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Show NumberAir DateRoundCategoryValueQuestionAnswer
046802004-12-31Jeopardy!HISTORY$200For the last 8 years of his life, Galileo was ...Copernicus
146802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$200No. 2: 1912 Olympian; football star at Carlisl...Jim Thorpe
246802004-12-31Jeopardy!EVERYBODY TALKS ABOUT IT...$200The city of Yuma in this state has a record av...Arizona
346802004-12-31Jeopardy!THE COMPANY LINE$200In 1963, live on \"The Art Linkletter Show\", th...McDonald's
446802004-12-31Jeopardy!EPITAPHS & TRIBUTES$200Signer of the Dec. of Indep., framer of the Co...John Adams
546802004-12-31Jeopardy!3-LETTER WORDS$200In the title of an Aesop fable, this insect sh...the ant
646802004-12-31Jeopardy!HISTORY$400Built in 312 B.C. to link Rome & the South of ...the Appian Way
746802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$400No. 8: 30 steals for the Birmingham Barons; 2,...Michael Jordan
846802004-12-31Jeopardy!EVERYBODY TALKS ABOUT IT...$400In the winter of 1971-72, a record 1,122 inche...Washington
946802004-12-31Jeopardy!THE COMPANY LINE$400This housewares store was named for the packag...Crate & Barrel
1046802004-12-31Jeopardy!EPITAPHS & TRIBUTES$400\"And away we go\"Jackie Gleason
1146802004-12-31Jeopardy!3-LETTER WORDS$400Cows regurgitate this from the first stomach t...the cud
1246802004-12-31Jeopardy!HISTORY$600In 1000 Rajaraja I of the Cholas battled to ta...Ceylon (or Sri Lanka)
1346802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$600No. 1: Lettered in hoops, football & lacrosse ...Jim Brown
1446802004-12-31Jeopardy!EVERYBODY TALKS ABOUT IT...$600On June 28, 1994 the nat'l weather service beg...the UV index
1546802004-12-31Jeopardy!THE COMPANY LINE$600This company's Accutron watch, introduced in 1...Bulova
1646802004-12-31Jeopardy!EPITAPHS & TRIBUTES$600Outlaw: \"Murdered by a traitor and a coward wh...Jesse James
1746802004-12-31Jeopardy!3-LETTER WORDS$600A small demon, or a mischievous child (who mig...imp
1846802004-12-31Jeopardy!HISTORY$800Karl led the first of these Marxist organizati...the International
1946802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$800No. 10: FB/LB for Columbia U. in the 1920s; MV...(Lou) Gehrig
2046802004-12-31Jeopardy!EVERYBODY TALKS ABOUT IT...$800Africa's lowest temperature was 11 degrees bel...Morocco
2146802004-12-31Jeopardy!THE COMPANY LINE$800Edward Teller & this man partnered in 1898 to ...(Paul) Bonwit
2246802004-12-31Jeopardy!EPITAPHS & TRIBUTES$2,0001939 Oscar winner: \"...you are a credit to you...Hattie McDaniel (for her role in Gone with the...
2346802004-12-31Jeopardy!3-LETTER WORDS$800In geologic time one of these, shorter than an...era
2446802004-12-31Jeopardy!HISTORY$1000This Asian political party was founded in 1885...the Congress Party
2546802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$1000No. 5: Only center to lead the NBA in assists;...(Wilt) Chamberlain
2646802004-12-31Jeopardy!THE COMPANY LINE$1000The Kirschner brothers, Don & Bill, named this...K2
2746802004-12-31Jeopardy!EPITAPHS & TRIBUTES$1000Revolutionary War hero: \"His spirit is in Verm...Ethan Allen
2846802004-12-31Jeopardy!3-LETTER WORDS$1000A single layer of paper, or to perform one's c...ply
2946802004-12-31Double Jeopardy!DR. SEUSS AT THE MULTIPLEX$400<a href=\"http://www.j-archive.com/media/2004-1...Horton
........................
1996956942009-05-14Double Jeopardy!AMERICAN HISTORY$1200In 1960 the last of these locomotives was reti...steam engines
1997056942009-05-14Double Jeopardy!MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s$1200Kate: \"if I be waspish, best beware my sting\";...Petruchio
1997156942009-05-14Double Jeopardy!ALMA MATERS$1,500This private college in Northern California bo...Stanford University
1997256942009-05-14Double Jeopardy!ACTRESSES$1200She voiced Princess Pea in \"The Tale of Desper...Emma Watson
1997356942009-05-14Double Jeopardy!2-LETTER WORDS$1200It's the name of the long-awaited new White Ho...Bo
1997456942009-05-14Double Jeopardy!ANGELS & DEMONS$1200Langdon in \"Angels & Demons\" is looking for <a...an antimatter bomb
1997556942009-05-14Double Jeopardy!AMERICAN HISTORY$1600In the 1600s most of New York State was occupi...the Iroquois
1997656942009-05-14Double Jeopardy!MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s$1600Marina's dad (need a hint? he rules Tyre)Pericles
1997756942009-05-14Double Jeopardy!ALMA MATERS$1600Presidential kids are welcome at this New Orle...Tulane
1997856942009-05-14Double Jeopardy!ACTRESSES$1600She didn't vamp it up & did a bella job as Em ...Kristen Stewart
1997956942009-05-14Double Jeopardy!2-LETTER WORDS$1600Third syllable intoned by the giant who smells...fo
1998056942009-05-14Double Jeopardy!ANGELS & DEMONS$1600Much of \"Angels & Demons\" takes place at one o...a conclave
1998156942009-05-14Double Jeopardy!AMERICAN HISTORY$1,200In 1899 Secretary of State John Hay proclaimed...open-door policy
1998256942009-05-14Double Jeopardy!MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s$2000Fruity surname of Peter in \"A Midsummer Night'...Quince
1998356942009-05-14Double Jeopardy!ALMA MATERS$2000Quincy Jones, Kevin Eubanks & Branford Marsali...Berklee
1998456942009-05-14Double Jeopardy!ACTRESSES$2000In 2009 she returned to being \"Fast & Furious\"...Michelle Rodriguez
1998556942009-05-14Double Jeopardy!2-LETTER WORDS$2000The book of Genesis says this ancient city \"of...Ur
1998656942009-05-14Double Jeopardy!ANGELS & DEMONS$2000\"Habakkuk and the Angel\" is one of a series of...Bernini
1998756942009-05-14Final Jeopardy!SCIENCE TERMSNoneIn medieval England, it meant the smallest uni...atom
1998835822000-03-14Jeopardy!U.S. GEOGRAPHY$100This Texas city is the largest in the U.S. to ...Houston (Lee Brown)
1998935822000-03-14Jeopardy!POP MUSIC PAIRINGS$100...& the CricketsBuddy Holly
1999035822000-03-14Jeopardy!HISTORIC PEOPLE$100In the 990s this son of Erik the Red brought C...Leif Ericson
1999135822000-03-14Jeopardy!1998 QUOTATIONS$100Concerning a failed Windows 98 demonstration, ...Bill Gates
1999235822000-03-14Jeopardy!LLAMA-RAMA$100This llama product is used to make hats, blank...Wool
1999335822000-03-14Jeopardy!DING DONG$100In 1967 this company introduced its chocolate-...Hostess
1999435822000-03-14Jeopardy!U.S. GEOGRAPHY$200Of 8, 12 or 18, the number of U.S. states that...18
1999535822000-03-14Jeopardy!POP MUSIC PAIRINGS$200...& the New Power GenerationPrince
1999635822000-03-14Jeopardy!HISTORIC PEOPLE$200In 1589 he was appointed professor of mathemat...Galileo
1999735822000-03-14Jeopardy!1998 QUOTATIONS$200Before the grand jury she said, \"I'm really so...Monica Lewinsky
1999835822000-03-14Jeopardy!LLAMA-RAMA$200Llamas are the heftiest South American members...Camels
\n", "

19999 rows × 7 columns

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" ], "text/plain": [ " Show Number Air Date Round \\\n", "0 4680 2004-12-31 Jeopardy! \n", "1 4680 2004-12-31 Jeopardy! \n", "2 4680 2004-12-31 Jeopardy! \n", "3 4680 2004-12-31 Jeopardy! \n", "4 4680 2004-12-31 Jeopardy! \n", "5 4680 2004-12-31 Jeopardy! \n", "6 4680 2004-12-31 Jeopardy! \n", "7 4680 2004-12-31 Jeopardy! \n", "8 4680 2004-12-31 Jeopardy! \n", "9 4680 2004-12-31 Jeopardy! \n", "10 4680 2004-12-31 Jeopardy! \n", "11 4680 2004-12-31 Jeopardy! \n", "12 4680 2004-12-31 Jeopardy! \n", "13 4680 2004-12-31 Jeopardy! \n", "14 4680 2004-12-31 Jeopardy! \n", "15 4680 2004-12-31 Jeopardy! \n", "16 4680 2004-12-31 Jeopardy! \n", "17 4680 2004-12-31 Jeopardy! \n", "18 4680 2004-12-31 Jeopardy! \n", "19 4680 2004-12-31 Jeopardy! \n", "20 4680 2004-12-31 Jeopardy! \n", "21 4680 2004-12-31 Jeopardy! \n", "22 4680 2004-12-31 Jeopardy! \n", "23 4680 2004-12-31 Jeopardy! \n", "24 4680 2004-12-31 Jeopardy! \n", "25 4680 2004-12-31 Jeopardy! \n", "26 4680 2004-12-31 Jeopardy! \n", "27 4680 2004-12-31 Jeopardy! \n", "28 4680 2004-12-31 Jeopardy! \n", "29 4680 2004-12-31 Double Jeopardy! \n", "... ... ... ... \n", "19969 5694 2009-05-14 Double Jeopardy! \n", "19970 5694 2009-05-14 Double Jeopardy! \n", "19971 5694 2009-05-14 Double Jeopardy! \n", "19972 5694 2009-05-14 Double Jeopardy! \n", "19973 5694 2009-05-14 Double Jeopardy! \n", "19974 5694 2009-05-14 Double Jeopardy! \n", "19975 5694 2009-05-14 Double Jeopardy! \n", "19976 5694 2009-05-14 Double Jeopardy! \n", "19977 5694 2009-05-14 Double Jeopardy! \n", "19978 5694 2009-05-14 Double Jeopardy! \n", "19979 5694 2009-05-14 Double Jeopardy! \n", "19980 5694 2009-05-14 Double Jeopardy! \n", "19981 5694 2009-05-14 Double Jeopardy! \n", "19982 5694 2009-05-14 Double Jeopardy! \n", "19983 5694 2009-05-14 Double Jeopardy! \n", "19984 5694 2009-05-14 Double Jeopardy! \n", "19985 5694 2009-05-14 Double Jeopardy! \n", "19986 5694 2009-05-14 Double Jeopardy! \n", "19987 5694 2009-05-14 Final Jeopardy! \n", "19988 3582 2000-03-14 Jeopardy! \n", "19989 3582 2000-03-14 Jeopardy! \n", "19990 3582 2000-03-14 Jeopardy! \n", "19991 3582 2000-03-14 Jeopardy! \n", "19992 3582 2000-03-14 Jeopardy! \n", "19993 3582 2000-03-14 Jeopardy! \n", "19994 3582 2000-03-14 Jeopardy! \n", "19995 3582 2000-03-14 Jeopardy! \n", "19996 3582 2000-03-14 Jeopardy! \n", "19997 3582 2000-03-14 Jeopardy! \n", "19998 3582 2000-03-14 Jeopardy! \n", "\n", " Category Value \\\n", "0 HISTORY $200 \n", "1 ESPN's TOP 10 ALL-TIME ATHLETES $200 \n", "2 EVERYBODY TALKS ABOUT IT... $200 \n", "3 THE COMPANY LINE $200 \n", "4 EPITAPHS & TRIBUTES $200 \n", "5 3-LETTER WORDS $200 \n", "6 HISTORY $400 \n", "7 ESPN's TOP 10 ALL-TIME ATHLETES $400 \n", "8 EVERYBODY TALKS ABOUT IT... $400 \n", "9 THE COMPANY LINE $400 \n", "10 EPITAPHS & TRIBUTES $400 \n", "11 3-LETTER WORDS $400 \n", "12 HISTORY $600 \n", "13 ESPN's TOP 10 ALL-TIME ATHLETES $600 \n", "14 EVERYBODY TALKS ABOUT IT... $600 \n", "15 THE COMPANY LINE $600 \n", "16 EPITAPHS & TRIBUTES $600 \n", "17 3-LETTER WORDS $600 \n", "18 HISTORY $800 \n", "19 ESPN's TOP 10 ALL-TIME ATHLETES $800 \n", "20 EVERYBODY TALKS ABOUT IT... $800 \n", "21 THE COMPANY LINE $800 \n", "22 EPITAPHS & TRIBUTES $2,000 \n", "23 3-LETTER WORDS $800 \n", "24 HISTORY $1000 \n", "25 ESPN's TOP 10 ALL-TIME ATHLETES $1000 \n", "26 THE COMPANY LINE $1000 \n", "27 EPITAPHS & TRIBUTES $1000 \n", "28 3-LETTER WORDS $1000 \n", "29 DR. SEUSS AT THE MULTIPLEX $400 \n", "... ... ... \n", "19969 AMERICAN HISTORY $1200 \n", "19970 MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s $1200 \n", "19971 ALMA MATERS $1,500 \n", "19972 ACTRESSES $1200 \n", "19973 2-LETTER WORDS $1200 \n", "19974 ANGELS & DEMONS $1200 \n", "19975 AMERICAN HISTORY $1600 \n", "19976 MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s $1600 \n", "19977 ALMA MATERS $1600 \n", "19978 ACTRESSES $1600 \n", "19979 2-LETTER WORDS $1600 \n", "19980 ANGELS & DEMONS $1600 \n", "19981 AMERICAN HISTORY $1,200 \n", "19982 MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s $2000 \n", "19983 ALMA MATERS $2000 \n", "19984 ACTRESSES $2000 \n", "19985 2-LETTER WORDS $2000 \n", "19986 ANGELS & DEMONS $2000 \n", "19987 SCIENCE TERMS None \n", "19988 U.S. GEOGRAPHY $100 \n", "19989 POP MUSIC PAIRINGS $100 \n", "19990 HISTORIC PEOPLE $100 \n", "19991 1998 QUOTATIONS $100 \n", "19992 LLAMA-RAMA $100 \n", "19993 DING DONG $100 \n", "19994 U.S. GEOGRAPHY $200 \n", "19995 POP MUSIC PAIRINGS $200 \n", "19996 HISTORIC PEOPLE $200 \n", "19997 1998 QUOTATIONS $200 \n", "19998 LLAMA-RAMA $200 \n", "\n", " Question \\\n", "0 For the last 8 years of his life, Galileo was ... \n", "1 No. 2: 1912 Olympian; football star at Carlisl... \n", "2 The city of Yuma in this state has a record av... \n", "3 In 1963, live on \"The Art Linkletter Show\", th... \n", "4 Signer of the Dec. of Indep., framer of the Co... \n", "5 In the title of an Aesop fable, this insect sh... \n", "6 Built in 312 B.C. to link Rome & the South of ... \n", "7 No. 8: 30 steals for the Birmingham Barons; 2,... \n", "8 In the winter of 1971-72, a record 1,122 inche... \n", "9 This housewares store was named for the packag... \n", "10 \"And away we go\" \n", "11 Cows regurgitate this from the first stomach t... \n", "12 In 1000 Rajaraja I of the Cholas battled to ta... \n", "13 No. 1: Lettered in hoops, football & lacrosse ... \n", "14 On June 28, 1994 the nat'l weather service beg... \n", "15 This company's Accutron watch, introduced in 1... \n", "16 Outlaw: \"Murdered by a traitor and a coward wh... \n", "17 A small demon, or a mischievous child (who mig... \n", "18 Karl led the first of these Marxist organizati... \n", "19 No. 10: FB/LB for Columbia U. in the 1920s; MV... \n", "20 Africa's lowest temperature was 11 degrees bel... \n", "21 Edward Teller & this man partnered in 1898 to ... \n", "22 1939 Oscar winner: \"...you are a credit to you... \n", "23 In geologic time one of these, shorter than an... \n", "24 This Asian political party was founded in 1885... \n", "25 No. 5: Only center to lead the NBA in assists;... \n", "26 The Kirschner brothers, Don & Bill, named this... \n", "27 Revolutionary War hero: \"His spirit is in Verm... \n", "28 A single layer of paper, or to perform one's c... \n", "29 \n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " 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Show NumberAir DateRoundCategoryValueQuestionAnswerclean_questionclean_answerclean_value
046802004-12-31Jeopardy!HISTORY$200For the last 8 years of his life, Galileo was ...Copernicusfor the last 8 years of his life galileo was u...copernicus200
146802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$200No. 2: 1912 Olympian; football star at Carlisl...Jim Thorpeno 2 1912 olympian football star at carlisle i...jim thorpe200
246802004-12-31Jeopardy!EVERYBODY TALKS ABOUT IT...$200The city of Yuma in this state has a record av...Arizonathe city of yuma in this state has a record av...arizona200
346802004-12-31Jeopardy!THE COMPANY LINE$200In 1963, live on \"The Art Linkletter Show\", th...McDonald'sin 1963 live on the art linkletter show this c...mcdonalds200
446802004-12-31Jeopardy!EPITAPHS & TRIBUTES$200Signer of the Dec. of Indep., framer of the Co...John Adamssigner of the dec of indep framer of the const...john adams200
546802004-12-31Jeopardy!3-LETTER WORDS$200In the title of an Aesop fable, this insect sh...the antin the title of an aesop fable this insect sha...the ant200
646802004-12-31Jeopardy!HISTORY$400Built in 312 B.C. to link Rome & the South of ...the Appian Waybuilt in 312 bc to link rome the south of ita...the appian way400
746802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$400No. 8: 30 steals for the Birmingham Barons; 2,...Michael Jordanno 8 30 steals for the birmingham barons 2306 ...michael jordan400
846802004-12-31Jeopardy!EVERYBODY TALKS ABOUT IT...$400In the winter of 1971-72, a record 1,122 inche...Washingtonin the winter of 197172 a record 1122 inches o...washington400
946802004-12-31Jeopardy!THE COMPANY LINE$400This housewares store was named for the packag...Crate & Barrelthis housewares store was named for the packag...crate barrel400
1046802004-12-31Jeopardy!EPITAPHS & TRIBUTES$400\"And away we go\"Jackie Gleasonand away we gojackie gleason400
1146802004-12-31Jeopardy!3-LETTER WORDS$400Cows regurgitate this from the first stomach t...the cudcows regurgitate this from the first stomach t...the cud400
1246802004-12-31Jeopardy!HISTORY$600In 1000 Rajaraja I of the Cholas battled to ta...Ceylon (or Sri Lanka)in 1000 rajaraja i of the cholas battled to ta...ceylon or sri lanka600
1346802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$600No. 1: Lettered in hoops, football & lacrosse ...Jim Brownno 1 lettered in hoops football lacrosse at s...jim brown600
1446802004-12-31Jeopardy!EVERYBODY TALKS ABOUT IT...$600On June 28, 1994 the nat'l weather service beg...the UV indexon june 28 1994 the natl weather service began...the uv index600
1546802004-12-31Jeopardy!THE COMPANY LINE$600This company's Accutron watch, introduced in 1...Bulovathis companys accutron watch introduced in 196...bulova600
1646802004-12-31Jeopardy!EPITAPHS & TRIBUTES$600Outlaw: \"Murdered by a traitor and a coward wh...Jesse Jamesoutlaw murdered by a traitor and a coward whos...jesse james600
1746802004-12-31Jeopardy!3-LETTER WORDS$600A small demon, or a mischievous child (who mig...impa small demon or a mischievous child who might...imp600
1846802004-12-31Jeopardy!HISTORY$800Karl led the first of these Marxist organizati...the Internationalkarl led the first of these marxist organizati...the international800
1946802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$800No. 10: FB/LB for Columbia U. in the 1920s; MV...(Lou) Gehrigno 10 fblb for columbia u in the 1920s mvp for...lou gehrig800
2046802004-12-31Jeopardy!EVERYBODY TALKS ABOUT IT...$800Africa's lowest temperature was 11 degrees bel...Moroccoafricas lowest temperature was 11 degrees belo...morocco800
2146802004-12-31Jeopardy!THE COMPANY LINE$800Edward Teller & this man partnered in 1898 to ...(Paul) Bonwitedward teller this man partnered in 1898 to s...paul bonwit800
2246802004-12-31Jeopardy!EPITAPHS & TRIBUTES$2,0001939 Oscar winner: \"...you are a credit to you...Hattie McDaniel (for her role in Gone with the...1939 oscar winner you are a credit to your cra...hattie mcdaniel for her role in gone with the ...2000
2346802004-12-31Jeopardy!3-LETTER WORDS$800In geologic time one of these, shorter than an...erain geologic time one of these shorter than an ...era800
2446802004-12-31Jeopardy!HISTORY$1000This Asian political party was founded in 1885...the Congress Partythis asian political party was founded in 1885...the congress party1000
2546802004-12-31Jeopardy!ESPN's TOP 10 ALL-TIME ATHLETES$1000No. 5: Only center to lead the NBA in assists;...(Wilt) Chamberlainno 5 only center to lead the nba in assists tr...wilt chamberlain1000
2646802004-12-31Jeopardy!THE COMPANY LINE$1000The Kirschner brothers, Don & Bill, named this...K2the kirschner brothers don bill named this sk...k21000
2746802004-12-31Jeopardy!EPITAPHS & TRIBUTES$1000Revolutionary War hero: \"His spirit is in Verm...Ethan Allenrevolutionary war hero his spirit is in vermon...ethan allen1000
2846802004-12-31Jeopardy!3-LETTER WORDS$1000A single layer of paper, or to perform one's c...plya single layer of paper or to perform ones cra...ply1000
2946802004-12-31Double Jeopardy!DR. SEUSS AT THE MULTIPLEX$400<a href=\"http://www.j-archive.com/media/2004-1...Hortona hrefhttpwwwjarchivecommedia20041231dj23mp3be...horton400
.................................
1996956942009-05-14Double Jeopardy!AMERICAN HISTORY$1200In 1960 the last of these locomotives was reti...steam enginesin 1960 the last of these locomotives was reti...steam engines1200
1997056942009-05-14Double Jeopardy!MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s$1200Kate: \"if I be waspish, best beware my sting\";...Petruchiokate if i be waspish best beware my sting his ...petruchio1200
1997156942009-05-14Double Jeopardy!ALMA MATERS$1,500This private college in Northern California bo...Stanford Universitythis private college in northern california bo...stanford university1500
1997256942009-05-14Double Jeopardy!ACTRESSES$1200She voiced Princess Pea in \"The Tale of Desper...Emma Watsonshe voiced princess pea in the tale of despere...emma watson1200
1997356942009-05-14Double Jeopardy!2-LETTER WORDS$1200It's the name of the long-awaited new White Ho...Boits the name of the longawaited new white hous...bo1200
1997456942009-05-14Double Jeopardy!ANGELS & DEMONS$1200Langdon in \"Angels & Demons\" is looking for <a...an antimatter bomblangdon in angels demons is looking for a hre...an antimatter bomb1200
1997556942009-05-14Double Jeopardy!AMERICAN HISTORY$1600In the 1600s most of New York State was occupi...the Iroquoisin the 1600s most of new york state was occupi...the iroquois1600
1997656942009-05-14Double Jeopardy!MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s$1600Marina's dad (need a hint? he rules Tyre)Periclesmarinas dad need a hint he rules tyrepericles1600
1997756942009-05-14Double Jeopardy!ALMA MATERS$1600Presidential kids are welcome at this New Orle...Tulanepresidential kids are welcome at this new orle...tulane1600
1997856942009-05-14Double Jeopardy!ACTRESSES$1600She didn't vamp it up & did a bella job as Em ...Kristen Stewartshe didnt vamp it up did a bella job as em in...kristen stewart1600
1997956942009-05-14Double Jeopardy!2-LETTER WORDS$1600Third syllable intoned by the giant who smells...fothird syllable intoned by the giant who smells...fo1600
1998056942009-05-14Double Jeopardy!ANGELS & DEMONS$1600Much of \"Angels & Demons\" takes place at one o...a conclavemuch of angels demons takes place at one of a...a conclave1600
1998156942009-05-14Double Jeopardy!AMERICAN HISTORY$1,200In 1899 Secretary of State John Hay proclaimed...open-door policyin 1899 secretary of state john hay proclaimed...opendoor policy1200
1998256942009-05-14Double Jeopardy!MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s$2000Fruity surname of Peter in \"A Midsummer Night'...Quincefruity surname of peter in a midsummer nights ...quince2000
1998356942009-05-14Double Jeopardy!ALMA MATERS$2000Quincy Jones, Kevin Eubanks & Branford Marsali...Berkleequincy jones kevin eubanks branford marsalis ...berklee2000
1998456942009-05-14Double Jeopardy!ACTRESSES$2000In 2009 she returned to being \"Fast & Furious\"...Michelle Rodriguezin 2009 she returned to being fast furious as...michelle rodriguez2000
1998556942009-05-14Double Jeopardy!2-LETTER WORDS$2000The book of Genesis says this ancient city \"of...Urthe book of genesis says this ancient city of ...ur2000
1998656942009-05-14Double Jeopardy!ANGELS & DEMONS$2000\"Habakkuk and the Angel\" is one of a series of...Berninihabakkuk and the angel is one of a series of a...bernini2000
1998756942009-05-14Final Jeopardy!SCIENCE TERMSNoneIn medieval England, it meant the smallest uni...atomin medieval england it meant the smallest unit...atom0
1998835822000-03-14Jeopardy!U.S. GEOGRAPHY$100This Texas city is the largest in the U.S. to ...Houston (Lee Brown)this texas city is the largest in the us to ha...houston lee brown100
1998935822000-03-14Jeopardy!POP MUSIC PAIRINGS$100...& the CricketsBuddy Hollythe cricketsbuddy holly100
1999035822000-03-14Jeopardy!HISTORIC PEOPLE$100In the 990s this son of Erik the Red brought C...Leif Ericsonin the 990s this son of erik the red brought c...leif ericson100
1999135822000-03-14Jeopardy!1998 QUOTATIONS$100Concerning a failed Windows 98 demonstration, ...Bill Gatesconcerning a failed windows 98 demonstration h...bill gates100
1999235822000-03-14Jeopardy!LLAMA-RAMA$100This llama product is used to make hats, blank...Woolthis llama product is used to make hats blanke...wool100
1999335822000-03-14Jeopardy!DING DONG$100In 1967 this company introduced its chocolate-...Hostessin 1967 this company introduced its chocolatec...hostess100
1999435822000-03-14Jeopardy!U.S. GEOGRAPHY$200Of 8, 12 or 18, the number of U.S. states that...18of 8 12 or 18 the number of us states that tou...18200
1999535822000-03-14Jeopardy!POP MUSIC PAIRINGS$200...& the New Power GenerationPrincethe new power generationprince200
1999635822000-03-14Jeopardy!HISTORIC PEOPLE$200In 1589 he was appointed professor of mathemat...Galileoin 1589 he was appointed professor of mathemat...galileo200
1999735822000-03-14Jeopardy!1998 QUOTATIONS$200Before the grand jury she said, \"I'm really so...Monica Lewinskybefore the grand jury she said im really sorry...monica lewinsky200
1999835822000-03-14Jeopardy!LLAMA-RAMA$200Llamas are the heftiest South American members...Camelsllamas are the heftiest south american members...camels200
\n", "

19999 rows × 10 columns

\n", "" ], "text/plain": [ " Show Number Air Date Round \\\n", "0 4680 2004-12-31 Jeopardy! \n", "1 4680 2004-12-31 Jeopardy! \n", "2 4680 2004-12-31 Jeopardy! \n", "3 4680 2004-12-31 Jeopardy! \n", "4 4680 2004-12-31 Jeopardy! \n", "5 4680 2004-12-31 Jeopardy! \n", "6 4680 2004-12-31 Jeopardy! \n", "7 4680 2004-12-31 Jeopardy! \n", "8 4680 2004-12-31 Jeopardy! \n", "9 4680 2004-12-31 Jeopardy! \n", "10 4680 2004-12-31 Jeopardy! \n", "11 4680 2004-12-31 Jeopardy! \n", "12 4680 2004-12-31 Jeopardy! \n", "13 4680 2004-12-31 Jeopardy! \n", "14 4680 2004-12-31 Jeopardy! \n", "15 4680 2004-12-31 Jeopardy! \n", "16 4680 2004-12-31 Jeopardy! \n", "17 4680 2004-12-31 Jeopardy! \n", "18 4680 2004-12-31 Jeopardy! \n", "19 4680 2004-12-31 Jeopardy! \n", "20 4680 2004-12-31 Jeopardy! \n", "21 4680 2004-12-31 Jeopardy! \n", "22 4680 2004-12-31 Jeopardy! \n", "23 4680 2004-12-31 Jeopardy! \n", "24 4680 2004-12-31 Jeopardy! \n", "25 4680 2004-12-31 Jeopardy! \n", "26 4680 2004-12-31 Jeopardy! \n", "27 4680 2004-12-31 Jeopardy! \n", "28 4680 2004-12-31 Jeopardy! \n", "29 4680 2004-12-31 Double Jeopardy! \n", "... ... ... ... \n", "19969 5694 2009-05-14 Double Jeopardy! \n", "19970 5694 2009-05-14 Double Jeopardy! \n", "19971 5694 2009-05-14 Double Jeopardy! \n", "19972 5694 2009-05-14 Double Jeopardy! \n", "19973 5694 2009-05-14 Double Jeopardy! \n", "19974 5694 2009-05-14 Double Jeopardy! \n", "19975 5694 2009-05-14 Double Jeopardy! \n", "19976 5694 2009-05-14 Double Jeopardy! \n", "19977 5694 2009-05-14 Double Jeopardy! \n", "19978 5694 2009-05-14 Double Jeopardy! \n", "19979 5694 2009-05-14 Double Jeopardy! \n", "19980 5694 2009-05-14 Double Jeopardy! \n", "19981 5694 2009-05-14 Double Jeopardy! \n", "19982 5694 2009-05-14 Double Jeopardy! \n", "19983 5694 2009-05-14 Double Jeopardy! \n", "19984 5694 2009-05-14 Double Jeopardy! \n", "19985 5694 2009-05-14 Double Jeopardy! \n", "19986 5694 2009-05-14 Double Jeopardy! \n", "19987 5694 2009-05-14 Final Jeopardy! \n", "19988 3582 2000-03-14 Jeopardy! \n", "19989 3582 2000-03-14 Jeopardy! \n", "19990 3582 2000-03-14 Jeopardy! \n", "19991 3582 2000-03-14 Jeopardy! \n", "19992 3582 2000-03-14 Jeopardy! \n", "19993 3582 2000-03-14 Jeopardy! \n", "19994 3582 2000-03-14 Jeopardy! \n", "19995 3582 2000-03-14 Jeopardy! \n", "19996 3582 2000-03-14 Jeopardy! \n", "19997 3582 2000-03-14 Jeopardy! \n", "19998 3582 2000-03-14 Jeopardy! \n", "\n", " Category Value \\\n", "0 HISTORY $200 \n", "1 ESPN's TOP 10 ALL-TIME ATHLETES $200 \n", "2 EVERYBODY TALKS ABOUT IT... $200 \n", "3 THE COMPANY LINE $200 \n", "4 EPITAPHS & TRIBUTES $200 \n", "5 3-LETTER WORDS $200 \n", "6 HISTORY $400 \n", "7 ESPN's TOP 10 ALL-TIME ATHLETES $400 \n", "8 EVERYBODY TALKS ABOUT IT... $400 \n", "9 THE COMPANY LINE $400 \n", "10 EPITAPHS & TRIBUTES $400 \n", "11 3-LETTER WORDS $400 \n", "12 HISTORY $600 \n", "13 ESPN's TOP 10 ALL-TIME ATHLETES $600 \n", "14 EVERYBODY TALKS ABOUT IT... $600 \n", "15 THE COMPANY LINE $600 \n", "16 EPITAPHS & TRIBUTES $600 \n", "17 3-LETTER WORDS $600 \n", "18 HISTORY $800 \n", "19 ESPN's TOP 10 ALL-TIME ATHLETES $800 \n", "20 EVERYBODY TALKS ABOUT IT... $800 \n", "21 THE COMPANY LINE $800 \n", "22 EPITAPHS & TRIBUTES $2,000 \n", "23 3-LETTER WORDS $800 \n", "24 HISTORY $1000 \n", "25 ESPN's TOP 10 ALL-TIME ATHLETES $1000 \n", "26 THE COMPANY LINE $1000 \n", "27 EPITAPHS & TRIBUTES $1000 \n", "28 3-LETTER WORDS $1000 \n", "29 DR. SEUSS AT THE MULTIPLEX $400 \n", "... ... ... \n", "19969 AMERICAN HISTORY $1200 \n", "19970 MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s $1200 \n", "19971 ALMA MATERS $1,500 \n", "19972 ACTRESSES $1200 \n", "19973 2-LETTER WORDS $1200 \n", "19974 ANGELS & DEMONS $1200 \n", "19975 AMERICAN HISTORY $1600 \n", "19976 MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s $1600 \n", "19977 ALMA MATERS $1600 \n", "19978 ACTRESSES $1600 \n", "19979 2-LETTER WORDS $1600 \n", "19980 ANGELS & DEMONS $1600 \n", "19981 AMERICAN HISTORY $1,200 \n", "19982 MIND YOUR SHAKESPEARE \"P\"s & \"Q\"s $2000 \n", "19983 ALMA MATERS $2000 \n", "19984 ACTRESSES $2000 \n", "19985 2-LETTER WORDS $2000 \n", "19986 ANGELS & DEMONS $2000 \n", "19987 SCIENCE TERMS None \n", "19988 U.S. GEOGRAPHY $100 \n", "19989 POP MUSIC PAIRINGS $100 \n", "19990 HISTORIC PEOPLE $100 \n", "19991 1998 QUOTATIONS $100 \n", "19992 LLAMA-RAMA $100 \n", "19993 DING DONG $100 \n", "19994 U.S. GEOGRAPHY $200 \n", "19995 POP MUSIC PAIRINGS $200 \n", "19996 HISTORIC PEOPLE $200 \n", "19997 1998 QUOTATIONS $200 \n", "19998 LLAMA-RAMA $200 \n", "\n", " Question \\\n", "0 For the last 8 years of his life, Galileo was ... \n", "1 No. 2: 1912 Olympian; football star at Carlisl... \n", "2 The city of Yuma in this state has a record av... \n", "3 In 1963, live on \"The Art Linkletter Show\", th... \n", "4 Signer of the Dec. of Indep., framer of the Co... \n", "5 In the title of an Aesop fable, this insect sh... \n", "6 Built in 312 B.C. to link Rome & the South of ... \n", "7 No. 8: 30 steals for the Birmingham Barons; 2,... \n", "8 In the winter of 1971-72, a record 1,122 inche... \n", "9 This housewares store was named for the packag... \n", "10 \"And away we go\" \n", "11 Cows regurgitate this from the first stomach t... \n", "12 In 1000 Rajaraja I of the Cholas battled to ta... \n", "13 No. 1: Lettered in hoops, football & lacrosse ... \n", "14 On June 28, 1994 the nat'l weather service beg... \n", "15 This company's Accutron watch, introduced in 1... \n", "16 Outlaw: \"Murdered by a traitor and a coward wh... \n", "17 A small demon, or a mischievous child (who mig... \n", "18 Karl led the first of these Marxist organizati... \n", "19 No. 10: FB/LB for Columbia U. in the 1920s; MV... \n", "20 Africa's lowest temperature was 11 degrees bel... \n", "21 Edward Teller & this man partnered in 1898 to ... \n", "22 1939 Oscar winner: \"...you are a credit to you... \n", "23 In geologic time one of these, shorter than an... \n", "24 This Asian political party was founded in 1885... \n", "25 No. 5: Only center to lead the NBA in assists;... \n", "26 The Kirschner brothers, Don & Bill, named this... \n", "27 Revolutionary War hero: \"His spirit is in Verm... \n", "28 A single layer of paper, or to perform one's c... \n", "29
5]\n", " match_count = 0\n", " for word in split_question:\n", " if word in terms_used:\n", " match_count += 1\n", " for word in split_question:\n", " terms_used.add(word)\n", " if len(split_question) > 0:\n", " match_count /= len(split_question)\n", " question_overlap.append(match_count)\n", "jeopardy[\"question_overlap\"] = question_overlap\n", "\n", "jeopardy[\"question_overlap\"].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Question overlap\n", "\n", "There is about `70%` overlap between terms in new questions and terms in old questions. This only looks at a small set of questions, and it doesn't look at phrases, it looks at single terms. This makes it relatively insignificant, but it does mean that it's worth looking more into the recycling of questions." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def determine_value(row):\n", " value = 0\n", " if row[\"clean_value\"] > 800:\n", " value = 1\n", " return value\n", "\n", "jeopardy[\"high_value\"] = jeopardy.apply(determine_value, axis=1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(2, 4), (0, 1), (4, 0), (1, 0), (0, 1)]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def count_usage(term):\n", " low_count = 0\n", " high_count = 0\n", " for i, row in jeopardy.iterrows():\n", " if term in row[\"clean_question\"].split(\" \"):\n", " if row[\"high_value\"] == 1:\n", " high_count += 1\n", " else:\n", " low_count += 1\n", " return high_count, low_count\n", "\n", "comparison_terms = list(terms_used)[:5]\n", "observed_expected = []\n", "for term in comparison_terms:\n", " observed_expected.append(count_usage(term))\n", "\n", "observed_expected" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Power_divergenceResult(statistic=0.063762334468807247, pvalue=0.80064530268787815),\n", " Power_divergenceResult(statistic=0.40196284612688399, pvalue=0.52607729857054686),\n", " Power_divergenceResult(statistic=9.9511684687827007, pvalue=0.0016074733631335867),\n", " Power_divergenceResult(statistic=2.4877921171956752, pvalue=0.11473257634454047),\n", " Power_divergenceResult(statistic=0.40196284612688399, pvalue=0.52607729857054686)]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.stats import chisquare\n", "import numpy as np\n", "\n", "high_value_count = jeopardy[jeopardy[\"high_value\"] == 1].shape[0]\n", "low_value_count = jeopardy[jeopardy[\"high_value\"] == 0].shape[0]\n", "\n", "chi_squared = []\n", "for obs in observed_expected:\n", " total = sum(obs)\n", " total_prop = total / jeopardy.shape[0]\n", " high_value_exp = total_prop * high_value_count\n", " low_value_exp = total_prop * low_value_count\n", " \n", " observed = np.array([obs[0], obs[1]])\n", " expected = np.array([high_value_exp, low_value_exp])\n", " chi_squared.append(chisquare(observed, expected))\n", "\n", "chi_squared" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Chi-squared results\n", "\n", "None of the terms had a significant difference in usage between high value and low value rows. Additionally, the frequencies were all lower than `5`, so the chi-squared test isn't as valid. It would be better to run this test with only terms that have higher frequencies." ] } ], "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": "3.4.4" } }, "nbformat": 4, "nbformat_minor": 1 }