the depth of georgia southern?" ]
638501562784976896
[ "who is being sued by chipotle for non gmo menu changes?", "what is chipotle sued for", "what restaurant is being sued for non-gmo menu", "is chipotle suing for food that is gmo free", "which chipotle restaurant has sued the restaurant for non-gmo food?", "is chipotle being sued for what", "why is chipotle being sued", "does chipotle have gmo", "what is chipotle being sued for", "why is chipotle being sued", "is chipotle being sued for non gmo menu changes", "is chipotle suing", "why is chipotle sued", "why is chipotle trying to sue the store", "what restaurants have non gmo menu", "why is chipotle being sued", "why is chipotle being sued", "why isn't chipotle doing anything about it", "is chipotle being sued", "what is chipotle's lawsuit" ]
638501577196572673
[ "what county is marshall county, mo in", "where is marshall county", "what counties are in marshall county indiana in", "what county is marshall county ga", "what county is marshall county texas in", "what is marshall county in", "what county is marshall tn in", "where is marshall county indiana", "what county in maryland is tussock", "where is marshall county in ohio located", "what county is marshall, idaho in", "what county is marshall county texas", "why was marshall county in indiana in fall", "where is marshall county in ny", "what county in marshall county, pa", "where is marshall county in maryland", "what county is marshall, nj in?", "what county is marshall county ky", "what county in texas is marshall county in?", "where is marshall county" ]
638501441221578752
[ "who is the wife of the murdered deputy", "who is potus' wife", "who was slain deputy goforth", "who is petous wife", "who is potus's wife", "who was potus' wife", "who is potus wife", "what county is peter goss in", "who is the husband of a harris county deputy", "who is petus' wife", "who is potus' wife", "who is peter rottus wife", "who is oprah's wife", "what is the name of the slain deputies in the harris county jail", "who is the wife of the deputies killed", "who is the ptus wife", "why did slain harris county deputy goforth die", "what state is potus in", "who is the wife of drew goforth", "who is the deputy who shot daniel goforth" ]
638501434560876544
[ "when does september start", "what month is the final day of september", "when does the end of september", "what month is september", "when is september", "what month do the fireworks start", "when does the weather in august begin and end", "when does the last day of september start", "when does september start", "when do we celebrate the end of september", "what is the month of september", "when is september spr", "how long does it take in september to get to texas", "when does the fall begin", "when do the last nights of september begin", "when is the last day of the month for the month of september", "when does september start", "when do they start to announce september", "when does september start", "what's the end of september" ]
638501069698416645
[ "who are liberal trolls", "what liberal troll has been out in force", "who is bettsie", "liberal trolls", "do liberal trolls", "which trolls are liberal", "who is the liberal trolls", "who is a liberal troll", "liberal trolls", "who are liberal trolls", "who is troll", "who is a liberal troll", "liberal trolls out in force", "who is the liberal trolls", "who are the liberals", "liberal trolls out in force", "who is actudave", "who are liberal trolls", "liberal trolls out in force", "who is actudave and vanbadham" ]
638501564982792192
[ "where is thompson toronto", "where are the lights at thompson toronto", "which is better than thompson toronto", "where are the lights at thompson toronto", "where is the lighthouse in toronto", "where is the thompson light show", "where is thompson in toronto", "what is toronto's downtown", "where is thompson toronto", "who is nickiestardust", "where is toronto toronto", "where is the lights at toronto", "where is thompson toronto", "where are the lights at thompson toronto", "where is thompson toronto", "where are the lighting fixtures at thompson toronto", "what cities have thompson lights?", "where was the first light show in toronto?", "where is thompson toronto", "where is thompson toronto" ]
638501580854153216
[ "is it okay to eat fish everyday", "what is the average amount of fish eaten each day?", "is it okay to eat fish every day", "should you eat fish every day", "is it good to eat fish every day", "when is it okay to eat fish", "when should one eat fish every day", "is it okay to eat fish every day?", "is it okay to eat fish every day", "can you have fish every day", "is it okay to eat fish every day", "what's the daily allowance for eating fish daily", "is it okay to eat fish every day for the holidays", "is it good to eat fish every day", "is it safe to eat fish every day", "are fish good to eat every day", "should i eat fish every day?", "should you eat fish every day", "is it okay to eat fish every day", "are it okay to eat fish every day" ]
638501580099088384
[ "what comes first mousse or oil", "what comes first hair mousse or oil", "what comes first is hair mousse or oil", "what comes first hair mousse or oil", "does mousse come first", "what comes first: hair mousse or oil", "what comes first for hair mousse, or oil", "what comes first hair mousse or oil", "what comes first", "what comes first a mousse or oil?", "what comes first mousse or oil?", "what comes first mousse or oil for hair", "what comes first: mousse or oil", "what comes first - mousse or oil", "which comes first mousse, or oil?", "what comes first hair mousse or oil", "what comes first hair mousse or oil?", "what comes first mousse or oil", "what came first mousse or oil", "what comes first mousse or oil" ]
638501579914506243
[ "what nfl team has a starting quarterback", "who is the starting quarterback for washington state nfl teams", "who started quarterback for the washington nfl", "who are quarterbacks for the washington nfl", "who starts nfl quarterback", "who is the starting quarterback for the washington nfl", "who is the starting qb for washington state", "who is the starting quarterback for washington nfl", "wa nfl team quarterback", "who is starting nfl quarterback on wa team", "who is the starting quarterback of the washington state nfl team", "who is quarterback of wa", "who was the starting nfl quarterback", "what team are the starting quarterback on", "what nfl teams start quarterbacks", "what football team does mlb play on in washington", "which nfl team has the starting quarterback", "who is starting quarterback for the washington nfl team", "who is the starting quarterback for washington nfl", "where is the starting quarterback for an nfl team" ]
638501576865263616
[ "where are car bombs in libya", "what was the italian car bomb", "who is leni in libya", "what kind of car bomb damaged in libya", "which company in italy damages car bombs", "where is italy leni joint venture", "what kind of car bomb in italy", "why did italy create a joint venture", "where was the car bomb in libya in italy", "where is leni", "is italy involved in car bombing", "who are the partners in the eni", "where was the car bomb exploded in libya", "is libya a city for the bombs", "where is leni", "where is the car bombing site for libya", "which is the italian joint venture in libya", "what is enia", "what damage is caused by car bomb", "where are car bombs a part of" ]
638501448574193664
[ "is open source censored", "who is a censor", "what chinese government", "why is chinese government trying to censor open source software", "what government did china use to prevent censorship", "which chinese government is preventing developers from open source censorship tools", "what is chinese government doing to open source", "what is the chinese government pressuring developers to do in the open source community?", "what is chinese censorship", "who is pushing open source", "what is the chinese government threatening to do to developers", "is chinese government putting open source developers at risk?", "who is trying to force open source development", "who is doing censorship", "is open source censorship", "which government has pressed developers to implement open source programs?", "what is the chinese government doing to developers?", "what is open source censorship", "why are open source censorship tools favored by government?", "what is the government doing to censor software" ]
638501580279443456
[ "who won the wakeboarding contest", "did mary morgan howell win her state apex wakeboard contest", "who won the wakeboard contest", "dothan wakeboard contest", "who won dothan wakeboard contest", "who does mary howell represent on wakeboard", "what nationality is mary morgan howell", "what wakeboard competitor won the national wakeboard contest?", "who won a national wakeboard competition", "what wakeboard is mary morgan howell in", "did mary morgan win the wakeboard", "who won a wakeboard competition", "who won the wakeboard contest", "who won the wakeboard contest in dothan mn", "who woke up the world champions", "who is mary howell", "who won a wakeboard contest", "who is mary morgan howell", "who did mary morgan howell win the wakeboarding contest", "who won wakeboard contest" ]
638501434921721857
[ "funny inbound marketing videos", "what is a humorous video on inbound marketing", "what is funny about inbound marketing", "when is inbound marketing fun", "what is the funny inbound marketing", "inbound marketing videos", "what is the definition of inbound marketing", "which is a funny inbound marketing video", "what is inbound marketing and what should you do", "what marketing video is funny", "funny marketing videos", "what is the funny inbound marketing", "what is the funny inbound marketing video", "what is the funny inbound marketing video", "inbound marketing videos", "funny ads for inbound marketing", "funny inbound video", "funny inbound marketing videos", "funny inbound marketing video", "what is the funny part in the ibm" ]
638501557961519104
[ "what kind of eyes does a cop pull over", "who pulled the man over for making eye contact", "did cop pull a guy over", "who pulls a guy over for eye contact", "when did the cop pull a man over", "who pulls man over for direct eye contact", "what type of cop pulls man over", "who pulled man over", "when a cop takes a man over for making eye contact", "what happened to cops with direct eye contact", "who pulls a man over for direct eye contact?", "what's a cop pulling over for direct eye contact", "who pulls the over man when he makes eye contact", "why does cop pull man over", "what's a cops eye contact", "who pulls man over for eye contact", "who pulls guy over for making direct eye contact", "what did they call the man who pulls him over", "cop pulls man over for making eyes open", "which cop pulls a man over for making direct eye contact?" ]
638501557978337280
[ "what year did kameron rubpp start for the phillies", "what is mlb central", "who pitched for the phillies", "where are phillies young pitchers", "who is cameron ripp", "who is cameron rubp", "how many pitching positions does the phillies have", "who is acemrons pitching team", "who played for the phillies", "what's in the philly youth pitching", "when does cameron rupp pitch at baseball", "can i play a pitch in mlb central", "who is calemon rubpp", "who are the Phillies young pitchers", "where is cameron rustp from", "what position does cameron rubpp play", "who is the youngest pitcher for the phillies", "who is cameron rupp", "what team does cameron rupp play for", "what phillies young pitchers play at" ]
638501567558103041
[ "where are they now?", "when is mayoral election", "how many mayoral candidates in winnipeg", "what is the mayoral candidate for winnipeg", "where are mayoral candidates?", "who are the mayoral candidates for winnipeg", "who are the mayoral candidates in winnipeg", "who are mayoral", "what year did winnipeg mayor elect", "canadian mayoral candidate", "when do you need to vote for a mayor in winnipeg", "when was the last mayoral election in winnipeg, canada", "who are the new manitoba mayoral candidate", "what is canada's mayoral candidate", "where are the mayoral candidates", "where are they now", "when is the mayoral election in winnipeg.?", "where are the candidates now from", "can a manitoba mayor run for president", "winnipeg mayoral candidate" ]
638501567482630145
[ "which of the following polls says that gun control will not stop violence?", "who say that gun control will not end violence", "which percentage of americans said gun control won't stop violence?", "who said gun control will stop violence", "which percentage of americans say that guns controls will not stop violence?", "does gun control stop violence", "what percent of americans say it will no longer be necessary for gun control to work", "what percent of americans agree that gun control won't stop violence", "do you think gun control will stop violence", "how many americans say guns won't stop violence", "what percentage of americans say gun control won't stop violence", "will gun control stop violent crime", "does gun control stop violence", "how many americans say gun control won't stop violence", "what percentage of americans say guns don’t stop violence", "how many americans said gun control won't stop violence", "what percent of americans say guns won't stop crime", "why do 60% of americans say gun control won't stop violence", "what percentage of the americans say gun control won't stop violence?", "will guns stop violence in usa" ]
638501438528688128
[ "how old is a hiker when you are lost", "how old is a hiker", "how old is hiker", "how old was the hiker found", "how old is a hiker", "who is 62 year old hiker", "how old is a hiker", "who was hiking", "how old is a hiker", "how old is a hiker", "how old is a hiker", "how old is hiker", "how old is hunter who found", "average age hiker", "how old was the hiker who was found", "how old is a hiker", "how old is emily smith", "who is the oldest hiker on the trail", "how old is kirk wilder", "how old is hiker" ]
638501564672380929
[ "what was inevitable when the govt had to give in", "did the government give in to land coordination", "who is government planning", "what was inevitable that the govt had to give in to the land order", "what was inevitable that the end of the world war ii government had to give in to the war in syria", "why do we need a government", "why did us government give in", "when was land order introduced", "what was inevitable that the govt had to give in", "was it inevitable that the govt had to give in to the land order", "why did the govt give up", "what was inevitable that the govt had to give in to the land order", "which government had to give in?", "what is land ordinance in india", "which government had to give in", "did the government give in to us government", "what did the govt give in", "what was inevitable when the govt stepped down", "did the govt give in", "what was inevitable that the govt had to give in" ]
638501564043276288
[ "how many australian girls get married", "how many australian girls get married a year", "how many girls get married in australia", "how many married australians", "how many young girls get married", "how many women get married in australia", "how many women get married a year", "how many girls in australia marry", "how many people are married in australia", "how many women get married each year", "how many women are married in australia yearly", "how many kids get married every year", "how many australian girls get married", "how many couples marry in australia", "how many girls get married", "how many people marry in australia every year", "how many girls get married each year in australia", "how many young women get married each year", "how many girls get married in australia in an annual", "how many people marry their first baby" ]
638501581927780352
[ "who did the box hill hawks defeat", "what was the boxhillhawks loss", "what is the score if box hill hitchhikers win", "what saturday box hock wins", "box hill pawns ncaa basketball results", "what is the score for boxhill hawks", "what's the score box hill hawaii", "who is going to take the huck n wsh", "what team is box hill hill hawks", "box hill hayks", "which hickory box hit saturday night basketball game", "what was boxhill hocks loss", "what was the box hill hawks loss", "boxhill hawks nba losses", "how many points did boxhill hawks win?", "how many point does the box hill hawks", "who are the boxhill", "what was the outcome of the box hill hawks defeat to williamtown", "did the boxhill hawawks lose", "what is boxhillhawks losing record" ]
638501580107419648
[ "is carrie brownstein book tour still on", "who is carrie brownstein", "who wrote a book tour for carrie brownstein", "who was carrie brownstein's cast", "who is carrie brownstein", "who is carrie brownstein", "who is karrie brownstein", "who wrote the book quest love", "who is carrie brownstein", "who are charrie brownstein books", "who are the book tour members", "who is carrie brownstein", "carrie brownstein", "who authored carrie brownstein's book", "what kind of dj plays dave eggers", "who is carrie brownstein", "what s the books of carrie brownstein", "who is carrie brownstein", "who wrote book tour", "who are the stars in a book tour" ]
638501562831142917
[ "what is a porn star", "does pork star card pay public transportation", "where can i buy a porn star", "what is the feature on public transport card", "what card is a porn star on", "what is the star of a porn", "what card has a porn star in it", "what is the name of the card for porn stars?", "what is a porn star card", "is porn a public transport card", "what's the difference between a porn star and a pork star?", "what card to use for porn star", "why do people use porn stars", "what is a pornstar", "what tv station has porn stars", "what's the name of the prepaid card for porn", "what card does the avg pork star play on", "what card is pork in", "how do you pay for a porn star", "what cards are porn star on" ]
638501569130950656
[ "what county is west nile located", "where is the wnl found", "where is west nile found?", "where is the west nile virus located", "where is the wnle disease found", "where was the west nile found?", "where are the west nile virus found", "what was found in dekalb county", "where is wnl found", "what is the name of the county with the wnl virus", "where is west nile disease found in ohio", "where is the wnv in dekalb?", "dekalb county symptoms of wnv", "where were wnl found", "where was the wnle found the first time", "what is the wnl in kalb county", "where was the wnl virus found", "where is the west nile virus found", "which county dekalb wa is located", "where is the west nile disease located" ]
638501564445933569
[ "what is ottweatherweather", "what time of day is sunshine", "what's the weather forecast for ott", "when is sunshine supposed to end", "what's the weather like today?", "what's the weather for ottawa", "what is the weather in ottawa", "what is the weather forecast for ottweather", "when to put away sunscreen", "what season is sunshine", "when will the sunshine be", "can I put away sunscreen today", "where is sunshine right now", "what time of the year is sunshine", "what's your sunscreen", "does anyone put away sunscreen", "what is the weather in ottawa?", "what's the weather in ottawa", "what's your weather supposed to be like", "can you put a sunscreen on before a storm" ]
638501580103221248
[ "when does kanye west announces a run", "who announced his presidential bid", "when is kanye west vma", "who announced presidential run", "when is kanye w", "where is kanye west vma", "when does kanye announce run for president", "which presidential candidate is kanye west", "who is going into the vma", "who announces kanye's run for president", "who announced his run for president in 2020", "when is kanye west running for president", "when will kanye announce presidential run", "when does kanye get announced", "what year does kanye west announce his presidential run", "what year will kanye run for president", "when will kanye west announce", "when will kanye run for president", "is kanye west running for president?", "when will kanye run" ]
638501566601793536
[ "when the weather is in the chelan complex", "when is containment raining in the chenille complex", "weather in the chelan complex", "is it raining in chelan complex ny", "is there rain in the celan complex", "what is the weather on the chelan complex this afternoon", "where is the celan complex", "what conditions are in the chelan complex", "can firefighters work on containment lines around the chelan complex", "why does the celan complex rain", "what's the weather like today in the chelan complex", "can firefighters work on cchelan complex", "where are the cryan complex fire", "is chelan complex raining", "where is the chelan complex in texas", "where is chelan complex, tx?", "is weather at the chelan complex", "what's happening at chelan complex?", "what is the weather for the cheeran complex", "where is the celan community fire station" ]
638501577632972800
[ "what is the black live matter movement in canada", "why did black lives matter?", "what is the cause of the black lives matter movement in canada", "where does the black lives matter movement start", "what is black lives matter movement", "does black lives matter in canada?", "what is black lives matter movement", "what is the black lives matter movement", "where is black lives matter in canada", "what canada movement is blacklivesmatter", "where black lives matter in canada", "where is black lives matter", "what's happening in canada now black live matter", "where is black lives matter canada", "where does black lives matter", "what is the black lives matter movement", "where is black lives matter in canada?", "what is the black lives matter movement", "what is black lives matter movement", "where did black lives matter start in canada" ]
638501562743177216
[ "why was #ibelieveyou #addicted", "what is the purpose of #ibelieveyou", "what is the purpose of the #i believe you campaign in our community?", "what does #ibelieveyou mean", "what is i believe you campaign", "#ibelieveyou campaign", "what is #ibelieveyou campaign", "#ibelieveyou campaign", "what does the #ibelieveyou campaign really", "what is the #ibelieveyou campaign", "what is the #ibelieveyou campaign", "what is the #ibelieveyou campaign", "#ibelieveyou campaign", "when did #ibelieveyou begin", "what #ibelieveyou campaign aims to do", "when will it #ibelieveyou campaign be on", "does i believe you help sexual assault victim", "how did #ibelieveyou affect sex assault victims", "who is the #believeyou campaign", "what is #i believe you campaign" ]
638501581923594241
[ "what was the name of the baby found in a car", "what is the dead youngest child left in a car in baltimore", "where is edgemere, ma", "how old was the child when she was left in the car", "what is the age of a 13 month old boy?", "what year was a baby thrown in the car", "what kind of car did a kid die in", "where is the death of a child", "how did a child die in a car in brinkley maryland", "what is the age of the child left in the car", "how old is baby when it was left in car?", "why did toddler die in car", "what is the name on a child's car that killed", "when did toddler leave car in edgemere", "what was left in the car in edgemere, baltimore?", "which county in baltimore was the child buried in the car", "age of child left in car in baltimore", "where was the child in the car left", "what year was a child left in the car", "what is the name of the car left in edgemere md" ]
638501575858647040
[ "who is the suspect in doctor murder", "what is doctor murder", "what happened in doctor murder", "what's happened in the doctor murder case", "what is doctor murder", "who is doctor murder a suspect in", "what is doctor murder", "who is the suspect in dr doctor murder", "where was doctor murder", "doctor murder arrests", "what is the name of the man in doctor bruise", "doctor murder suspect", "who was doctor murder's friend", "who is the suspect for doctor murder", "what is doctor murder?", "where is doctor murder", "what's happening on doctor murder?", "did doctor murder get arrested", "who is doctor murders best friends", "who is dr murder suspect" ]
638501560998363136
[ "where to wear a poop hat in japan", "which museum has the toilet", "where do you wear poop hat", "where you can wear a poop hat", "what kind of hat do you wear to japan", "what is the giant toilet in japan", "what is the hat in a museum", "where can you wear a poop hat and slide down the toilet", "where do you wear poop hats", "can you wear poop hat in japan", "where you can wear poop hat in japan", "where can u wear a poop hat", "where does a poop hat come from", "what is the largest toilet in japan", "what is the biggest toilet", "where is poop hat", "where is the giant toilet in asia?", "where did you have to wear a poopy hat", "where can you wear a poop hat", "can you wear a poop hat" ]
638501577196568577
[ "when is bear day in lake tahoe", "when is bear season in lake tahoe, tn", "when bears are in lake tahoe", "can bears be in tahoe", "are bears forming in lake tahoe", "what's in lake tahoe", "when is bear weekend for lake tahoe", "when do bears appear on lake tahoe", "when are tahoe bears around", "when does bear season start at lake tahoe", "when is bear season in lakes", "when bears are in lake tahoe", "when are bears in lake tahoe?", "what time bear", "what time is bear season in tahoe", "when are bears in lake tahoe", "bears in lake tahoe", "when bears are in tahoe", "when to be prepared for bear season in tahoe", "when is the bear season" ]
638501557961535488
[ "nbc snl newest players", "what's the new j rudnitsky", "who is jon rudnitsky", "who plays jonrudnitsky", "who is jonrudnitsky on nbc snl", "who is jonrudnitsky", "nbc snl newest player", "what was don rudnitsky on nbc", "who is the player on nbc's snl on the snl show", "who is the newest nbc sportsman", "who is playing on nbcsnl", "what is jonrudnitsky on snl", "is jon rudnitsky nbc's newest tv host on nfl", "who is jon rudnitsky", "who is the newest on nbc snl", "who is jennifer rudnitsky", "who is jon rudnitsky", "who is jordan rudnitsky", "who is the new nbc snl", "who are the latest snl players?" ]
638501564676616193
[ "unpaid family care benefits", "how many people in the usa provide unpaid care", "how many americans have health insurance for family health care", "how many americans provide unpaid health insurance", "how many americans provide unpaid family care", "how many people are unpaid for health care", "how many americans provide family health care", "how many americans offer family care", "how many americans provide unpaid care in the health care system", "what is the total number of people who provide health care", "number of americans who receive medical unpaid care", "how many americans are unpaid family caregivers", "how many americans provide unpaid care", "how many americans provide unpaid care", "number of american people providing unpaid health care", "how many americans provide family healthcare per month", "how many americans provide unpaid care", "how many americans have unpaid family healthcare", "how many americans have unpaid family care", "how many americans are unpaid for family health insurance?" ]
638501447919910912
[ "where are marijuana plants found", "what marijuana plants have been found in homes", "how many marijuana plants were found in the yard by a man?", "where are pot plants found?", "is there a person in a house spotting marijuana", "how many marijuana plants found in a house", "how marijuana plants are found", "marijuana plants found in house", "marijuana plants in homes", "how many marijuana plants were found in my home", "how many marijuana plants are found in a house", "man has marijuana plant", "what marijuana plants has been found in homes", "what is marijuana plant in house", "why did a man face drug charges", "where are medical marijuana found?", "how many marijuana plants in a house", "where was marijuana found in home in new jersey", "man arrested on marijuana charge", "how many plants is there in a home" ]
638501565901332481
[ "heritage kcaa play with split at what conference", "heritage baseball schedule", "heritage basketball schedule", "where is legends heritage basketball", "heritage kansas football schedule", "where did heritage baseball play", "where did heritage baseball play", "what kaaa game was heritage play in", "heritage conference football schedule", "what city was heritage baseball team in", "what kcaa conference play is heritage in?", "where is heritage in play", "where is heritage baseball play", "heritage basketball game", "where is heritage basketball", "heritage athletic conference schedule", "heritage baseball team schedule", "where is heritage basketball field", "who was the heritage team in kentucky", "where is heritage football play" ]
638501567642009600
[ "when is dtlv weekend", "what is the weather like in the sc", "how many days until sunday", "what time is dtlv", "dtv how many days until weekend", "when is dtlv day?", "what day does the weekend start on dtlv", "what to do on dtlv", "where can i do dtlv", "when is planning the weekend", "when is dtlv day", "when is dtlv", "what's your weekend in dtlv", "when is it dtlv weekend", "what is dtlv?", "when is dtlv", "when is dtlv?", "what is dtlv weekend", "which social network does dtlv follow", "when is dtlv day" ]
638501462583169029
[ "what radio station is the cubs on", "what station is the cubs on", "what radio station does the cubs broadcast?", "what station is the cubs on", "what station is the cubs on", "what radio stations does the cubs host", "what radio station are the cubs on", "what channel is the cubs on", "where is cubs radio?", "what radio station is the cubs?", "who is the cubs radio host", "who r the cubs on radio", "what radio does cincinnati play", "what station is cubs radio on", "what radio station are the cincinnati cubs on?", "what station is the cubs on", "what tv channel is the cubs on", "what radio station is the cubs on", "who hosts cubs radio", "what station are the cubs on" ]
638501432094670848
[ "what is the border between austria and hungary", "what european effort stems migrant tide sow chaos", "what is the european efforts to stem the tide to stem the migrant tide?", "who is migrant on the border", "who are the leaders of the european migrant tide", "what is european immigration", "what was the impact of europe's efforts to stem migrant tides on the austrian-hungarian border?", "where hungary borders austriegy", "when was immigration efforts in austria began", "why is it important for europe to stem migrant tide", "what is european effort to stem migrant tide?", "what is the hungarian border called", "are austria and hungary on immigration", "where are the migrant tide sow chaos at the border", "are immigration measures taking place", "where is hungary bordered with austria", "what migrant flows from austria to hungary", "what were the efforts on the austrian hungarian border", "what is the austrian hungarian border?", "what's happening at the austrian border" ]
638501580900167680
[ "do cutdown days work", "why are cutdown days challenging for men?", "why are this cutdown days difficult", "cut down days why", "why are cut down days difficult", "what cutdown days", "what cutdown days are very difficult because these guys have worked extremely hard.", "why cut down days are difficult", "why cutdown days are so difficult", "why are these cutdown days very difficult", "what were the cut-down days?", "why do cutdown days become difficult", "when is cutdown days a thing", "which cutdown days are very difficult because the guys have worked extremely hard?", "why is cutdown days difficult", "why were cut down days so difficult", "why cutdown days are difficult", "why are cutdown days so difficult", "why cut down days are difficult", "why cut down days are difficult" ]
638501567281405952
[ "when is vma night", "what was the vma's last night called", "what was the vma", "what's the vma", "what did the vma show last night", "what's going on with vma", "when was the vma last night", "who stayed at the vma", "what was the vma last night", "what was the vmas show", "what vma was last night?", "what is the venue of the vma", "what was the vma filmed at", "when did vmas start last night", "what night is the vma", "last night's vma", "what was the vma last night", "what were the vmas", "vma last night", "what was the last night's vma" ]
638501564727042048
[ "who is the president of abenomics?", "what are three strikes on inflation spur calls for an overhaul of aenomics?", "what is the call for an overhaul of aenomics", "what are three strikes on inflation spur call for a new era of aenomics", "which is a reversal of a adenomics approach?", "what are the three strikes on inflation spur", "why afao has three strike on inflation spur", "how did three strikes on the inflation spur", "when did afda overreact", "when was abenomics rolled out", "when did afda start the abenomics program", "how does afa affect inflation", "what is the effect of inflation on afl", "which economics term refers to the three strikes on inflation spur?", "who was on the inflation spur called to overhaul", "what spur call for a reform", "who was responsible for the three strikes on inflation spur", "which of the following is an overreach of abenomics?", "which u.s. fiscal policy calls for a new era of austerity?", "what's the three strikes of inflation spur calls for?" ]
638501565196693504
[ "what is the rainy season for football", "what's the weather in southwest florida", "where does tucson football practice", "when is football season in fl", "how often can schools practice football", "what season is football in florida", "can i practice with a rainy season", "when is rainy season in florida", "does football rain in florida", "which state is the rainy season", "where is the football season in southwest florida", "when is football season in florida", "where is football practice season in florida", "where to practice football", "what season do schools practice football", "what season is football season in florida", "what's the weather like in florida?", "what is the weather like in southwest florida", "where do they practice football in nfl", "where is football practice season" ]
638501427153911808
[ "does kimberly daviss have to sign same sex marriage order?", "is there a same sex marriage in kentucky", "did the scotus reject kimberly daviss?", "scotus denies kimberly daviss request to halt marriage", "what is the status of the same sex marriage in kentucky?", "what is the number for the scotus ruling in kentucky", "knox v. smith marriage request in kentucky", "can kimberly davis stay married", "what us district is kimberly davis on", "kentucky did kimberly daviss request to halt marriage", "does ky have a gay marriage order", "did kimberly daviss ask ksu to halt a marriage", "why has christianity denied for same sex marriage", "did king kelly daviss request same sex marriage", "which kentucky marriage law was denied", "is kimberly davis a woman from kentucky", "what is no contest to ky state supreme court ruled against karl davis's request for same sex marriage", "did kotus deny marriage to kimberly daviss", "who denies same sex marriage order", "why did scotus deny marriage" ]
638501569089040384
[ "when will the china pmi come back", "when will china get official production pmi data", "what is china us pmi", "what is the latest us pmi", "when are pmi numbers released in china", "who are the main asian manufacturers", "china pmi slang meaning", "what's your manufacturing gauge?", "what's the manufacturing gauge in china?", "u.s. pmi number for july", "what is the pmi for china", "what's the average china pmi", "when are china pmi numbers released", "when do pmi go up in china", "china pmi", "when is new china pmi due", "what is the manufacturing gauge in china", "what is the official manufacturing pmi of today", "what is the latest pmi reading in china", "what is the pmi in china" ]
638501433319534593
[ "who denied the scutus emergency stay request on the kentucky constitution", "which kentucky clerk denied the scotus request?", "who denied kirk davis scotus request", "who denied scotus emergency stay", "what was the scotus emergency stay denied for", "who refused scotus request", "who denies kim davis a u.s. stay in kentucky", "who denied scotus appeal kentucky", "who denies kim davis a SCOTUS emergency stay", "did kim davis get a scotus emergency stay", "who denied the scotus emergency stay request kentucky", "what kentucky clerk denied scotus stay request", "is the scotus case denied for ky?", "did kim davis request emergency stay", "who denies a scotus stay request", "who refused to grant scotus stay in kentucky", "which kentucky clerk refused to extend the SCOTUS emergency stay for a gay marriage case", "did kim davis request a scotus emergency stay", "when does kim davis have emergency stay", "why was the kentucky scotus emergency stay denied" ]
638501575338643456
[ "did kanye's vma speech", "who is kayne mcpherson speech", "what was kanye's speech", "what was kanye's speech", "when did kanye's speech at the vma", "who said vma speech", "did rapper kanye make a speech", "what was kanye s speech", "what was the reason for kanye's speech at vma", "what speech did kanye on", "what is the vma speech", "did rapper kanye smith give the vma speech", "is kanye's speech a play time choice", "was kanye's speech a game time decision", "did kanye sing a speech at vma", "what speech was made during vma", "what was kayne's speech", "who is kanye's speech speech", "what was kayne's speech at the vma?", "what was kanye's speech at the vma?" ]
638501441997398016
[ "who is queen of carthage", "what is the movie queen of carthage", "who is the actress in the movie queen of carthage", "is queen of carthage the movie", "where is queen of carthage movie", "what movie is queen of carthage", "where is queen of carthage set", "who is in queen of carthage", "when is queen of carthage movie coming out?lllllllllllllllllllllllllllll", "what is the movie queen of carthage", "who's new movie is queen of carthage", "what movie was queen of carthage in", "who is the female actress who plays shillo h", "who plays queen of carthage in princess charlotte", "what movies is queen of carthage in", "what movie is queen of carthage in", "what movie is queen of carthage in", "where is the new queen of carthage movie filmed", "who is the new queen of thames movie?", "what new movie was shiloh in" ]
638501576437436416
[ "where clear creek, arizona", "where is clear creek in adams county", "what county is clear creek tx in", "what county is clear creek, tn in", "where is clear creek adams county", "what county is clear creek alabama in", "what county clear creek alabama in", "where is clear creek, in", "where is clear creek adams", "what county is clear creek, ms in", "where is clear creek alabama located", "where is clear creek arizona", "where is clear creek in adams county illinois", "what county is clear creek in?", "what county is clear creek in", "what adams county is clear creek in", "which county is clear creek, mn in?", "where is clear creek adams county", "where is clear creek adams county, mi", "where is clear creek, wa" ]
638501433214652416
[ "what is the name of the original programming application on apple ios", "what is apple eye", "what is apple eyes move into", "when did apple eyes move into original programming", "when did apple eyes move into original programming", "who is the creator of apple eyes", "is apple eyes original programming", "is apple eye original programming", "what program does apple eyes work on?", "is apple eyes original programming", "what software do apple eyes", "what program did the apple eye move into", "where are the apple eyes?", "is apple eyes original programming", "when did apple eyes move into original programming", "did apple eyes release original programming", "who is the developer of apple eye", "what is the original programming for apple eye", "who is the creator of apple eyes", "what program is apple eyes in?" ]
638501580094894083
[ "can science save your ice cream cones", "is an ice cream cone science saves the cones", "can science save ice cream cones", "can you save an ice cream cone?", "can science save your melting ice cream cones", "can science help melt ice cream cones", "why is science so important to you", "why can't science save ice cream cones", "can science save your melting cone", "can science save your cone from melting", "science can save your melting ice cream cones", "can science save your ice cream cones", "what kind of science can save ice cream cones from melting", "can science save ice cream when the cone melts", "can science save your ice cream cones", "can science save your ice cream cones", "can science save your ice cream cones", "what saves a cone?", "can science save your ice cream cone", "science can save your melting ice cream cone" ]
638501432946257921
[ "who is aruldoss", "who is managing town council", "who are managing town council", "what is hong arabic aruldoss", "who is aruldoss", "who is chong aruldoss", "who is hong aruldoss", "who is chong aruldoss", "who is chong aruldoss", "who is the town councillor for the government?", "who is the managing town council of hong aruldoss", "who is chong atuldoss", "who is the leader of sg townspeople party", "who is hong aruldoss", "who is chong aruldoss", "who is hong aruldoss", "who is chong aruldoss", "who is chong aruldoss", "who is chong aruldoss", "who is hong aruldoss" ]
638501570766770177
[ "what is the katrina kit for", "what to do for a hurricane", "what kind of weather is a hurricane", "what to wear during an hurricane", "what to expect in the event of hurricane", "when is hurricane preparedness kit needed", "what to bring to a hurricane", "what to bring in the hurricane shelter", "what supplies are needed in a hurricane", "what to bring on hurricane", "what supplies to bring during a hurricane", "what to prepare for a hurricane", "is hurricane kit needed", "how to prepare for a hurricane", "are hurricanes tropical", "what supplies do i need for a hurricane", "what is hurricane kit", "when is the worst hurricanes", "what to do in case of hurricane", "hurricane supply kit" ]
638501569319702528
[ "what is the best place to visit during labor day weekend", "where is a great place to go for labor day?", "what is the top vacation destinations on labor day weekend?", "is it labor day weekend in san diego", "what is the travel destination for labor day", "where is labor day weekend best", "what is the top place to visit for labor day weekend", "which cities to visit for labor days", "what is the best destination for labor day", "when is the best time of year to visit san diego", "where to go on labor day weekend", "what is the best weekend weekend vacation spots in the us?", "what is the best place to go for labor day weekend", "when is the best time to go to san diego for labor day", "when is san diego best to visit", "what is the best holiday destination for labor day weekend", "what's the holiday weekend?", "what is the best place to go for labor day weekend?", "where to go for labor day weekend", "what is the best place to go for labor day weekend" ]
638501581806133248
[ "who was louisville mayor", "what harvey sloane did at louisville", "who was louisville louisville mayor", "who is louisville mayor", "what was louisville mayor of for years", "who is louisville mayor", "where is louisville tn", "who is louisville louisville mayor", "who is the mayor of louisville", "who is the mayor louisville?", "who is harvey sloane?", "who is louisville mayor", "who was louisville lu", "who was louisville mayor when he retired", "who is harvey sloane?", "who was louisville mayor", "who was the last mayor of louisville louisville", "who was the mayor of louisville louisville", "who is the louisville mayor", "who is louisville's mayor?" ]
638501568355020801
[ "who is bangsamoro", "where is bangsamoro", "bangsamoro", "which manga is based on jingles", "where is bangsamoro", "who is bangsamoro", "what is bangs amoro", "what is bangsamoro?", "what is bangsamoro", "who was a bangsamoro", "who is bangsamoro?", "who is a bangsamoro?", "who is bangsamoro", "what is bahasamoro", "what kind of food is bangsamoro", "who is bangsamoro", "angsamoro", "what kind of ohioan is bangsamoro?", "where can you get bangsamoro", "what is bangsamoro" ]
638501427141283840
[ "what is achparasite", "who is broach", "what's trending in october", "where's the beach?", "how many people are on the blog now", "who is bartaradise?", "who is barclay paradise", "what is keegs number", "who is keeg s141", "who is barch paradise", "can i live tweet @bachparasite", "what is the name of @achparasite", "when is bachpase time", "who is keegs141", "who's @ballaradise", "who is bathparasite", "where is brach paris on twitter", "what is the name of @ballarase", "what's the meaning of brachparasite", "who is barclay" ]
638501578488442880
[ "what is jcpd?", "what is the jcpd?", "what is the jcpd department", "what is jcpd", "which government department is responsible for policy based disability programs", "what is the jcpd?", "what is jcpd", "who does jcpd", "what is jcpd", "what is jcpd", "who is jcpd", "what is the jcpd in government", "what is jcpd ss", "is jcpd government department", "what is jcpd", "what is the jcpd", "what is jcpd", "what is jcpd", "what is the jcpd", "who is jcpd" ]
638501560109010944
[ "when is crazy august", "when was august insane", "how many days has it agressed in august", "august has been insane", "what's the weather like in august", "august is insane", "how long has august been insane", "when is it insane august", "what month has it been an insane august", "what month was the insane august", "august is how insane", "whats happening in august", "when is insane august", "august has been insane", "august how insane is it", "august insane august", "august insanely", "is august insane", "when is insane august", "august is how many hours" ]
638501575200149504
[ "who is ddlovato", "who is ddlovato", "who is ddlovato", "who is ddlovato", "who is ddlovato", "who plays ddlovato on the game", "who is ddlovato on twitter?", "who is ddlovato on sex", "ddlovato", "who is ddlovato", "which ddlovato", "who is ddlovato", "who is ddlovato", "who is a confidence coach", "who is ddlovato", "who is ddlovato", "who is ddlovato", "who is ddlovato?", "who is ddlovato on cd", "who is ddlovato" ]
638501578249478144
[ "who needs custody in divorce", "husband demands custody divorce", "who demanded custody during divorce", "who demands cash and custody after divorce", "who demands custody when a husband divorces", "who demands custody of divorced couple", "divorce who demands the custody of his child", "what is divorce wife's request for custody", "what is wife demanding in divorce", "who demands custody in divorce", "who demanded custody in divorce", "what husband demands custody after divorce", "what was the wife's demands of custody in divorce", "who demanded custody of child during divorce", "does hubby have custody", "what is home star's name", "is husband demanding custody in divorce", "who demands custody of kids in divorce", "who demanded custody of kids when a divorced", "husband demands custody in divorce" ]
638501066225643520
[ "where is cyprus street", "where is the statue of cyprus", "what is cyprus avenue", "where is the island of cyprus located", "where is the city of cyprus avenue", "what street is cyprus avenue in cyprus", "where is the cyprus avenue in ohio", "where is cyprus avenue?", "where is cyprus avenue in cyprus", "cyprus avenue", "which street has cyprus in it?", "is cyprus avenue a magic", "when was cyprus avenue avg in rome built", "who designed the cyprus avenue street", "what avenue is cyprus avenue in", "what road is cyprus avenue in", "how is cyprus avenue shaped?", "where is cyprus avenue", "where is cyprus street", "where is cyprus avenue" ]
638501576173355008
[ "who is keeper at man utd", "who was david de gea's goalkeeper", "who keeps the manuel", "who is man utd keeper david gea", "who has made the best save", "what team was david de gea in", "who is the real madrid keeper", "who has keeper degea saved against real madrid", "who is david de gea for man utd", "who is the real madrid keeper", "who is man utd's keeper", "who keeps man utd keeper david gea", "why is david de gea so important", "who are guardian of man utd", "what is david de gea's job title", "who are the real madrid keeper", "what team did real madrid keep keeper", "who keeps the best saves for man utd", "which real madrid keeper has been the best?", "which keeper saved man utd from a f**ck" ]
638501464801980416
[ "what tv show did wes craven and clive barker star on?", "what show did wes craven and clive barker appear on", "why did wes craven and clive barker get on dr ruth", "who is wes craven on dr ruth", "who was dr ruth's host on the dr. ruth show", "who is clive barker on dr ruth", "who is the dra ruth guest on", "who is clive barker and wes clawen", "who did wes craven and clive barker", "what show did clive barker and wes craven appear on", "which show does clive barker and wes craven appear on", "who were wes craven and clive barker on dr ruth", "who was clive barker and wes craven", "who is dr. ruth's guest", "who is dr. ruth's guest", "which dr ruth tv show is clive barker's on?", "who are dr ruth's hosts", "who was on dr ruths show", "who was crawford barker on dr ruth", "who does wes craven play on dr ruth's tv show" ]
638501564672401409
[ "who won the pana am fencing", "what state was harleysville", "where is harleysville, nc", "what state is harleysville in", "what is the youths championship for harleysville", "what school in harleysville, ma is in pena", "what division is harleysville in", "who won the pan am in harleysville, tn", "who took win in pan am basketball", "what youth has won pana am fencing", "what team is bronze in the pan am fencing championship", "where are the pan am fencing championships?", "who won the pan am fencing championship", "who won pan am fencing", "where is harleysville, nc", "when did the harleysville youths championship come", "what team was bronze in pana am fencing", "what state does the youth division play in", "what is the bronze medal for harleysville", "who won pan am" ]
638501581827129344
[ "why did the braves fans die", "who died at braves game", "what was the fan who died at braves game", "why is a fan at the braves game dying", "who died in braves game", "braves vs braves fan die", "braves fan who died", "what team has fan dies", "why did a braves player die", "braves stadium safety concerns", "who died when brave fans went", "how did the braves fan die", "who died at braves game", "braves stadium safety question", "who was killed during braves game", "braves fan dies", "who died at braves game", "braves stadium fan death", "what team lost a braves fan", "what game did braves player die" ]
638501560650076160
[ "what is fashion policy now", "what time do fashion police start", "when is fashion police back in the us", "how is fashion police", "what is fashion police a part of", "what is style police", "what is fashion police", "when does a fashion police start", "who is fashion police", "who is fashion police", "when is fashion police resuming", "when is fashion police back?", "when does fashionpolice start", "#fashionpolice is", "what is the fashion police", "what is #fashionpolice?", "what is fashion police?", "what is fashion police", "what is the fpc", "who is fashion police" ]
638501082985922560
[ "how is the texas racing commission funded", "how to get long term funding for texas racing commission", "texas racing commission short term funding plan", "when was the texas racing commission funded", "when does the texas racing commission announce its budget plans", "who sponsors the texas racing commission", "what was the short term funding plan announced for texas racing commission?", "what is the texas racing commission short term funding plan", "what is the texas racing commission short term funding plan", "what is the texas racing commission short term funding plan?", "what is texas racing commission funding plans", "texas racing commission short term funding plan", "what is the texas racing commission funding plan", "texas racing commission funding plan", "texas racing commission short term funding plan", "texas racing commission short term funding", "texas racing commission funding", "what is the texas racing commission funding plan", "when will texas racing commission announce short term funding plan", "texas racing commission funding" ]
638501069488680960
[ "do bezos bet his money on the cars", "who is betting on cars", "who is betting on cars", "who is betting on cars", "what tv show did bezos gamble on", "who is betting on cars", "who is betting on cars", "who has been betting on cars", "who's betting on cars", "what is bezos betting on", "did bezos gamble", "who is betting on cars and google", "is bezos betting on cars to amuse?", "what is bezos betting on", "what is bezos betting on", "why bezos bets", "is bezos betting on cars", "who is betting the most on cars", "what is the bezos betting on", "what is bezos betting" ]
638501581839691776
[ "church where thieves stole from church", "where is the church located in brisbane", "which church has thieves stolen from", "what city is brisbane church in", "where is brisbane church", "who steals from brisbane church", "where is the church in brisbane", "where was the brisbane church stolen from", "where are thieves in brisbane church", "church in brisbane steal from a church", "church where thieves stole", "where do thieves steal from in australia", "where is brisbane church", "where is church brisbane", "what church did thieves steal from", "what city is church of brisbane", "where is brisbane church", "where is brisbane church", "where is the church in brisbane in australia", "what church is brisbane rd" ]
638501579503484930
[ "who played tell him that i love him", "oh jess jess jess jess jess", "what game is jordinsparks playing", "who is jess jess jess", "who tweeted teh guy that i love him", "who played on tell him that i love him", "how many days does oh jess have on tell him that i love him", "who played tell him that i love him", "who is jones jess", "what game did jess jess play", "who plays tell him that i love him", "who is oh jess jess", "who was in tell him that i love him", "who wrote tell him that i love him", "who plays tell him that i love him", "who plays tell him that i love him", "who played tell him that i love him game", "who plays tell him that i love him", "who wrote tell him that i love him", "what's the name of the song that says tell him that i love him?" ]
638501572096364545
[ "who is the 50% of illicit online pharmacies sell counterfeit medications?", "who sells counterfeit medications", "who is most likely to sell counterfeit meds", "how much of illegal drugs are sold online", "what is the percentage of online pharmacies selling drugs?", "who sells counterfeit drugs online", "who sells fake medicine from pharmacies", "who carries counterfeit medicine", "what is the percentage of online pharmacies that sell fake medication", "who sell counterfeit medicines", "who sells counterfeit meds", "what percent of the illicit online pharmacies sell counterfeit medication", "who is 50% of the illicit online pharmacies sell counterfeit meds", "what are some illegal meds sold on ebay", "who sells fake medicine", "who sells fake medications", "what percentage of online pharmacies sell counterfeit medication?", "which pharmacies sell fake medication", "who sells fake meds", "what is the percentage of online pharmacies selling counterfeit medicine?" ]
638501569110110208
[ "who is investing in tehran", "what is tehran's economy like", "what is the tehran investment", "who is iran's foreign investor", "what foreign investment is required for tehran", "why tehran needs foreign investors", "what type of investor should be in tehran", "who must share benefits of investing in tehran", "who is tehran's foreign investors", "is there a foreign investment in tehran?", "are tehran benefits shared", "what is the tehran government stance", "who needs to invest in tehran", "which countries have to share the benefits with foreign investors", "which country is tehran in?", "what is the economic benefit of tehran", "are foreign investors required to share benefits?", "can foreign investors share benefits?", "tehran benefits for foreign investors", "who should invest in tehran" ]
638501470631915520
[ "when is monday's a monday", "what's the weather for mardi gras mondays", "what's for a monday?", "what's a monday?", "what the weather like on mondays?", "what day of the week is mondays in texas", "what is the new monday schedule", "when does the mondays begin", "what time of day is it a monday", "what is monday", "what is it mnts?", "when is the best time to have a monday?", "what's happening on mondays", "when is the next week?", "what's the newest thing to come out?", "what to do on mondays", "what is the monday", "are mondays the norm", "what is monday", "what is new on a monday" ]
638501565821644800
[ "did vera wang wear a vma gown", "who is rita ora vmas", "which rita ora's looks were her best?", "Which of Rita Ora's #VMAs Look was Her Best?", "who is rita ora's best friend", "which of rita ora's vma looks was her", "which vma girl was the best", "who is rita ora's best", "what was rita ora's best look", "which of rita ora's looks was her best", "who looked great in the vma", "who was rita ora's best looks", "which rita ora's vma looked best", "which vika ora style has the most beautiful", "rita ora's best looking outfit", "who is the model for the vma", "what kind of clothes does rita ora wear", "who was rita oras best model", "which of rita ora's #vmas look was her best?", "who looks best at vma" ]
638501710428827648
[ "which bar was the scene of a fatal shooting", "when was the shooting at the dixie bar in milwaukee", "where is dixie hwy", "what bar was the scene of the shooting", "where is the dixie shot scene", "where is the dixie shot", "where is dixie road located", "dixie bar eviction", "which bar was the scene of a fatal shooting", "which bar was the scene of a murder shooting", "where was the dixie bar on mt. orlando shot", "where is dixie highway", "where is dixie bar", "where is dixie road", "when was the fatal shooting on dixie hwy", "what bar was the scene of a shooting in march?", "what is the bar on dixie hwy", "which bar has a fatal shooting on march", "where was the dixie shot", "where is dixie bar texas" ]
638501742024486912
[ "which democrats voted to block the repeal", "when did the repeal of the tax levy occur", "who was the first to sue for tax repeal", "how is the tax repeal campaign going", "who is filing the lawsuit to block tax repeal", "did the u.s. block the repeal of the tax?", "which ead filed suit to block tax repeal", "who is trying to block the repeal of tax", "who is filing lawsuit to block tax repeal?", "what is the lawsuit against congress to block tax repeal?", "what was the lawsuit filed to block the tax repeal campaign", "who filed a lawsuit to block the tax repeal", "did the u.s. block tax repeal", "what's the tax repeal campaign", "who is the plaintiff in the tax repeal lawsuit", "who blocked tax repeal", "why did they block tax repeal", "does the obamacare repeal work", "did the republican block the tax repeal campaign?", "who is suing to block tax repeal" ]
638501724680880128
[ "when did madrid sell its virus", "who bought madrid for freddie", "when did fergie sell madrid", "did fergie really sell madrid", "who sold madrid", "who sold the madrid viro", "when was madrid virus sold", "what did fergie sell madrid", "was fergie sold on madrid virus", "did fergie sell madrid", "when did madrid sell to madrid", "was fergie selling a virus", "when did fergie sell madrid", "why has madrid gone to madrid", "was madrid sold to fergie", "did fergie really sell madrid virus?", "who sold madrid virus", "when does madrid virus come out", "who sold madrid virus", "who sells madrid" ]
638501591977299969
[ "who is supreme's new designer?", "what is supremes designer", "who is supreme's designer", "who is supreme's designer", "who is supreme?", "what is supreme's name", "who is supreme's design", "what is the supreme designer's name?", "who is supreme dr", "who is supreme's designer?", "who was supreme?", "what is supreme fashion designer?", "who is supreme fashion designer", "who is supreme's new designer", "supreme's new designer", "who is supreme designer?", "who is supreme?", "who is supreme designer", "which supreme designer has the latest designs in his pipeline?", "who's the supreme designer" ]
638501582640779266
[ "where does a professor in nh live", "what college professor has been arrested for child porn", "why is professor nh on leave", "who was arrested for pornography", "who is college professor who lives in boston", "where does the professor live", "where is professor luther horwitz from", "is boston college professor is on leave", "why college professor who lives in #nh went on leave?", "why did professor who lives in #nh go on leave", "who is this professor who lives in #nh?", "what was nh college professor arrested for", "why was a professor arrested?", "why was a professor arrested for kid porn", "why is professor nh on leave", "why is college professor nh on leave?", "where does nh professor lives", "who was arrested for child pornography and endedangerment", "where is the college professor from boston", "who is professor of nh" ]
638501585513922561
[ "what does recharge, dine, shop mean downtown", "what does recharge dine dine shop mean", "revitalize downtown downtown meaning", "what is recharge dine dine shop", "what is recharge dine shop", "what's the new downtown vibe", "where is the downtown district", "when is dine, shop time?", "where to eat out in naples, tn", "what is recharge dine shop", "what's downtown", "downtown revitalization", "whats the definition of recharge dine shop downtown", "what does recharge", "what is dine shop", "how is recharge, dine, shop downtown", "what is recharge dine shop", "where is recharge dine shop downtown", "what is downtown", "what is the definition of recharge a dine in shop" ]
638501583685222401
[ "49ers missteps", "what team is a 49ers fan?", "49ers ms discontent simmers below surface", "49er missteps", "what team is at 49ers on twitter", "what team did 49ers make missteps", "what is the 49ers fan discontent", "49ers missteps", "who is the 49ers fan base", "what team did the 49ers take a break from", "what are 49ers real names", "how many 49ers fans are still discontent with the new york city giants", "who is the 49ers fan", "49ers fan discontent simmers below surface", "what is the 49ers misstep", "what is the 49ers misstep", "what is the 49ers discontent", "how many 49ers are on the road", "who's missteps", "49ers missteps" ]
638501735590416384
[ "who wrote playing guard", "who starred in playing guard", "who plays playing guard", "who played guard", "who is playing guard?", "who is playing the guard", "who plays the playing guard", "who is playing the guard", "who wrote playing guard", "who plays the guard?", "who is playing the guard", "who is playing in the playing guard", "who is playing guard", "who wrote playing guard?", "what kind of guy is playing playing in guard?", "who plays playing guard", "who plays guard for playing guard", "who wrote playing guard", "who plays guard", "who plays playing guard for" ]
638501837889400832
[ "who is wendy davis", "who is wendy davis", "when was wendy davis gubernatorial candidate", "who is wendy davis", "what is wendy davis stand for", "who is wendy davis?", "who is wendy davis", "who is wendy davis", "who is wendy davis", "wendy davis is currently running for gubernatorial", "when is tedx", "who is wendy davis", "who is wendy davis?", "who is wendy davis", "who is wendy davis", "who is wendy davis for senator", "what state is wendy davis running for gubernatorial candidate", "wendy davis", "what was wendy davis's first job in politics", "where is wendy davis from tonight?" ]
638501705148055553
[ "what cities are mmda", "what is the current traffic number for capitol hills, ms", "what county is up in", "where is t.sora", "what is the traffic code for mda", "where is the mmda traffic control", "when does mmda start traffic in sb", "which c5 sb is capitol hills", "what is the traffic in capitol, mi", "mmda #sb", "what county is capitol hills tx in", "when does mmda start", "what cities are driving mmda", "where is capitol hills mi", "what is the current traffic in capitol hills ms", "what is the traffic in capitol hills, mh", "who is the driver for mda", "what cities are mmda", "where is capitol hills, md", "where is capitol hills" ]
End of preview. Expand in Dataset Viewer.
YAML Metadata Error: "size_categories" must be a string

NFCorpus: 20 generated queries (BEIR Benchmark)

This HF dataset contains the top-20 synthetic queries generated for each passage in the above BEIR benchmark dataset.

Below contains the old dataset card for the BEIR benchmark.

Dataset Card for BEIR Benchmark

Dataset Summary

BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks:

All these datasets have been preprocessed and can be used for your experiments.

Supported Tasks and Leaderboards

The dataset supports a leaderboard that evaluates models against task-specific metrics such as F1 or EM, as well as their ability to retrieve supporting information from Wikipedia.

The current best performing models can be found here.

Languages

All tasks are in English (en).

Dataset Structure

All BEIR datasets must contain a corpus, queries and qrels (relevance judgments file). They must be in the following format:

  • corpus file: a .jsonl file (jsonlines) that contains a list of dictionaries, each with three fields _id with unique document identifier, title with document title (optional) and text with document paragraph or passage. For example: {"_id": "doc1", "title": "Albert Einstein", "text": "Albert Einstein was a German-born...."}
  • queries file: a .jsonl file (jsonlines) that contains a list of dictionaries, each with two fields _id with unique query identifier and text with query text. For example: {"_id": "q1", "text": "Who developed the mass-energy equivalence formula?"}
  • qrels file: a .tsv file (tab-seperated) that contains three columns, i.e. the query-id, corpus-id and score in this order. Keep 1st row as header. For example: q1 doc1 1

Data Instances

A high level example of any beir dataset:

corpus = {
    "doc1" : {
        "title": "Albert Einstein", 
        "text": "Albert Einstein was a German-born theoretical physicist. who developed the theory of relativity, \
                 one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for \
                 its influence on the philosophy of science. He is best known to the general public for his mass–energy \
                 equivalence formula E = mc2, which has been dubbed 'the world's most famous equation'. He received the 1921 \
                 Nobel Prize in Physics 'for his services to theoretical physics, and especially for his discovery of the law \
                 of the photoelectric effect', a pivotal step in the development of quantum theory."
        },
    "doc2" : {
        "title": "", # Keep title an empty string if not present
        "text": "Wheat beer is a top-fermented beer which is brewed with a large proportion of wheat relative to the amount of \
                 malted barley. The two main varieties are German Weißbier and Belgian witbier; other types include Lambic (made\
                 with wild yeast), Berliner Weisse (a cloudy, sour beer), and Gose (a sour, salty beer)."
    },
}

queries = {
    "q1" : "Who developed the mass-energy equivalence formula?",
    "q2" : "Which beer is brewed with a large proportion of wheat?"
}

qrels = {
    "q1" : {"doc1": 1},
    "q2" : {"doc2": 1},
}

Data Fields

Examples from all configurations have the following features:

Corpus

  • corpus: a dict feature representing the document title and passage text, made up of:
    • _id: a string feature representing the unique document id
      • title: a string feature, denoting the title of the document.
      • text: a string feature, denoting the text of the document.

Queries

  • queries: a dict feature representing the query, made up of:
    • _id: a string feature representing the unique query id
    • text: a string feature, denoting the text of the query.

Qrels

  • qrels: a dict feature representing the query document relevance judgements, made up of:
    • _id: a string feature representing the query id
      • _id: a string feature, denoting the document id.
      • score: a int32 feature, denoting the relevance judgement between query and document.

Data Splits

Dataset Website BEIR-Name Type Queries Corpus Rel D/Q Down-load md5
MSMARCO Homepage msmarco train
dev
test		 6,980 8.84M 1.1 Link 444067daf65d982533ea17ebd59501e4
TREC-COVID Homepage trec-covid test 50 171K 493.5 Link ce62140cb23feb9becf6270d0d1fe6d1
NFCorpus Homepage nfcorpus train
dev
test		 323 3.6K 38.2 Link a89dba18a62ef92f7d323ec890a0d38d
BioASQ Homepage bioasq train
test		 500 14.91M 8.05 No How to Reproduce?
NQ Homepage nq train
test		 3,452 2.68M 1.2 Link d4d3d2e48787a744b6f6e691ff534307
HotpotQA Homepage hotpotqa train
dev
test		 7,405 5.23M 2.0 Link f412724f78b0d91183a0e86805e16114
FiQA-2018 Homepage fiqa train
dev
test		 648 57K 2.6 Link 17918ed23cd04fb15047f73e6c3bd9d9
Signal-1M(RT) Homepage signal1m test 97 2.86M 19.6 No How to Reproduce?
TREC-NEWS Homepage trec-news test 57 595K 19.6 No How to Reproduce?
ArguAna Homepage arguana test 1,406 8.67K 1.0 Link 8ad3e3c2a5867cdced806d6503f29b99
Touche-2020 Homepage webis-touche2020 test 49 382K 19.0 Link 46f650ba5a527fc69e0a6521c5a23563
CQADupstack Homepage cqadupstack test 13,145 457K 1.4 Link 4e41456d7df8ee7760a7f866133bda78
Quora Homepage quora dev
test		 10,000 523K 1.6 Link 18fb154900ba42a600f84b839c173167
DBPedia Homepage dbpedia-entity dev
test		 400 4.63M 38.2 Link c2a39eb420a3164af735795df012ac2c
SCIDOCS Homepage scidocs test 1,000 25K 4.9 Link 38121350fc3a4d2f48850f6aff52e4a9
FEVER Homepage fever train
dev
test		 6,666 5.42M 1.2 Link 5a818580227bfb4b35bb6fa46d9b6c03
Climate-FEVER Homepage climate-fever test 1,535 5.42M 3.0 Link 8b66f0a9126c521bae2bde127b4dc99d
SciFact Homepage scifact train
test		 300 5K 1.1 Link 5f7d1de60b170fc8027bb7898e2efca1
Robust04 Homepage robust04 test 249 528K 69.9 No How to Reproduce?

Dataset Creation

Curation Rationale

[Needs More Information]

Source Data

Initial Data Collection and Normalization

[Needs More Information]

Who are the source language producers?

[Needs More Information]

Annotations

Annotation process

[Needs More Information]

Who are the annotators?

[Needs More Information]

Personal and Sensitive Information

[Needs More Information]

Considerations for Using the Data

Social Impact of Dataset

[Needs More Information]

Discussion of Biases

[Needs More Information]

Other Known Limitations

[Needs More Information]

Additional Information

Dataset Curators

[Needs More Information]

Licensing Information

[Needs More Information]

Citation Information

Cite as:

@inproceedings{
thakur2021beir,
title={{BEIR}: A Heterogeneous Benchmark for Zero-shot Evaluation of Information Retrieval Models},
author={Nandan Thakur and Nils Reimers and Andreas R{\"u}ckl{\'e} and Abhishek Srivastava and Iryna Gurevych},
booktitle={Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 2)},
year={2021},
url={https://openreview.net/forum?id=wCu6T5xFjeJ}
}

Contributions

Thanks to @Nthakur20 for adding this dataset.Top-20 generated queries for every passage in NFCorpus

Dataset Card for BEIR Benchmark

Table of Contents

Dataset Description

Dataset Summary

BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks:

All these datasets have been preprocessed and can be used for your experiments.

Supported Tasks and Leaderboards

The dataset supports a leaderboard that evaluates models against task-specific metrics such as F1 or EM, as well as their ability to retrieve supporting information from Wikipedia.

The current best performing models can be found here.

Languages

All tasks are in English (en).

Dataset Structure

All BEIR datasets must contain a corpus, queries and qrels (relevance judgments file). They must be in the following format:

  • corpus file: a .jsonl file (jsonlines) that contains a list of dictionaries, each with three fields _id with unique document identifier, title with document title (optional) and text with document paragraph or passage. For example: {"_id": "doc1", "title": "Albert Einstein", "text": "Albert Einstein was a German-born...."}
  • queries file: a .jsonl file (jsonlines) that contains a list of dictionaries, each with two fields _id with unique query identifier and text with query text. For example: {"_id": "q1", "text": "Who developed the mass-energy equivalence formula?"}
  • qrels file: a .tsv file (tab-seperated) that contains three columns, i.e. the query-id, corpus-id and score in this order. Keep 1st row as header. For example: q1 doc1 1

Data Instances

A high level example of any beir dataset:

corpus = {
    "doc1" : {
        "title": "Albert Einstein", 
        "text": "Albert Einstein was a German-born theoretical physicist. who developed the theory of relativity, \
                 one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for \
                 its influence on the philosophy of science. He is best known to the general public for his mass–energy \
                 equivalence formula E = mc2, which has been dubbed 'the world's most famous equation'. He received the 1921 \
                 Nobel Prize in Physics 'for his services to theoretical physics, and especially for his discovery of the law \
                 of the photoelectric effect', a pivotal step in the development of quantum theory."
        },
    "doc2" : {
        "title": "", # Keep title an empty string if not present
        "text": "Wheat beer is a top-fermented beer which is brewed with a large proportion of wheat relative to the amount of \
                 malted barley. The two main varieties are German Weißbier and Belgian witbier; other types include Lambic (made\
                 with wild yeast), Berliner Weisse (a cloudy, sour beer), and Gose (a sour, salty beer)."
    },
}

queries = {
    "q1" : "Who developed the mass-energy equivalence formula?",
    "q2" : "Which beer is brewed with a large proportion of wheat?"
}

qrels = {
    "q1" : {"doc1": 1},
    "q2" : {"doc2": 1},
}

Data Fields

Examples from all configurations have the following features:

Corpus

  • corpus: a dict feature representing the document title and passage text, made up of:
    • _id: a string feature representing the unique document id
      • title: a string feature, denoting the title of the document.
      • text: a string feature, denoting the text of the document.

Queries

  • queries: a dict feature representing the query, made up of:
    • _id: a string feature representing the unique query id
    • text: a string feature, denoting the text of the query.

Qrels

  • qrels: a dict feature representing the query document relevance judgements, made up of:
    • _id: a string feature representing the query id
      • _id: a string feature, denoting the document id.
      • score: a int32 feature, denoting the relevance judgement between query and document.

Data Splits

Dataset Website BEIR-Name Type Queries Corpus Rel D/Q Down-load md5
MSMARCO Homepage msmarco train
dev
test		 6,980 8.84M 1.1 Link 444067daf65d982533ea17ebd59501e4
TREC-COVID Homepage trec-covid test 50 171K 493.5 Link ce62140cb23feb9becf6270d0d1fe6d1
NFCorpus Homepage nfcorpus train
dev
test		 323 3.6K 38.2 Link a89dba18a62ef92f7d323ec890a0d38d
BioASQ Homepage bioasq train
test		 500 14.91M 8.05 No How to Reproduce?
NQ Homepage nq train
test		 3,452 2.68M 1.2 Link d4d3d2e48787a744b6f6e691ff534307
HotpotQA Homepage hotpotqa train
dev
test		 7,405 5.23M 2.0 Link f412724f78b0d91183a0e86805e16114
FiQA-2018 Homepage fiqa train
dev
test		 648 57K 2.6 Link 17918ed23cd04fb15047f73e6c3bd9d9
Signal-1M(RT) Homepage signal1m test 97 2.86M 19.6 No How to Reproduce?
TREC-NEWS Homepage trec-news test 57 595K 19.6 No How to Reproduce?
ArguAna Homepage arguana test 1,406 8.67K 1.0 Link 8ad3e3c2a5867cdced806d6503f29b99
Touche-2020 Homepage webis-touche2020 test 49 382K 19.0 Link 46f650ba5a527fc69e0a6521c5a23563
CQADupstack Homepage cqadupstack test 13,145 457K 1.4 Link 4e41456d7df8ee7760a7f866133bda78
Quora Homepage quora dev
test		 10,000 523K 1.6 Link 18fb154900ba42a600f84b839c173167
DBPedia Homepage dbpedia-entity dev
test		 400 4.63M 38.2 Link c2a39eb420a3164af735795df012ac2c
SCIDOCS Homepage scidocs test 1,000 25K 4.9 Link 38121350fc3a4d2f48850f6aff52e4a9
FEVER Homepage fever train
dev
test		 6,666 5.42M 1.2 Link 5a818580227bfb4b35bb6fa46d9b6c03
Climate-FEVER Homepage climate-fever test 1,535 5.42M 3.0 Link 8b66f0a9126c521bae2bde127b4dc99d
SciFact Homepage scifact train
test		 300 5K 1.1 Link 5f7d1de60b170fc8027bb7898e2efca1
Robust04 Homepage robust04 test 249 528K 69.9 No How to Reproduce?

Dataset Creation

Curation Rationale

[Needs More Information]

Source Data

Initial Data Collection and Normalization

[Needs More Information]

Who are the source language producers?

[Needs More Information]

Annotations

Annotation process

[Needs More Information]

Who are the annotators?

[Needs More Information]

Personal and Sensitive Information

[Needs More Information]

Considerations for Using the Data

Social Impact of Dataset

[Needs More Information]

Discussion of Biases

[Needs More Information]

Other Known Limitations

[Needs More Information]

Additional Information

Dataset Curators

[Needs More Information]

Licensing Information

[Needs More Information]

Citation Information

Cite as:

@inproceedings{
thakur2021beir,
title={{BEIR}: A Heterogeneous Benchmark for Zero-shot Evaluation of Information Retrieval Models},
author={Nandan Thakur and Nils Reimers and Andreas R{\"u}ckl{\'e} and Abhishek Srivastava and Iryna Gurevych},
booktitle={Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 2)},
year={2021},
url={https://openreview.net/forum?id=wCu6T5xFjeJ}
}

Contributions

Thanks to @Nthakur20 for adding this dataset.

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Homepage:
github.com
Repository:
github.com
Paper:
openreview.net
Leaderboard:
docs.google.com
Point of Contact:
nandan.thakur@uwaterloo.ca
Size of downloaded dataset files:
509 MB
Size of the auto-converted Parquet files:
988 MB
Number of rows:
2,866,316